<?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">IJMNTA</journal-id><journal-title-group><journal-title>International Journal of Modern Nonlinear Theory and Application</journal-title></journal-title-group><issn pub-type="epub">2167-9479</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/ijmnta.2015.41001</article-id><article-id pub-id-type="publisher-id">IJMNTA-54142</article-id><article-categories><subj-group subj-group-type="heading"><subject>Articles</subject></subj-group><subj-group subj-group-type="Discipline-v2"><subject>Engineering</subject><subject> Physics&amp;Mathematics</subject></subj-group></article-categories><title-group><article-title>
 
 
  Impulsive Synchronization of Hyperchaotic L&#252; Systems with Two Methods
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>ingjun</surname><given-names>Wang</given-names></name><xref ref-type="aff" rid="aff1"><sub>1</sub></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib></contrib-group><aff id="aff1"><label>1</label><addr-line>School of Information Engineering, Dalian University, Dalian, China</addr-line></aff><author-notes><corresp id="cor1">* E-mail:<email>wmjhome@163.com</email></corresp></author-notes><pub-date pub-type="epub"><day>16</day><month>02</month><year>2015</year></pub-date><volume>04</volume><issue>01</issue><fpage>1</fpage><lpage>9</lpage><history><date date-type="received"><day>15</day>	<month>January</month>	<year>2015</year></date><date date-type="rev-recd"><day>accepted</day>	<month>11</month>	<year>February</year>	</date><date date-type="accepted"><day>16</day>	<month>February</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>
 
 
   In the paper, impulsive synchronization of two hyperchaotic L&#252; systems with different initial conditions is studied. The sufficient conditions on feedback strength and impulsive distances are established from two different angles to guarantee the synchronization. The relevant theoretical proofs are presented. Numerical simulations show the effectiveness of the methods. 
 
</p></abstract><kwd-group><kwd>Impulsive Synchronization</kwd><kwd> Impulsive Distance</kwd><kwd> Hyperchaotic L&#252; System</kwd><kwd> Largest Lyapunov Exponent</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>In 1990, Pecora and Corroll proposed the conception of chaotic synchronization and they presented a chaos synchronization method through investigating synchronization of Newcomb circuit [<xref ref-type="bibr" rid="scirp.54142-ref1">1</xref>] [<xref ref-type="bibr" rid="scirp.54142-ref2">2</xref>] . Since chaos control and synchronization have great potential applications in many areas such as information science, medicine, biology and Engineering, they have received a great deal of attention. Numerous researches have been done theoretically and experimentally [<xref ref-type="bibr" rid="scirp.54142-ref3">3</xref>] - [<xref ref-type="bibr" rid="scirp.54142-ref6">6</xref>] . Many approaches have been proposed for chaos synchronization, including feedback method, adaptive synchronization, impulsive synchronization and fuzzy synchronization method [<xref ref-type="bibr" rid="scirp.54142-ref7">7</xref>] - [<xref ref-type="bibr" rid="scirp.54142-ref12">12</xref>] . Because of transmitting signals in discrete times, impulsive synchronization demands less energy. Besides, it has faster synchronous speed than other methods. It is more practical in practical applications. Recently, many efforts have been devoted to impulsive synchronization. Ren et al. proposed impulsive synchronization of cou- pled chaotic systems via adaptive-feedback approach [<xref ref-type="bibr" rid="scirp.54142-ref13">13</xref>] . Chen et al. proposed a synchronization method of a class of chaotic systems using small impulsive signal [<xref ref-type="bibr" rid="scirp.54142-ref14">14</xref>] . Xi et al. presented adaptive impulsive synchronization for a class of fractional-order chaotic and hyperchaotic systems [<xref ref-type="bibr" rid="scirp.54142-ref15">15</xref>] . Xu et al. studied a new chaotic system without linear term and its impulsive synchronization [<xref ref-type="bibr" rid="scirp.54142-ref16">16</xref>] . In the paper, impulsive synchronization of hyperchaotic L&#252; system is studied. Based on the boundedness and the largest Lyapunov exponent, two different sufficient conditions are established to guarantee the synchronization. These two methods are analyzed and compared. Numerical simulations show the effectiveness of these methods.</p></sec><sec id="s2"><title>2. Impulsive Synchronization Theory</title><p>Suppose a <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x5.png" xlink:type="simple"/></inline-formula>-dimensional chaotic system as</p><disp-formula id="scirp.54142-formula17"><label>(1)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x6.png"  xlink:type="simple"/></disp-formula><p>choose system (1) as drive system, response system is as follows</p><disp-formula id="scirp.54142-formula18"><label>(2)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x7.png"  xlink:type="simple"/></disp-formula><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x8.png" xlink:type="simple"/></inline-formula>is a matrix which stands for a linear combination of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x9.png" xlink:type="simple"/></inline-formula>, let<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x10.png" xlink:type="simple"/></inline-formula>; The error vector is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x11.png" xlink:type="simple"/></inline-formula>; <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x12.png" xlink:type="simple"/></inline-formula>is the discrete time at which the impulse is transmitted. According to system (1) and system (2), we can get the error system</p><disp-formula id="scirp.54142-formula19"><label>(3)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x13.png"  xlink:type="simple"/></disp-formula><p>Suppose the impulsive distance <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x14.png" xlink:type="simple"/></inline-formula> is invariable, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x15.png" xlink:type="simple"/></inline-formula>, if we can obtain <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x16.png" xlink:type="simple"/></inline-formula> under some-</p><p>conditions, system (1) and system (2) can be synchronized by impulses. Next we will take hyperchaotic L&#252; system as example for detailed description.