<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article  PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article"><front><journal-meta><journal-id journal-id-type="publisher-id">JSIP</journal-id><journal-title-group><journal-title>Journal of Signal and Information Processing</journal-title></journal-title-group><issn pub-type="epub">2159-4465</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/jsip.2015.63021</article-id><article-id pub-id-type="publisher-id">JSIP-58960</article-id><article-categories><subj-group subj-group-type="heading"><subject>Articles</subject></subj-group><subj-group subj-group-type="Discipline-v2"><subject>Computer Science&amp;Communications</subject></subj-group></article-categories><title-group><article-title>
 
 
  Support-Limited Generalized Uncertainty Relations on Fractional Fourier Transform
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>iaotong</surname><given-names>Wang</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Guanlei</surname><given-names>Xu</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib></contrib-group><aff id="aff1"><addr-line>Navgation Department of Dalian Naval Academy, Dalian, China</addr-line></aff><aff id="aff2"><addr-line>Ocean Department of Dalian Naval Academy, Dalian, China</addr-line></aff><author-notes><corresp id="cor1">* E-mail:<email>xgl_86@163.com(GX)</email>;</corresp></author-notes><pub-date pub-type="epub"><day>15</day><month>07</month><year>2015</year></pub-date><volume>06</volume><issue>03</issue><fpage>227</fpage><lpage>237</lpage><history><date date-type="received"><day>16</day>	<month>June</month>	<year>2015</year></date><date date-type="rev-recd"><day>accepted</day>	<month>18</month>	<year>August</year>	</date><date date-type="accepted"><day>21</day>	<month>August</month>	<year>2015</year></date></history><permissions><copyright-statement>&#169; Copyright  2014 by authors and Scientific Research Publishing Inc. </copyright-statement><copyright-year>2014</copyright-year><license><license-p>This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/</license-p></license></permissions><abstract><p>
 
 
  This paper investigates the generalized uncertainty principles of fractional Fourier transform (FRFT) for concentrated data in limited supports. The continuous and discrete generalized uncertainty relations, whose bounds are related to FRFT parameters and signal lengths, were derived in theory. These uncertainty principles disclose that the data in FRFT domains may have much higher concentration than that in traditional time-frequency domains, which will enrich the ensemble of generalized uncertainty principles.
 
</p></abstract><kwd-group><kwd>Discrete Fractional Fourier Transform (DFRFT)</kwd><kwd> Uncertainty Principle</kwd><kwd> Frequency-Limiting Operator</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>In information processing, the uncertainty principle plays an important role in elementary fields, and data concentration is often considered carefully via the uncertainty principle [<xref ref-type="bibr" rid="scirp.58960-ref1">1</xref>] - [<xref ref-type="bibr" rid="scirp.58960-ref8">8</xref>] . In continuous signals, the supports are assumed to be infinite, based on which various uncertainty relations [<xref ref-type="bibr" rid="scirp.58960-ref1">1</xref>] [<xref ref-type="bibr" rid="scirp.58960-ref2">2</xref>] [<xref ref-type="bibr" rid="scirp.58960-ref9">9</xref>] - [<xref ref-type="bibr" rid="scirp.58960-ref21">21</xref>] [<xref ref-type="bibr" rid="scirp.58960-ref22">22</xref>] have been presented. However, in practice, both the supports of time and frequency are often limited for N-point discrete signals. In such case, the infinite support fails to hold true. In limited supports, some papers such as [<xref ref-type="bibr" rid="scirp.58960-ref23">23</xref>] - [<xref ref-type="bibr" rid="scirp.58960-ref26">26</xref>] have discussed the uncertainty principle in conventional time-frequency domains for continuous and discrete cases and some conclusions are achieved that can be taken as our special cases in the following sections. However, none of them has covered the FRFT in terms of Heisenberg uncertainty principles that have been widely used in various fields [<xref ref-type="bibr" rid="scirp.58960-ref4">4</xref>] - [<xref ref-type="bibr" rid="scirp.58960-ref6">6</xref>] . Therefore, there has a great need to discuss the uncertainty relations in FRFT domains. As the rotation of the traditional FT [<xref ref-type="bibr" rid="scirp.58960-ref27">27</xref>] , FRFT [<xref ref-type="bibr" rid="scirp.58960-ref5">5</xref>] [<xref ref-type="bibr" rid="scirp.58960-ref6">6</xref>] [<xref ref-type="bibr" rid="scirp.58960-ref28">28</xref>] - [<xref ref-type="bibr" rid="scirp.58960-ref30">30</xref>] has some special properties with its transform parameter and sometimes yields the better results such as the detection of LFM signal [<xref ref-type="bibr" rid="scirp.58960-ref31">31</xref>] . Readers can see more details on FRFT in [<xref ref-type="bibr" rid="scirp.58960-ref6">6</xref>] and [<xref ref-type="bibr" rid="scirp.58960-ref32">32</xref>] and so on.</p><p>In this paper, we extend the Heisenberg uncertainty principle in FRFT domain for both discrete and continuous cases for the ε-concentrated signals or the signals with finite supports. It is shown that these bounds are connected with lengths of the supports and FRFT parameters. In a word, there have been no reported papers covering these results and conclusions, and most of them are new or novel.</p></sec><sec id="s2"><title>2. Preliminaries</title><sec id="s2_1"><title>2.1. Definition of DFRFT</title><p>Here, we first briefly review the definition of FRFT. For given continuous signal <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x6.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x7.png" xlink:type="simple"/></inline-formula>, its FRFT [<xref ref-type="bibr" rid="scirp.58960-ref6">6</xref>] is defined as</p><disp-formula id="scirp.58960-formula1060"><label>(1)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/4-3400420x8.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x9.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x10.png" xlink:type="simple"/></inline-formula> is the complex unit, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x11.png" xlink:type="simple"/></inline-formula>is the transform parameter defined as that in [<xref ref-type="bibr" rid="scirp.58960-ref6">6</xref>] . In addition,</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x12.png" xlink:type="simple"/></inline-formula>. If<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x13.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x14.png" xlink:type="simple"/></inline-formula>, i.e., the inverse FRFT<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x15.png" xlink:type="simple"/></inline-formula>.</p><p>However, unlike the discrete FT, there are a few definitions for the DFRFT [<xref ref-type="bibr" rid="scirp.58960-ref32">32</xref>] , but not only one. In this paper, we will employ the definition defined as follows [<xref ref-type="bibr" rid="scirp.58960-ref6">6</xref>] [<xref ref-type="bibr" rid="scirp.58960-ref32">32</xref>] :</p><disp-formula id="scirp.58960-formula1061"><label>(2)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/4-3400420x16.png"  xlink:type="simple"/></disp-formula><p>Clearly, if<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x17.png" xlink:type="simple"/></inline-formula>, (2) reduces to the traditional discrete FT [<xref ref-type="bibr" rid="scirp.58960-ref6">6</xref>] [<xref ref-type="bibr" rid="scirp.58960-ref32">32</xref>] . Also, we can rewrite definition (2) as</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x18.png" xlink:type="simple"/></inline-formula>,</p><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x19.png" xlink:type="simple"/></inline-formula>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x20.png" xlink:type="simple"/></inline-formula>.