<?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">APM</journal-id><journal-title-group><journal-title>Advances in Pure Mathematics</journal-title></journal-title-group><issn pub-type="epub">2160-0368</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/apm.2014.411069</article-id><article-id pub-id-type="publisher-id">APM-51915</article-id><article-categories><subj-group subj-group-type="heading"><subject>Articles</subject></subj-group><subj-group subj-group-type="Discipline-v2"><subject>Physics&amp;Mathematics</subject></subj-group></article-categories><title-group><article-title>
 
 
  Some Results on Wavelet Frame Packets
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>ana</surname><given-names>Khan</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Mohammad</surname><given-names>Kalimuddin Ahmad</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib></contrib-group><aff id="aff1"><addr-line>Department of Mathematics, Aligarh Muslim University, Aligarh, India</addr-line></aff><author-notes><corresp id="cor1">* E-mail:<email>sana17khan53@gmail.com(AK)</email>;<email>ahmad_kalimuddin@yahoo.co.in(MKA)</email>;</corresp></author-notes><pub-date pub-type="epub"><day>14</day><month>11</month><year>2014</year></pub-date><volume>04</volume><issue>11</issue><fpage>601</fpage><lpage>609</lpage><history><date date-type="received"><day>14</day>	<month>September</month>	<year>2014</year></date><date date-type="rev-recd"><day>18</day>	<month>October</month>	<year>2014</year>	</date><date date-type="accepted"><day>29</day>	<month>October</month>	<year>2014</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>
 
 
  The aim of this paper is to study wavelet frame packets in which there are many frames. It is a generalization of wavelet packets. We derive few results on wavelet frame packets and have obtained the corresponding frame bounds.
 
</p></abstract><kwd-group><kwd>Wavelet</kwd><kwd> Wavelet Packets</kwd><kwd> Frame Packets</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>Let us consider an orthonormal wavelet of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x5.png" xlink:type="simple"/></inline-formula>. The orthonormal wavelet bases <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x6.png" xlink:type="simple"/></inline-formula> have a frequency localization which is proportional to <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x7.png" xlink:type="simple"/></inline-formula> at the resolution level<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x8.png" xlink:type="simple"/></inline-formula>. If we consider a bandlimited wavelet <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x9.png" xlink:type="simple"/></inline-formula> (i.e. <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x10.png" xlink:type="simple"/></inline-formula>is compactly supported), the measure of supp <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x11.png" xlink:type="simple"/></inline-formula> is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x12.png" xlink:type="simple"/></inline-formula> times the measure of supp<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x13.png" xlink:type="simple"/></inline-formula>, since</p><disp-formula id="scirp.51915-formula1127"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x14.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x15.png" xlink:type="simple"/></inline-formula>. The wavelet bases have poor frequency localization when <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x16.png" xlink:type="simple"/></inline-formula> is large. For some applications, it is more convenient to have orthonormal bases with better frequency localization. This will be provided by the wavelet packets.</p><p>The wavelet packets introduced by Coifman, Meyer and Wickerhauser [<xref ref-type="bibr" rid="scirp.51915-ref1">1</xref>] [<xref ref-type="bibr" rid="scirp.51915-ref2">2</xref>] played an important role in the applications of wavelet analysis. But the theory itself is worthy for further study. Some developments in the wavelet packet theory should be mentioned, for instance Shen [<xref ref-type="bibr" rid="scirp.51915-ref3">3</xref>] generalized the notion of univariate orthogonal wavelet packets to the case of multivariate wavelet packets. Chui and Li [<xref ref-type="bibr" rid="scirp.51915-ref4">4</xref>] generalized the concept of orthogonal wavelet packets to the case of nonorthogonal wavelet packets. Yang [<xref ref-type="bibr" rid="scirp.51915-ref5">5</xref>] constructed a-scale orthogonal multiwavelet packets which were more flexible in applications. In [<xref ref-type="bibr" rid="scirp.51915-ref6">6</xref>] , Chen and Cheng studied compactly supported orthogonal vector-valued wavelets and wavelet packets. Other notable generalizations are biorthogonal wavelet packets [<xref ref-type="bibr" rid="scirp.51915-ref7">7</xref>] and non-orthogonal wavelet packets with r-scaling functions [<xref ref-type="bibr" rid="scirp.51915-ref8">8</xref>] . For a nice exposition of wavelet packets of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x17.png" xlink:type="simple"/></inline-formula>, see [<xref ref-type="bibr" rid="scirp.51915-ref9">9</xref>] .</p><p>The main tool used in the construction of wavelet packets is the splitting trick [<xref ref-type="bibr" rid="scirp.51915-ref10">10</xref>] . Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x18.png" xlink:type="simple"/></inline-formula> be an MRA of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x19.png" xlink:type="simple"/></inline-formula> with the corresponding scaling function <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x20.png" xlink:type="simple"/></inline-formula> and the wavelet<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x21.png" xlink:type="simple"/></inline-formula>. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x22.png" xlink:type="simple"/></inline-formula> be the corresponding wavelet subspaces<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x23.png" xlink:type="simple"/></inline-formula>. In the construction of a wavelet from an MRA, the space <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x24.png" xlink:type="simple"/></inline-formula> is split into two orthogonal components <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x25.