</p></sec><sec id="s3"><title>3. Implement of Impulsive Synchronization</title><sec id="s3_1"><title>3.1. Description of Hyperchaotic L&#252; System</title><p>Hyperchaotic L&#252; system [<xref ref-type="bibr" rid="scirp.54142-ref17">17</xref>] is described as</p><disp-formula id="scirp.54142-formula20"><label>(4)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x17.png"  xlink:type="simple"/></disp-formula><p>in this paper choose<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x18.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x19.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x20.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x20.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x21.png" xlink:type="simple"/></inline-formula> so that system (4) exhibits a hyperchaotic behavior [<xref ref-type="bibr" rid="scirp.54142-ref17">17</xref>] , <xref ref-type="fig" rid="fig1">Figure 1</xref> shows the projections of hyperchaotic L&#252; system’s attractor.</p><fig-group id="fig1"><label><xref ref-type="fig" rid="fig1">Figure 1</xref></label><caption><title> The projections of hyperchaotic L&#252; system’s attractor.</title></caption><fig id ="fig1_1"><label> (b)</label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-2340155x22.png"/></fig><fig id ="fig1_2"><label> (c)</label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-2340155x23.png"/></fig><fig id ="fig1_3"><label></label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-2340155x24.png"/></fig></fig-group><p>Choose hyperchaotic L&#252; system</p><disp-formula id="scirp.54142-formula21"><label>(5)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x25.png"  xlink:type="simple"/></disp-formula><p>as drive system. System (5) can be described as</p><disp-formula id="scirp.54142-formula22"><label>(6)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x26.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x27.png" xlink:type="simple"/></inline-formula></p><p>The response system is described as</p><disp-formula id="scirp.54142-formula23"><label>(7)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x28.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x29.png" xlink:type="simple"/></inline-formula>.</p><p>The error system is</p><disp-formula id="scirp.54142-formula24"><label>(8)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x30.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x31.png" xlink:type="simple"/></inline-formula>.</p><p>Next the sufficient conditions on feedback strength and impulsive distances will be established from two different angles to guarantee the synchronization.</p></sec><sec id="s3_2"><title>3.2. Based on the Boundedness of Chaotic System</title><p>Theorem 1 Suppose<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x32.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x33.png" xlink:type="simple"/></inline-formula>is the largest eigenvalue of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x34.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x35.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x36.png" xlink:type="simple"/></inline-formula>is the largest eigenvalue of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x37.png" xlink:type="simple"/></inline-formula>, the constant<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x38.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x39.png" xlink:type="simple"/></inline-formula>is impulsive distance, if choose suitable <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x40.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x41.png" xlink:type="simple"/></inline-formula> such that</p><disp-formula id="scirp.54142-formula25"><label>, (9)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x42.png"  xlink:type="simple"/></disp-formula><p>then system (6) and system (7) can be synchronized.</p><p>Proof: Choose Lyapunov function as</p><disp-formula id="scirp.54142-formula26"><label>. (10)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x43.png"  xlink:type="simple"/></disp-formula><p>Calculate the derivative of Equation (10), yield</p><disp-formula id="scirp.54142-formula27"><label>(11)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x44.png"  xlink:type="simple"/></disp-formula><p>When<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x45.png" xlink:type="simple"/></inline-formula>, we have</p><disp-formula id="scirp.54142-formula28"><label>. (12)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x47.png"  xlink:type="simple"/></disp-formula><p>When<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x48.png" xlink:type="simple"/></inline-formula>, system (8) is a discrete system, according to Equation (8), we get</p><disp-formula id="scirp.54142-formula29"><label>(13)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x49.png"  xlink:type="simple"/></disp-formula><p>Let<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x50.png" xlink:type="simple"/></inline-formula>, according to Equation (12), when<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x51.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.54142-formula30"><label>(14)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x52.png"  xlink:type="simple"/></disp-formula><p>When<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x53.png" xlink:type="simple"/></inline-formula>, we obtain</p><disp-formula id="scirp.54142-formula31"><label>(15)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x54.png"  xlink:type="simple"/></disp-formula><p>From Equation (13) and Equation (15),</p><disp-formula id="scirp.54142-formula32"><label>(16)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x55.png"  xlink:type="simple"/></disp-formula><p>According to Equation (12), when<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x56.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.54142-formula33"><label>(17)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x57.png"  xlink:type="simple"/></disp-formula><p>In the same way, when<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x58.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.54142-formula34"><label>(18)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x60.png"  xlink:type="simple"/></disp-formula><p>From Equation (9), yield</p><disp-formula id="scirp.54142-formula35"><label>(19)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x61.png"  xlink:type="simple"/></disp-formula><p>hence</p><disp-formula id="scirp.54142-formula36"><label>(20)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x62.png"  xlink:type="simple"/></disp-formula><p>Substitute Equation (20) into Equation (18), we can obtain when<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x64.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x64.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x63.