</p><p>For DFRFT, we have the following property [<xref ref-type="bibr" rid="scirp.58960-ref5">5</xref>] [<xref ref-type="bibr" rid="scirp.58960-ref6">6</xref>] [<xref ref-type="bibr" rid="scirp.58960-ref32">32</xref>] :</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x21.png" xlink:type="simple"/></inline-formula>.</p><p>More details on DFRFT can be found in [<xref ref-type="bibr" rid="scirp.58960-ref6">6</xref>] and [<xref ref-type="bibr" rid="scirp.58960-ref32">32</xref>] .</p></sec><sec id="s2_2"><title>2.2. Frequency-Limiting Operators</title><p>Definition 1: Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x22.png" xlink:type="simple"/></inline-formula> be a complex-valued signal with <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x23.png" xlink:type="simple"/></inline-formula> and its FRFT<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x24.png" xlink:type="simple"/></inline-formula>, if there is a function <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x25.png" xlink:type="simple"/></inline-formula> vanishing outside <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x26.png" xlink:type="simple"/></inline-formula> (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x27.png" xlink:type="simple"/></inline-formula>is a measurable set) such that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x28.png" xlink:type="simple"/></inline-formula> (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x29.png" xlink:type="simple"/></inline-formula></p><p>is a small value with<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x30.png" xlink:type="simple"/></inline-formula>), then <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x31.png" xlink:type="simple"/></inline-formula> is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x32.png" xlink:type="simple"/></inline-formula>-concentrated.</p><p>Specially, if<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x33.png" xlink:type="simple"/></inline-formula>, then definition 1 reduces to the case in time domain [<xref ref-type="bibr" rid="scirp.58960-ref23">23</xref>] [<xref ref-type="bibr" rid="scirp.58960-ref24">24</xref>] . If<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x34.png" xlink:type="simple"/></inline-formula>, then definition 1 reduces to the case in traditional frequency domain [<xref ref-type="bibr" rid="scirp.58960-ref23">23</xref>] [<xref ref-type="bibr" rid="scirp.58960-ref24">24</xref>] . The <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x35.png" xlink:type="simple"/></inline-formula> can be calculated after the <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x36.png" xlink:type="simple"/></inline-formula> is</p><p>fixed because <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x37.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x38.png" xlink:type="simple"/></inline-formula>. Therefore, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x39.png" xlink:type="simple"/></inline-formula></p><p>Definition 2: Generalized frequency-limiting operator <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x40.png" xlink:type="simple"/></inline-formula> is defined as</p><disp-formula id="scirp.58960-formula1062"><label>(3)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/4-3400420x41.png"  xlink:type="simple"/></disp-formula><p>If<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x42.png" xlink:type="simple"/></inline-formula>, then definition 2 is the time-limiting operator [<xref ref-type="bibr" rid="scirp.58960-ref23">23</xref>] [<xref ref-type="bibr" rid="scirp.58960-ref24">24</xref>] . If<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x43.png" xlink:type="simple"/></inline-formula>, then definition 2 is the traditional frequency-limiting operator [<xref ref-type="bibr" rid="scirp.58960-ref23">23</xref>] [<xref ref-type="bibr" rid="scirp.58960-ref24">24</xref>] . Definitions 1 and 2 disclose the relation between <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x44.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x45.png" xlink:type="simple"/></inline-formula>. For the discrete case, we have the following definitions.</p><p>Definition 3: Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x46.png" xlink:type="simple"/></inline-formula> (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x47.png" xlink:type="simple"/></inline-formula>with) be a discrete sequence with <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x48.png" xlink:type="simple"/></inline-formula> and its DFRFT<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x49.png" xlink:type="simple"/></inline-formula>, if there is a sequence <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x50.png" xlink:type="simple"/></inline-formula> satisfying <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x51.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x51.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x52.png" xlink:type="simple"/></inline-formula> such that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x51.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x52.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x53.png" xlink:type="simple"/></inline-formula> (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x51.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x52.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x53.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x54.png" xlink:type="simple"/></inline-formula>is a small value with<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x51.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x52.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x53.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x55.png" xlink:type="simple"/></inline-formula>), then <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x51.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x52.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x53.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x56.png" xlink:type="simple"/></inline-formula> is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x51.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x52.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x53.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x57.png" xlink:type="simple"/></inline-formula>-concentrated.</p><p>Here, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x58.png" xlink:type="simple"/></inline-formula>is the 0-norm operator that counts the non-zero elements.</p><p>Definition 4: Generalized discrete frequency-limiting operator <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x59.png" xlink:type="simple"/></inline-formula> is defined as</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x60.png" xlink:type="simple"/></inline-formula>with <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x60.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x61.png" xlink:type="simple"/></inline-formula> is the DFRFT of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x60.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x62.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x60.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x63.png" xlink:type="simple"/></inline-formula> is the character function</p><p>on<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x64.png" xlink:type="simple"/></inline-formula>.