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x26.png" xlink:type="simple"/></inline-formula>, where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x27.png" xlink:type="simple"/></inline-formula> is the closure of the linear span of the func-</p><p>tions <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x28.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x29.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x30.png" xlink:type="simple"/></inline-formula> are the closure of the span of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x31.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x32.png" xlink:type="simple"/></inline-formula> respectively. Since<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x33.png" xlink:type="simple"/></inline-formula>, we see that the above procedure splits the half integer translates of a function into the integer translates of two functions.</p><p>We can also choose to split <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x34.png" xlink:type="simple"/></inline-formula> which is the span of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x35.png" xlink:type="simple"/></inline-formula>. We</p><p>then have two functions whose <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x36.png" xlink:type="simple"/></inline-formula> translates will span the same space<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x37.png" xlink:type="simple"/></inline-formula>. Repeating the splitting procedure <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x38.png" xlink:type="simple"/></inline-formula> times, we get <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x39.png" xlink:type="simple"/></inline-formula> functions whose integer translates alone span the space<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x40.png" xlink:type="simple"/></inline-formula>. If we apply this to each<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x41.png" xlink:type="simple"/></inline-formula>, then the resulting basis of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x42.png" xlink:type="simple"/></inline-formula> will give us a better frequency localization. This basis is called “wavelet packet basis”.</p><p>There are many orthonormal bases in the wavelet packets. Efficient algorithms for finding the best possible basis do exist; however for certain wavelet applications in signal analysis, frames are more suitable than orthonormal bases, due to the redundancy in frames. Therefore, it is worthwhile to generalize the construction of wavelet packets to wavelet frame packets in which there are many frames. The wavelet frame packets on <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x43.png" xlink:type="simple"/></inline-formula> was studied in [<xref ref-type="bibr" rid="scirp.51915-ref11">11</xref>] , and the frame packets on <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x44.png" xlink:type="simple"/></inline-formula> were studied by Long and Chen in [<xref ref-type="bibr" rid="scirp.51915-ref12">12</xref>] [<xref ref-type="bibr" rid="scirp.51915-ref13">13</xref>] . Also, multiwavelet packets and frame packets of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x45.png" xlink:type="simple"/></inline-formula> were discussed in [<xref ref-type="bibr" rid="scirp.51915-ref14">14</xref>] .</p><p>Throughout the paper, the space of all square integrable functions on the real line will be denoted by <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x46.png" xlink:type="simple"/></inline-formula> and the inner product and Fourier transform of functions in <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x47.png" xlink:type="simple"/></inline-formula> is given by</p><disp-formula id="scirp.51915-formula1128"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x48.png"  xlink:type="simple"/></disp-formula><p>and</p><disp-formula id="scirp.51915-formula1129"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x49.png"  xlink:type="simple"/></disp-formula><p>respectively. Also the norm of any <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x50.png" xlink:type="simple"/></inline-formula> in <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x51.png" xlink:type="simple"/></inline-formula> will be denoted by <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x51.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x52.png" xlink:type="simple"/></inline-formula> and the relationship be-</p><p>tween functions and their Fourier transform is defined by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x53.png" xlink:type="simple"/></inline-formula>. For<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x53.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x54.png" xlink:type="simple"/></inline-formula>, the</p><p>Fourier transform <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x55.png" xlink:type="simple"/></inline-formula> of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x56.png" xlink:type="simple"/></inline-formula> is in <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x57.png" xlink:type="simple"/></inline-formula> and satisfies the Parseval identity<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x58.png" xlink:type="simple"/></inline-formula>. Also, let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x59.png" xlink:type="simple"/></inline-formula></p><p>be the collection of almost everywhere (a.e.) bounded functions, i.e., functions bounded everywhere except on sets of (Lebesgue) measure zero and equipped with the norm</p><disp-formula id="scirp.51915-formula1130"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x60.png"  xlink:type="simple"/></disp-formula></sec><sec id="s2"><title>2. Wavelet Packets and Wavelet Frame Packets</title><p>Definition 1. A multiresolution analysis (MRA) consists of a sequence of closed subspaces<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x61.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x62.png" xlink:type="simple"/></inline-formula>of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x63.png" xlink:type="simple"/></inline-formula> and a function<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x63.