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.54142-formula37"><label>(21)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x65.png"  xlink:type="simple"/></disp-formula><p>Since<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x66.png" xlink:type="simple"/></inline-formula>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x67.png" xlink:type="simple"/></inline-formula>．From the assumption given in Theorem 1, we have<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x67.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x68.png" xlink:type="simple"/></inline-formula>, Thus obtain<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x67.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x68.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x69.png" xlink:type="simple"/></inline-formula>, i.e. system (6) and system (7) will be synchronized when Equation (9) is satisfied.</p><p>From <xref ref-type="fig" rid="fig1">Figure 1</xref>, we can choose<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x70.png" xlink:type="simple"/></inline-formula>. We calculate the eigenvalues of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x70.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x71.png" xlink:type="simple"/></inline-formula>, obtain<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x70.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x71.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x72.png" xlink:type="simple"/></inline-formula>.</p><p>Suppose Equation (9) can be satisfied, then<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x73.png" xlink:type="simple"/></inline-formula>, i.e.,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x74.png" xlink:type="simple"/></inline-formula>. It is obvious that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x75.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x76.png" xlink:type="simple"/></inline-formula> is near zero. Choose <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x77.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x78.png" xlink:type="simple"/></inline-formula>, we obtain <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x79.png" xlink:type="simple"/></inline-formula> by solving Equation (9). That is to say, when<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x80.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x81.png" xlink:type="simple"/></inline-formula>(sec.), System (6) and system (7) can be synchronized.</p><p>In this numerical simulation, let<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x82.png" xlink:type="simple"/></inline-formula>, impulsive distance<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x83.png" xlink:type="simple"/></inline-formula>. A time step of size 0.0001(sec.) is employed and fourth-order Runge-Kutta method is used to solve Equation (6) and</p><p>Equation (7). The initial states of the drive system (6) and the response system (7) are taken as <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x84.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x85.png" xlink:type="simple"/></inline-formula>. The error system (8) has the initial state<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x86.png" xlink:type="simple"/></inline-formula>. <xref ref-type="fig" rid="fig2">Figure 2</xref> shows the history of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x87.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x88.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x89.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x90.png" xlink:type="simple"/></inline-formula>in the error system (8). From <xref ref-type="fig" rid="fig2">Figure 2</xref>, we can see that<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x91.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x92.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x93.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x94.png" xlink:type="simple"/></inline-formula>are steady near zero at last, i.e., system (6) and system (7) can be synchronized when <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x94.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x95.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x94.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x95.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x96.png" xlink:type="simple"/></inline-formula>.</p></sec><sec id="s3_3"><title>3.3. Based on the Largest Lyapunov Exponent of Chaotic System</title><p>Theorem 1 provides sufficient condition for the synchronization of system (6) and system (7), but Equation (9) is not necessary condition. Through simulations we find that the above condition is too rigorous. In fact the qualified impulsive distance can be much larger than <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x97.png" xlink:type="simple"/></inline-formula> solved from Equation (9). Next we will present a new condition based on the largest Lyapunov exponent, which is much looser than Equation (9).</p><fig-group id="fig2"><label><xref ref-type="fig" rid="fig2">Figure 2</xref></label><caption><title> (Based on boundedness) Synchronization error system (8) states:<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x102.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x102.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x103.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x102.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x103.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x104.png" xlink:type="simple"/></inline-formula>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x102.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x103.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x104.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x105.png" xlink:type="simple"/></inline-formula>.</title></caption><fig id ="fig2_1"><label> (b)</label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-2340155x98.png"/></fig><fig id ="fig2_2"><label>(c)</label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-2340155x99.png"/></fig><fig id ="fig2_3"><label> (d)</label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-2340155x100.png"/></fig><fig id ="fig2_4"><label></label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-2340155x101.png"/></fig></fig-group><p>Suppose the initial distance between system (6) and system (7) is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x106.png" xlink:type="simple"/></inline-formula>, the largest Lyapunov exponent of</p><p>system(6) is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x107.png" xlink:type="simple"/></inline-formula>. Without control, the largest distance between system (6) and system (7) will not go beyond</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x108.png" xlink:type="simple"/></inline-formula>after a short time <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x108.