</p><p>Clearly, definitions 3 and 4 are the discrete extensions of definitions 1 and 2. They have the similar physical meaning. These definitions are introduced for the first time, the traditional cases [<xref ref-type="bibr" rid="scirp.58960-ref23">23</xref>] [<xref ref-type="bibr" rid="scirp.58960-ref24">24</xref>] are only their special cases. Definition 3 and 4 disclose the relation between <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x65.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x65.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x66.png" xlink:type="simple"/></inline-formula>.</p></sec><sec id="s2_3"><title>2.3. The Continuous Heisenberg Uncertainty Principles</title><p>As shown in introduction, the existed continuous generalized uncertainty relations [<xref ref-type="bibr" rid="scirp.58960-ref9">9</xref>] - [<xref ref-type="bibr" rid="scirp.58960-ref21">21</xref>] are mainly for the infinite supports. Here, we discuss the case of finite support. First we introduce the following lemma.</p><p>Lemma 1: <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x67.png" xlink:type="simple"/></inline-formula>, where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x67.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x68.png" xlink:type="simple"/></inline-formula> denotes the Frobenius norm operator.</p><p>Proof: From the definition of the operator <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x69.png" xlink:type="simple"/></inline-formula> in definition 2, we have</p><disp-formula id="scirp.58960-formula1063"><graphic  xlink:href="http://html.scirp.org/file/4-3400420x70.png"  xlink:type="simple"/></disp-formula><p>Exchange the locations of the integral operators, we obtain</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x71.png" xlink:type="simple"/></inline-formula>,</p><p>so that</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x72.png" xlink:type="simple"/></inline-formula>.</p><p>Set<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x73.png" xlink:type="simple"/></inline-formula>, we have</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x74.png" xlink:type="simple"/></inline-formula>.</p><p>Now, we know that [see the proof of (3.1) in 25]</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x75.png" xlink:type="simple"/></inline-formula>.</p><p>Let<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x76.png" xlink:type="simple"/></inline-formula>, then</p><disp-formula id="scirp.58960-formula1064"><graphic  xlink:href="http://html.scirp.org/file/4-3400420x77.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x78.png" xlink:type="simple"/></inline-formula> is the character function of the set<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x79.png" xlink:type="simple"/></inline-formula>. Therefore, via Parseval’s theorem [<xref ref-type="bibr" rid="scirp.58960-ref6">6</xref>] and the definition of</p><p>FRFT in (1) we have</p><disp-formula id="scirp.58960-formula1065"><graphic  xlink:href="http://html.scirp.org/file/4-3400420x80.png"  xlink:type="simple"/></disp-formula><p>Hence, we obtain the final result</p><disp-formula id="scirp.58960-formula1066"><graphic  xlink:href="http://html.scirp.org/file/4-3400420x81.png"  xlink:type="simple"/></disp-formula><p>Now we give the first theorem.</p><p>Theorem 1: Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x82.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x83.png" xlink:type="simple"/></inline-formula> be a measurable set and suppose <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x84.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x85.png" xlink:type="simple"/></inline-formula> is the FRFT of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x86.png" xlink:type="simple"/></inline-formula> for transform parameter <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x87.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x88.png" xlink:type="simple"/></inline-formula>, such that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x89.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x90.png" xlink:type="simple"/></inline-formula> is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x91.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x92.png" xlink:type="simple"/></inline-formula>?concentrated on <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x93.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x94.png" xlink:type="simple"/></inline-formula>. Then</p><disp-formula id="scirp.58960-formula1067"><label>. (4)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/4-3400420x95.png"  xlink:type="simple"/></disp-formula><p>Proof: Since<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x96.png" xlink:type="simple"/></inline-formula>, therefore we can find such <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x96.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x97.png" xlink:type="simple"/></inline-formula> that makes<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x96.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x97.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x98.png" xlink:type="simple"/></inline-formula>.</p><p>Meanwhile, via triangle inequality and the definitions of concentration we have</p><disp-formula id="scirp.58960-formula1068"><graphic  xlink:href="http://html.scirp.org/file/4-3400420x99.png"  xlink:type="simple"/></disp-formula><p>At the same time, we know<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x100.png" xlink:type="simple"/></inline-formula>,</p><p>so that</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x101.png" xlink:type="simple"/></inline-formula>,</p><p>i.e.,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x102.png" xlink:type="simple"/></inline-formula>.</p><p>Therefore,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x103.png" xlink:type="simple"/></inline-formula>.</p><p>From [<xref ref-type="bibr" rid="scirp.58960-ref24">24</xref>] [<xref ref-type="bibr" rid="scirp.58960-ref27">27</xref>] , we know that<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x104.png" xlink:type="simple"/></inline-formula>.</p><p>Use the above two results, we obtain</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x105.png" xlink:type="simple"/></inline-formula>,</p><p>i.e.,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x106.png" xlink:type="simple"/></inline-formula>.</p><p>Hence,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x107.png" xlink:type="simple"/></inline-formula>. The special case <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x107.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x108.png" xlink:type="simple"/></inline-formula> is trivial. Here, we find that when<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x107.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x108.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x109.png" xlink:type="simple"/></inline-formula>, (4) reduce to the traditional case in Theorem 2 [(3.1), 25].</p><p>Obviously, this bound is different from that [<xref ref-type="bibr" rid="scirp.58960-ref20">20</xref>] of infinite case. In [<xref ref-type="bibr" rid="scirp.58960-ref20">20</xref>] , the main involved objects are the variances of the signal in infinite supports. Here the measurable sets (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x110.png" xlink:type="simple"/></inline-formula>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x110.