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x64.png" xlink:type="simple"/></inline-formula>, such that the following conditions hold:</p><p>1) <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x65.png" xlink:type="simple"/></inline-formula></p><p>2) <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x66.png" xlink:type="simple"/></inline-formula>and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x67.png" xlink:type="simple"/></inline-formula>.</p><p>3)<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x68.png" xlink:type="simple"/></inline-formula>.</p><p>4) <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x69.png" xlink:type="simple"/></inline-formula></p><p>5) <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x70.png" xlink:type="simple"/></inline-formula>is an orthonormal basis for<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x70.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x71.png" xlink:type="simple"/></inline-formula>.</p><p>The function <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x72.png" xlink:type="simple"/></inline-formula> is called the scaling function of the given MRA.</p><p>Suppose that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x73.png" xlink:type="simple"/></inline-formula> generates a multiresolution analysis and that there exists some function <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x74.png" xlink:type="simple"/></inline-formula> in <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x75.png" xlink:type="simple"/></inline-formula> such that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x76.png" xlink:type="simple"/></inline-formula> is the orthogonal complement of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x77.png" xlink:type="simple"/></inline-formula> in<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x78.png" xlink:type="simple"/></inline-formula>. Then <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x79.png" xlink:type="simple"/></inline-formula> is called a basic wavelet relative to<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x80.png" xlink:type="simple"/></inline-formula>.</p><p>If <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x81.png" xlink:type="simple"/></inline-formula> is a basic wavelet relative to<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x82.png" xlink:type="simple"/></inline-formula>, then it is clear that the wavelet spaces <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x83.png" xlink:type="simple"/></inline-formula> generated by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x84.png" xlink:type="simple"/></inline-formula>, satisfy the following properties:</p><p>6)<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x85.png" xlink:type="simple"/></inline-formula>.</p><p>7)<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x86.png" xlink:type="simple"/></inline-formula>.</p><p>8)<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x87.png" xlink:type="simple"/></inline-formula>.</p><p>Since both the scaling function <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x88.png" xlink:type="simple"/></inline-formula> and the wavelet <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x89.png" xlink:type="simple"/></inline-formula> are in <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x90.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x91.png" xlink:type="simple"/></inline-formula> is generated by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x92.png" xlink:type="simple"/></inline-formula>, there exists two sequences <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x93.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x94.png" xlink:type="simple"/></inline-formula> in <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x94.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x95.png" xlink:type="simple"/></inline-formula> such that</p><disp-formula id="scirp.51915-formula1131"><label>(1)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-5300778x96.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.51915-formula1132"><label>(2)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-5300778x97.png"  xlink:type="simple"/></disp-formula><p>for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x98.png" xlink:type="simple"/></inline-formula>. For the Haar basis, we have</p><disp-formula id="scirp.51915-formula1133"><label>(3)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-5300778x99.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.51915-formula1134"><label>(4)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-5300778x100.png"  xlink:type="simple"/></disp-formula><p>Therefore, for the Haar basis, the scaling function and the wavelet function satisfy the following recurrence equation</p><disp-formula id="scirp.51915-formula1135"><label>(5)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-5300778x101.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.51915-formula1136"><label>(6)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-5300778x102.png"  xlink:type="simple"/></disp-formula><p>Due to Coifman, Meyer and Wickerhauser [<xref ref-type="bibr" rid="scirp.51915-ref1">1</xref>] [<xref ref-type="bibr" rid="scirp.51915-ref2">2</xref>] , we have the following sequences of functions</p><disp-formula id="scirp.51915-formula1137"><label>(7)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-5300778x103.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.51915-formula1138"><label>(8)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-5300778x104.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x105.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x105.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x106.png" xlink:type="simple"/></inline-formula> is the filter which satisfies the following properties</p><disp-formula id="scirp.51915-formula1139"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x107.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x108.png" xlink:type="simple"/></inline-formula> is the Kronecker delta defined by</p><disp-formula id="scirp.51915-formula1140"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x109.png"  xlink:type="simple"/></disp-formula><p>and</p><disp-formula id="scirp.51915-formula1141"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x110.png"  xlink:type="simple"/></disp-formula><p>For <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x111.png" xlink:type="simple"/></inline-formula> in (7) and (8), we get</p><disp-formula id="scirp.51915-formula1142"><label>(9)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-5300778x112.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.51915-formula1143"><label>(10)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-5300778x113.png"  xlink:type="simple"/></disp-formula><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x114.png" xlink:type="simple"/></inline-formula>corresponds to our scaling function <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x114.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x115.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x114.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x115.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x116.png" xlink:type="simple"/></inline-formula> corresponds to the wavelet<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x114.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x115.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x116.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x117.png" xlink:type="simple"/></inline-formula>. If we increase<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x114.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x115.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x116.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x117.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x118.png" xlink:type="simple"/></inline-formula>, we get the following structures</p><disp-formula id="scirp.51915-formula1144"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x119.png"  xlink:type="simple"/></disp-formula><p>and so on. The functions<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x120.png" xlink:type="simple"/></inline-formula>, m = 2n or 2n + 1, n = 0, 1, 2, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x120.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x121.png" xlink:type="simple"/></inline-formula>are called “wavelet packets” relative to the scaling function<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x120.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x121.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x122.png" xlink:type="simple"/></inline-formula>. Thus, the family <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x120.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x121.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x122.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x123.png" xlink:type="simple"/></inline-formula> is a generalization of the wavelet <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x120.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x121.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x122.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x123.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x124.png" xlink:type="simple"/></inline-formula></p><p>Definition 2. The family<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x125.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x125.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x126.png" xlink:type="simple"/></inline-formula>is called a wavelet basis packet, where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x125.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x126.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x127.png" xlink:type="simple"/></inline-formula> is the oscillation parameter, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x125.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x126.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x127.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x128.png" xlink:type="simple"/></inline-formula>the scaling parameter and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x125.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x126.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x127.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x128.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x129.png" xlink:type="simple"/></inline-formula> the translation parameter.</p><p>We can also write<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x130.png" xlink:type="simple"/></inline-formula>. The family <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x130.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x131.png" xlink:type="simple"/></inline-formula> constitutes wavelet frame packets if there are constants <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x130.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x131.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x132.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x130.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x131.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x133.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x130.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x131.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x134.png" xlink:type="simple"/></inline-formula>such that</p><disp-formula id="scirp.51915-formula1145"><label>(11)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-5300778x135.png"  xlink:type="simple"/></disp-formula></sec><sec id="s3"><title>3. Main Results</title><p>Define<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x136.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x137.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x138.png" xlink:type="simple"/></inline-formula>and</p><disp-formula id="scirp.51915-formula1146"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x139.png"  xlink:type="simple"/></disp-formula><p>Consider</p><disp-formula id="scirp.51915-formula1147"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x140.png"  xlink:type="simple"/></disp-formula><p>and</p><disp-formula id="scirp.51915-formula1148"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x141.png"  xlink:type="simple"/></disp-formula><p>Theorem 1. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x142.png" xlink:type="simple"/></inline-formula> be the basic wavelet packets such that</p><disp-formula id="scirp.51915-formula1149"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x143.png"  xlink:type="simple"/></disp-formula><p>and</p><disp-formula id="scirp.51915-formula1150"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x144.png"  xlink:type="simple"/></disp-formula><p>Then <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x145.png" xlink:type="simple"/></inline-formula> constitutes wavelet frame packets with frame bounds <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x145.