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x111.png" xlink:type="simple"/></inline-formula>) are involved, which is instructive</p><p>for the discrete case in the next section. If<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x112.png" xlink:type="simple"/></inline-formula>, what will happen? Clearly, it is impossible. From the conclusion [<xref ref-type="bibr" rid="scirp.58960-ref33">33</xref>] , if<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x112.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x113.png" xlink:type="simple"/></inline-formula>, then<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x112.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x113.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x114.png" xlink:type="simple"/></inline-formula>, otherwise<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x112.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x113.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x114.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x115.png" xlink:type="simple"/></inline-formula>, which is in conflict with that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x112.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x113.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x114.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x115.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x116.png" xlink:type="simple"/></inline-formula> is measurable and limited. Therefore, in the continuous case, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x112.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x113.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x114.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x115.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x116.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x117.png" xlink:type="simple"/></inline-formula>cannot hold true. However, what about</p><p>the discrete case? The next section will answer.</p></sec></sec><sec id="s3"><title>3. The Discrete Heisenberg Uncertainty Principles</title><sec id="s3_1"><title>3.1. The Uncertainty Relation</title><p>First let us introduce a lemma.</p><p>Lemma 3:<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x118.png" xlink:type="simple"/></inline-formula>, where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x118.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x119.png" xlink:type="simple"/></inline-formula> is the Frobenius matrix norm.</p><p>Proof: From the definition of the operator <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x120.png" xlink:type="simple"/></inline-formula> in definition 4, we have</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x121.png" xlink:type="simple"/></inline-formula>.</p><p>Exchange the locations of the sum operators, we obtain</p><disp-formula id="scirp.58960-formula1069"><graphic  xlink:href="http://html.scirp.org/file/4-3400420x122.png"  xlink:type="simple"/></disp-formula><p>Hence, according to the definition of the Frobenius matrix norm [<xref ref-type="bibr" rid="scirp.58960-ref27">27</xref>] [<xref ref-type="bibr" rid="scirp.58960-ref34">34</xref>] and the definition of DFRFT, we have</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x123.png" xlink:type="simple"/></inline-formula>.</p><p>In the similar manner with the continuous case, we can obtain<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x124.png" xlink:type="simple"/></inline-formula>. Since<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x124.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x125.png" xlink:type="simple"/></inline-formula>, we have</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x126.png" xlink:type="simple"/></inline-formula>, thus, we get<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x126.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x127.png" xlink:type="simple"/></inline-formula>. Therefore, we can obtain the following theorem 2.</p><p>Theorem 2: Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x128.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x128.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x129.png" xlink:type="simple"/></inline-formula> be the DFRFT of the time sequence <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x128.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x129.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x130.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x128.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x129.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x130.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x131.png" xlink:type="simple"/></inline-formula> for transform parameter <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x128.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x129.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x130.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x131.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x132.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x128.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x129.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x130.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x131.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x133.png" xlink:type="simple"/></inline-formula>, with <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x128.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x129.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x130.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x131.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x134.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x128.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x129.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x130.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x131.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x134.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x135.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x128.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x129.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x130.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x131.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x134.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x136.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x128.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x129.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x130.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x131.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x134.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x137.png" xlink:type="simple"/></inline-formula>-concentrated on index set <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x128.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x129.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x130.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x131.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x134.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x138.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x128.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x129.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x130.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x131.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x134.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x138.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x139.png" xlink:type="simple"/></inline-formula>. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x128.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x129.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x130.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x131.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x134.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x138.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x139.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x140.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x128.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x129.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x130.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x131.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x134.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x138.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x139.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x140.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x141.png" xlink:type="simple"/></inline-formula> be the numbers of nonzero entries in <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x128.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x129.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x130.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x131.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x134.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x138.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x139.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x140.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x142.png" xlink:type="simple"/></inline-formula> (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x128.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x129.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x130.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x131.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x134.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x138.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x139.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x140.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x142.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x143.png" xlink:type="simple"/></inline-formula>respectively). Then</p><disp-formula id="scirp.58960-formula1070"><label>. (5)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/4-3400420x144.png"  xlink:type="simple"/></disp-formula><p>Here, we find that when<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x145.png" xlink:type="simple"/></inline-formula>, (5) reduce to the traditional case in Theorem 3 [(3.9), 25].</p></sec><sec id="s3_2"><title>3.2. The Extensions</title><p>Set <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x146.png" xlink:type="simple"/></inline-formula> in theorem 2, we can obtain the following theorem 3 directly.</p><p>Theorem 3: Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x147.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x147.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x148.png" xlink:type="simple"/></inline-formula> be the DFRFT of the time sequence <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x147.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x148.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x149.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x147.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x148.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x149.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x150.png" xlink:type="simple"/></inline-formula> with length N. <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x147.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x148.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x149.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x150.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x152.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x147.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x148.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x149.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x150.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x152.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x151.png" xlink:type="simple"/></inline-formula>counts the numbers of nonzero entries in <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x147.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x148.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x149.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x150.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x152.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x151.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x153.png" xlink:type="simple"/></inline-formula> (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x147.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x148.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x149.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x150.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x152.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x151.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x153.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x154.png" xlink:type="simple"/></inline-formula>respectively). Then</p><disp-formula id="scirp.58960-formula1071"><label>. (6)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/4-3400420x155.png"  xlink:type="simple"/></disp-formula><p>Clearly, theorem 3 is a special case of theorem 2. Also, this theorem can be derived via theorem 1 in [<xref ref-type="bibr" rid="scirp.58960-ref26">26</xref>] .</p><p>Differently, we obtain this result in a different way. Here we note that since<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x156.png" xlink:type="simple"/></inline-formula>, there is at least one non-zero element in every FRFT domain for<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x156.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x157.png" xlink:type="simple"/></inline-formula>. Therefore, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x156.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x158.png" xlink:type="simple"/></inline-formula>for<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x156.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x158.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x159.png" xlink:type="simple"/></inline-formula>.</p><p>Through setting special value for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x160.png" xlink:type="simple"/></inline-formula> in theorem 3, we have</p><p>Corollary 1:</p><disp-formula id="scirp.58960-formula1072"><label>. (7)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/4-3400420x161.png"  xlink:type="simple"/></disp-formula><p>Proof: Now we prove corollary 1 in the sense of sampling and mathematical solution for better understanding these relations. Without loss of generality, we often assume that the continuous signal <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x162.png" xlink:type="simple"/></inline-formula> (the continuous version of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x162.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x163.png" xlink:type="simple"/></inline-formula>) is band-limited, then <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x162.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x163.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x164.png" xlink:type="simple"/></inline-formula> is obtained through sampling<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x162.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x163.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x164.