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x146.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x145.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x146.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x147.png" xlink:type="simple"/></inline-formula>.</p><p>Proof. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x148.png" xlink:type="simple"/></inline-formula> be the class of all those functions <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x148.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x149.png" xlink:type="simple"/></inline-formula> such that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x148.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x149.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x150.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x148.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x149.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x150.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x151.png" xlink:type="simple"/></inline-formula> is compactly supported in<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x148.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x149.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x150.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x151.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x152.png" xlink:type="simple"/></inline-formula>. By using the Parseval identity, we have</p><disp-formula id="scirp.51915-formula1151"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x153.png"  xlink:type="simple"/></disp-formula><p>Since, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x154.png" xlink:type="simple"/></inline-formula>, we have</p><disp-formula id="scirp.51915-formula1152"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x155.png"  xlink:type="simple"/></disp-formula><p>Hence,</p><disp-formula id="scirp.51915-formula1153"><label>(12)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-5300778x156.png"  xlink:type="simple"/></disp-formula><p>Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x157.png" xlink:type="simple"/></inline-formula> for<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x158.png" xlink:type="simple"/></inline-formula>. Each <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x158.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x159.png" xlink:type="simple"/></inline-formula> is compactly supported in <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x158.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x159.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x160.png" xlink:type="simple"/></inline-formula> and belongs to<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x158.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x159.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x160.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x161.png" xlink:type="simple"/></inline-formula>. If <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x158.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x159.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x160.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x161.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x162.png" xlink:type="simple"/></inline-formula> is such a function,</p><disp-formula id="scirp.51915-formula1154"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x163.png"  xlink:type="simple"/></disp-formula><p>which is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x164.png" xlink:type="simple"/></inline-formula>-periodic and whose Fourier coefficients are<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x164.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x165.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x164.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x165.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x166.png" xlink:type="simple"/></inline-formula>, then by Poisson sum formula we have,</p><disp-formula id="scirp.51915-formula1155"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x167.png"  xlink:type="simple"/></disp-formula><p>Hence,</p><disp-formula id="scirp.51915-formula1156"><label>(13)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-5300778x168.png"  xlink:type="simple"/></disp-formula><p>But the left side of (13) equals</p><disp-formula id="scirp.51915-formula1157"><label>(14)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-5300778x169.png"  xlink:type="simple"/></disp-formula><p>It follows that</p><disp-formula id="scirp.51915-formula1158"><label>(15)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-5300778x170.png"  xlink:type="simple"/></disp-formula><p>Applying (15) when <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x171.png" xlink:type="simple"/></inline-formula> in (12) we obtain</p><disp-formula id="scirp.51915-formula1159"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x172.png"  xlink:type="simple"/></disp-formula><p>where,</p><disp-formula id="scirp.51915-formula1160"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x173.png"  xlink:type="simple"/></disp-formula><p>In the expression for<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x174.png" xlink:type="simple"/></inline-formula>, the parameter <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x174.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x175.png" xlink:type="simple"/></inline-formula> is a non-zero integer. For each such <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x174.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x175.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x176.png" xlink:type="simple"/></inline-formula> there is a unique non- negative integer <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x174.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x175.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x176.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x177.png" xlink:type="simple"/></inline-formula> and a unique odd integer <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x174.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x175.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x176.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x177.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x178.png" xlink:type="simple"/></inline-formula> such that<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x174.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x175.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x176.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x177.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x178.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x179.png" xlink:type="simple"/></inline-formula>. Therefore, we have</p><disp-formula id="scirp.51915-formula1161"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x180.png"  xlink:type="simple"/></disp-formula><p>Thus,</p><disp-formula id="scirp.51915-formula1162"><label>(16)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-5300778x181.png"  xlink:type="simple"/></disp-formula><p>for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x182.png" xlink:type="simple"/></inline-formula>. By using Schwarz’s inequality we have</p><disp-formula id="scirp.51915-formula1163"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x183.png"  xlink:type="simple"/></disp-formula><p>By changing variables in the second integral and using the fact that<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x184.png" xlink:type="simple"/></inline-formula>, and applying Schwarz’s inequality for series we have</p><disp-formula id="scirp.51915-formula1164"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x185.png"  xlink:type="simple"/></disp-formula><p>Hence,</p><disp-formula id="scirp.51915-formula1165"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x186.png"  xlink:type="simple"/></disp-formula><p>These inequalities together with (16) give us</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x187.png" xlink:type="simple"/></inline-formula>.</p><p>Since <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x188.png" xlink:type="simple"/></inline-formula> is dense in<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x188.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x189.png" xlink:type="simple"/></inline-formula>, the above inequality holds for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x188.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x189.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x190.png" xlink:type="simple"/></inline-formula>.</p><p>Theorem 2. The system<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x191.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x191.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x192.png" xlink:type="simple"/></inline-formula>is orthonormal if and only if</p><disp-formula id="scirp.51915-formula1166"><label>(17)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-5300778x193.png"  xlink:type="simple"/></disp-formula><p>and</p><disp-formula id="scirp.51915-formula1167"><label>(18)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-5300778x194.png"  xlink:type="simple"/></disp-formula><p>Proof. By using the Plancherel theorem we have</p><disp-formula id="scirp.51915-formula1168"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x195.png"  xlink:type="simple"/></disp-formula><p>Thus, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x196.png" xlink:type="simple"/></inline-formula>is orthonormal if and only if <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x196.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x197.png" xlink:type="simple"/></inline-formula> a.e. The converse is immediate. Performing a change of variables, we see that<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x196.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x197.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x198.png" xlink:type="simple"/></inline-formula>; this tells us that the system <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x196.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x197.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x198.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x199.png" xlink:type="simple"/></inline-formula> is orthonormal for each fixed <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x196.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x197.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x198.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x199.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x200.png" xlink:type="simple"/></inline-formula> when (17) is satisfied. The proof of condition (18) is similar. <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x196.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x197.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x198.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x199.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x200.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x201.png" xlink:type="simple"/></inline-formula></p><p>Lemma 1. If <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x202.png" xlink:type="simple"/></inline-formula> is an orthonormal system, then</p><disp-formula id="scirp.51915-formula1169"><label>(19)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-5300778x203.png"  xlink:type="simple"/></disp-formula><p>for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x204.png" xlink:type="simple"/></inline-formula>.</p><p>Proof. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x205.png" xlink:type="simple"/></inline-formula> be the R.H.S of (19). We have to show that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x205.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x206.png" xlink:type="simple"/></inline-formula> for a.e.<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x205.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x206.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x207.png" xlink:type="simple"/></inline-formula>. We first show that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x205.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x206.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x207.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x208.png" xlink:type="simple"/></inline-formula> and then that<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x205.