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x165.png" xlink:type="simple"/></inline-formula>. From the sequence length N in the definition of DFRFT in (2), we know the sampling period defined as<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x162.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x163.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x164.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x165.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x166.png" xlink:type="simple"/></inline-formula>: <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x162.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x163.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x164.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x165.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x166.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x167.png" xlink:type="simple"/></inline-formula>(<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x162.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x163.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x164.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x165.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x166.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x167.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x168.png" xlink:type="simple"/></inline-formula>implies this result). We assume there is no aliasing after sampling in the FRFT domain, then from the sampling</p><p>Theorem, we know that all the energy of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x169.png" xlink:type="simple"/></inline-formula> are limited within the scope <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x169.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x170.png" xlink:type="simple"/></inline-formula> [<xref ref-type="bibr" rid="scirp.58960-ref32">32</xref>] [<xref ref-type="bibr" rid="scirp.58960-ref35">35</xref>] , i.e., all the energy of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x169.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x170.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x171.png" xlink:type="simple"/></inline-formula> must be within <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x169.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x170.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x171.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x172.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x169.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x170.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x171.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x172.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x173.png" xlink:type="simple"/></inline-formula>. Without</p><p>loss of generality, we assume <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x174.png" xlink:type="simple"/></inline-formula> based on the shifting property of FRFT [<xref ref-type="bibr" rid="scirp.58960-ref6">6</xref>] [<xref ref-type="bibr" rid="scirp.58960-ref32">32</xref>] , i.e., all the energy of</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x175.png" xlink:type="simple"/></inline-formula>must be within<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x175.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x176.png" xlink:type="simple"/></inline-formula>. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x175.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x176.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x177.png" xlink:type="simple"/></inline-formula> be the sites where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x175.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x176.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x177.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x178.png" xlink:type="simple"/></inline-formula> is nonzero, and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x175.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x176.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x177.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x178.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x179.png" xlink:type="simple"/></inline-formula></p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x180.png" xlink:type="simple"/></inline-formula>be the corresponding nonzero elements of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x180.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x181.png" xlink:type="simple"/></inline-formula>. Accordingly, from the definition of DFRFT</p><p>[<xref ref-type="bibr" rid="scirp.58960-ref6">6</xref>] [<xref ref-type="bibr" rid="scirp.58960-ref32">32</xref>] , we have</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x182.png" xlink:type="simple"/></inline-formula>and. (8)</p><p>We rewrite (8) in terms of matrices and vectors. Define the matrix<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x184.png" xlink:type="simple"/></inline-formula>, where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x184.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x185.png" xlink:type="simple"/></inline-formula>, then we obtain</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x186.png" xlink:type="simple"/></inline-formula>,</p><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x187.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x187.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x188.png" xlink:type="simple"/></inline-formula>and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x187.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x188.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x189.png" xlink:type="simple"/></inline-formula>.</p><p>Clearly, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x190.png" xlink:type="simple"/></inline-formula>is a <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x190.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x191.png" xlink:type="simple"/></inline-formula> matrix, which includes <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x190.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x191.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x192.png" xlink:type="simple"/></inline-formula> matrixes with dimensions of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x190.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x191.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x192.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x193.png" xlink:type="simple"/></inline-formula></p><p>so that we can rewrite matrix <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x194.png" xlink:type="simple"/></inline-formula> as</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x195.png" xlink:type="simple"/></inline-formula>and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x195.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x196.png" xlink:type="simple"/></inline-formula>, where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x195.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x196.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x197.png" xlink:type="simple"/></inline-formula>.</p><p>From the definition of DFRFT, we know that the bases <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x198.png" xlink:type="simple"/></inline-formula> (for different</p><p>ks and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x199.png" xlink:type="simple"/></inline-formula>) are mutually orthogonal [<xref ref-type="bibr" rid="scirp.58960-ref6">6</xref>] [<xref ref-type="bibr" rid="scirp.58960-ref32">32</xref>] . Therefore, the different rows are not correlated so that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x199.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x200.png" xlink:type="simple"/></inline-formula></p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x201.png" xlink:type="simple"/></inline-formula>is nonsingular and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x201.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x202.png" xlink:type="simple"/></inline-formula> can be rewritten as<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x201.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x202.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x203.png" xlink:type="simple"/></inline-formula>. Since every ele-</p><p>ment in <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x204.png" xlink:type="simple"/></inline-formula> is not zero and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x204.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x205.png" xlink:type="simple"/></inline-formula> is nonsingular, then there must be a non-zero element in <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x204.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x205.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x206.png" xlink:type="simple"/></inline-formula> at least. Other</p><p>wise, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x207.png" xlink:type="simple"/></inline-formula>, which is in conflict with<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x207.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x208.png" xlink:type="simple"/></inline-formula>. Therefore, in every <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x207.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x208.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x209.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x207.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x208.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x209.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x210.png" xlink:type="simple"/></inline-formula> there is at least one non-zero element. Therefore, there are at least <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x207.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x208.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x209.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x210.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x211.png" xlink:type="simple"/></inline-formula> non-zero elements in the DFRFT</p><p>domain in total. Thus, theorem 3 is verified.</p><p>Furthermore, we can obtain the following more general uncertainty relation associated with DFRFT.</p><p>Clearly, if <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x212.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x212.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x213.png" xlink:type="simple"/></inline-formula>, then the generalized uncertainty bounds are lower than the tradi-</p><p>tional cases. Therefore, the generalized uncertainty principles show that the resolution will be higher.</p><p>Theorem 4: Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x214.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x214.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x215.png" xlink:type="simple"/></inline-formula> be the DFRFT of the time sequence <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x214.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x215.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x216.png" xlink:type="simple"/></inline-formula> (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x214.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x215.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x216.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x217.png" xlink:type="simple"/></inline-formula>and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x214.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x215.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x216.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x217.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x218.png" xlink:type="simple"/></inline-formula>) with length N and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x214.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x215.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x216.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x217.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x218.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x219.png" xlink:type="simple"/></inline-formula>. <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x214.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x215.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x216.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x217.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x218.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x219.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x220.png" xlink:type="simple"/></inline-formula>counts the number of nonzero elements in<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x214.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x215.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x216.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x217.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x218.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x219.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x220.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x221.png" xlink:type="simple"/></inline-formula>. Then</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x222.png" xlink:type="simple"/></inline-formula>, where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x222.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x223.png" xlink:type="simple"/></inline-formula>. (9)</p><p>Proof: From the assumption and the definition of DFRFT [<xref ref-type="bibr" rid="scirp.58960-ref6">6</xref>] [<xref ref-type="bibr" rid="scirp.58960-ref32">32</xref>] , we know</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x224.png" xlink:type="simple"/></inline-formula>for.</p><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x226.png" xlink:type="simple"/></inline-formula>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x226.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x227.png" xlink:type="simple"/></inline-formula>.</p><p>Therefore, let<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x228.png" xlink:type="simple"/></inline-formula>, we have [<xref ref-type="bibr" rid="scirp.58960-ref26">26</xref>]</p><disp-formula id="scirp.58960-formula1073"><graphic  xlink:href="http://html.scirp.org/file/4-3400420x229.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x230.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x230.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x231.png" xlink:type="simple"/></inline-formula> with <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x230.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x231.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x232.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x230.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x231.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x232.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x233.png" xlink:type="simple"/></inline-formula> with<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x230.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x231.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x232.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x233.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x234.png" xlink:type="simple"/></inline-formula>.