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x206.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x207.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x208.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x209.png" xlink:type="simple"/></inline-formula>; this will clearly give us (19). Using (18), with <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x205.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x206.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x207.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x208.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x209.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x210.png" xlink:type="simple"/></inline-formula> replaced by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x205.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x206.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x207.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x208.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x209.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x210.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x211.png" xlink:type="simple"/></inline-formula>, we have</p><disp-formula id="scirp.51915-formula1170"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x212.png"  xlink:type="simple"/></disp-formula><p>Replacing <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x213.png" xlink:type="simple"/></inline-formula> by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x213.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x214.png" xlink:type="simple"/></inline-formula>, we have</p><disp-formula id="scirp.51915-formula1171"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x215.png"  xlink:type="simple"/></disp-formula><p>This shows that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x216.png" xlink:type="simple"/></inline-formula> Now, we calculate <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x216.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x217.png" xlink:type="simple"/></inline-formula> and show that<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x216.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x217.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x218.png" xlink:type="simple"/></inline-formula>. Changing variables in the sum over<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x216.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x217.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x218.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x219.png" xlink:type="simple"/></inline-formula>, we have</p><disp-formula id="scirp.51915-formula1172"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x220.png"  xlink:type="simple"/></disp-formula><p>By using (17) and (18), we have</p><disp-formula id="scirp.51915-formula1173"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x221.png"  xlink:type="simple"/></disp-formula><p>Theorem 3. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x222.png" xlink:type="simple"/></inline-formula> be a sequence of wavelet frame packets with bounds <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x222.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x223.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x222.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x223.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x224.png" xlink:type="simple"/></inline-formula>. Define <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x222.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x223.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x224.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x225.png" xlink:type="simple"/></inline-formula> by</p><disp-formula id="scirp.51915-formula1174"><label>(20)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-5300778x226.png"  xlink:type="simple"/></disp-formula><p>If the numbers <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x227.png" xlink:type="simple"/></inline-formula> satisfy the two conditions</p><disp-formula id="scirp.51915-formula1175"><label>(21)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-5300778x228.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.51915-formula1176"><label>(22)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-5300778x229.png"  xlink:type="simple"/></disp-formula><p>then <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x230.png" xlink:type="simple"/></inline-formula> defined by (20) is a wavelet frame packet with bounds <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x230.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x231.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x230.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x231.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x232.png" xlink:type="simple"/></inline-formula>.</p><p>Proof. Let<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/5-5300778x233.png" xlink:type="simple"/></inline-formula>. Then</p><disp-formula id="scirp.51915-formula1177"><label>(23)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/5-5300778x234.png"  xlink:type="simple"/></disp-formula><p>By Cauchy-Schwarz inequality, we get</p><disp-formula id="scirp.51915-formula1178"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x235.png"  xlink:type="simple"/></disp-formula><p>On solving the second term in the last product, we have</p><disp-formula id="scirp.51915-formula1179"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x236.png"  xlink:type="simple"/></disp-formula><p>Thus,</p><disp-formula id="scirp.51915-formula1180"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x237.png"  xlink:type="simple"/></disp-formula><p>By (23), we have</p><disp-formula id="scirp.51915-formula1181"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x238.png"  xlink:type="simple"/></disp-formula><p>Thus,</p><disp-formula id="scirp.51915-formula1182"><graphic  xlink:href="http://html.scirp.org/file/5-5300778x239.png"  xlink:type="simple"/></disp-formula><p>Similarly, one can prove the upper frame condition.</p></sec></body><back><ref-list><title>References</title><ref id="scirp.51915-ref1"><label>1</label><mixed-citation publication-type="book" xlink:type="simple">Coifman, R.R., Meyer, Y. and Wickerhauser, M.V. 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