</p><p>Hence, we obtain</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x235.png" xlink:type="simple"/></inline-formula>.</p><p>Set<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x236.png" xlink:type="simple"/></inline-formula>, then</p><disp-formula id="scirp.58960-formula1074"><graphic  xlink:href="http://html.scirp.org/file/4-3400420x237.png"  xlink:type="simple"/></disp-formula><p>Using the triangle inequality, we have</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x238.png" xlink:type="simple"/></inline-formula>, hence</p><disp-formula id="scirp.58960-formula1075"><graphic  xlink:href="http://html.scirp.org/file/4-3400420x239.png"  xlink:type="simple"/></disp-formula><p>From <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x240.png" xlink:type="simple"/></inline-formula> and Parseval’s principle [<xref ref-type="bibr" rid="scirp.58960-ref6">6</xref>] , we obtain</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x241.png" xlink:type="simple"/></inline-formula>.</p><p>Hence</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x242.png" xlink:type="simple"/></inline-formula>.</p><p>Therefore, we obtain</p><disp-formula id="scirp.58960-formula1076"><graphic  xlink:href="http://html.scirp.org/file/4-3400420x243.png"  xlink:type="simple"/></disp-formula><p>Adding all the above inequalities, we have</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x244.png" xlink:type="simple"/></inline-formula>with.</p><p>Similarly, from <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x246.png" xlink:type="simple"/></inline-formula> and Parseval’s principle [<xref ref-type="bibr" rid="scirp.58960-ref6">6</xref>] , we obtain<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x246.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x247.png" xlink:type="simple"/></inline-formula>, hence</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x248.png" xlink:type="simple"/></inline-formula>.</p><p>From the definition and property of DFRFT [<xref ref-type="bibr" rid="scirp.58960-ref6">6</xref>] [<xref ref-type="bibr" rid="scirp.58960-ref32">32</xref>] we have</p><disp-formula id="scirp.58960-formula1077"><graphic  xlink:href="http://html.scirp.org/file/4-3400420x249.png"  xlink:type="simple"/></disp-formula><p>with<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x250.png" xlink:type="simple"/></inline-formula>.</p><p>Hence, we finally obtain the proof</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x251.png" xlink:type="simple"/></inline-formula>with.</p></sec></sec><sec id="s4"><title>4. The Simulation</title><p>In this section we give an example to show that the data in FRFT domains may have much higher concentration than that in traditional time-frequency domains.</p><p>Now considering the chirp signal<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x253.png" xlink:type="simple"/></inline-formula> with <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x253.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x254.png" xlink:type="simple"/></inline-formula> and sampling period<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x253.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x254.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x255.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x253.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x254.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x255.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x256.png" xlink:type="simple"/></inline-formula> (see <xref ref-type="fig" rid="fig1">Figure 1</xref>(a)).</p><p>Clearly, we can obtain from <xref ref-type="fig" rid="fig1">Figure 1</xref> that<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x257.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x257.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x258.png" xlink:type="simple"/></inline-formula>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x257.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x258.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x259.png" xlink:type="simple"/></inline-formula>. Therefore, we have<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x257.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x258.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x259.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-3400420x260.png" xlink:type="simple"/></inline-formula>. This verifies that the data in FRFT domains may have much higher concentration than that in traditional time-frequency domains. (Note here that if the transformed coefficient is less than 0.1, then we take it as zero value. See <xref ref-type="fig" rid="fig1">Figure 1</xref>(b) and <xref ref-type="fig" rid="fig1">Figure 1</xref>(c)).</p></sec><sec id="s5"><title>5. Conclusion</title><p>In practice, we often process the data with limited lengths for both the continuous (ε-concentrated) and discrete signals. Especially for the discrete data, not only the supports are limited, but also they are sequences of data</p><fig-group id="fig1"><label><xref ref-type="fig" rid="fig1">Figure 1</xref></label><caption><title> The simulation of a signal with its FRFT and FT. (a) The original signal in time domain; (b) The FT of the signal (i.e., the traditional frequency domain); (c) The FRFT of the signal (i.e., the FRFT domain).</title></caption><fig id ="fig1_1"><label> (b)</label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/4-3400420x261.png"/></fig><fig id ="fig1_2"><label> (c)</label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/4-3400420x262.png"/></fig><fig id ="fig1_3"><label></label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/4-3400420x263.png"/></fig></fig-group><p>points whose number of non-zero elements is countable accurately. This paper discussed the generalized uncertainty relations on FRFT in term of data concentration. We show that the uncertainty bounds are related to the FRFT parameters and the support lengths. These uncertainty relations will enrich the ensemble of FRFT. Moreover, these uncertainty relations will help finding the optimal filtering parameters [<xref ref-type="bibr" rid="scirp.58960-ref31">31</xref>] such as [<xref ref-type="bibr" rid="scirp.58960-ref6">6</xref>] [<xref ref-type="bibr" rid="scirp.58960-ref34">34</xref>] [<xref ref-type="bibr" rid="scirp.58960-ref36">36</xref>] . Our simulation also shows that the data in FRFT domains may have much higher concentration than that in traditional time-frequency domains.</p></sec><sec id="s6"><title>Acknowledgements</title><p>We will thank Professor R. Tao very much for his valuable suggestions in improving our work. This work was fully supported by the NSFCs (61002052 and 61471412) and partly supported by the NSFC (61250006) and Third Term of 2110 in Dalian Navy Academy.</p></sec><sec id="s7"><title>Cite this paper</title><p>XiaotongWang,GuanleiXu, (2015) Support-Limited Generalized Uncertainty Relations on Fractional Fourier Transform. Journal of Signal and Information Processing,06,227-237. doi: 10.4236/jsip.2015.63021</p></sec><sec id="s8"><title>NOTES</title></sec></body><back><ref-list><title>References</title><ref id="scirp.58960-ref1"><label>1</label><mixed-citation publication-type="other" xlink:type="simple">Folland, G.B. and Sitaram, A. (1997) The Uncertainty Principle: A Mathematical Survey. The Journal of Fourier Analysis and Applications, 3, 207-238. http://dx.doi.org/10.1007/BF02649110</mixed-citation></ref><ref id="scirp.58960-ref2"><label>2</label><mixed-citation publication-type="other" xlink:type="simple">Selig, K.K. 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