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x109.png" xlink:type="simple"/></inline-formula> (considering the average case). Generally speaking, the longest predicted</p><p>time of the chaotic system is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x110.png" xlink:type="simple"/></inline-formula> [<xref ref-type="bibr" rid="scirp.54142-ref18">18</xref>] . Based on the above theory, we can obtain the following conclusions.</p><p>Theorem 2 Suppose <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x111.png" xlink:type="simple"/></inline-formula> is the largest eigenvalue of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x111.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x112.png" xlink:type="simple"/></inline-formula> <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x111.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x112.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x113.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x111.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x112.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x113.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x114.png" xlink:type="simple"/></inline-formula>is the largest Lyapunov exponent of system (6), the constant<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x111.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x112.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x113.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x114.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x115.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x111.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x112.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x113.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x114.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x115.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x116.png" xlink:type="simple"/></inline-formula>is impulsive distance. Let<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x111.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x112.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x113.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x114.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x115.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x116.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x117.png" xlink:type="simple"/></inline-formula>, if choose suitable <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x111.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x112.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x113.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x114.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x115.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x116.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x117.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x118.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x111.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x112.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x113.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x114.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x115.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x116.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x117.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x118.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x119.png" xlink:type="simple"/></inline-formula> such that</p><disp-formula id="scirp.54142-formula38"><label>, (22)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x120.png"  xlink:type="simple"/></disp-formula><p>System (6) and system (7) can be synchronized</p><p>Proof: Suppose</p><disp-formula id="scirp.54142-formula39"><label>, (23)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x121.png"  xlink:type="simple"/></disp-formula><p>then</p><disp-formula id="scirp.54142-formula40"><label>, (24)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x122.png"  xlink:type="simple"/></disp-formula><p>hence</p><disp-formula id="scirp.54142-formula41"><label>, (25)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x123.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.54142-formula42"><label>. (26)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x124.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.54142-formula43"><label>, (27)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x125.png"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.54142-formula44"><label>. (28)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x126.png"  xlink:type="simple"/></disp-formula><p>In the same way, we have</p><disp-formula id="scirp.54142-formula45"><label>, (29)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x127.png"  xlink:type="simple"/></disp-formula><p>According to the condition of Theorem 2:<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x128.png" xlink:type="simple"/></inline-formula>, we have</p><disp-formula id="scirp.54142-formula46"><label>, (30)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-2340155x129.png"  xlink:type="simple"/></disp-formula><p>According to Equation (29) and Equation (30), we obtain<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x130.png" xlink:type="simple"/></inline-formula>, then<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x130.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x131.png" xlink:type="simple"/></inline-formula>, i.e. system (6) and system (7) can be synchronized if the condition of Theorem 2 is satisfied.</p><p>Here, we still choose<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x132.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x133.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x134.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x134.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x135.png" xlink:type="simple"/></inline-formula>so that system (5) exhibits hyperchaotic behavior [<xref ref-type="bibr" rid="scirp.54142-ref17">17</xref>] . For this system, the largest Lyapunov exponent<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x134.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x136.png" xlink:type="simple"/></inline-formula>. Suppose system (5) is described as system (6), choose system (6) as drive system, system (7) is the relevant response system, system (8) is the error system, we</p><p>have<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x137.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x138.png" xlink:type="simple"/></inline-formula>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x138.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x139.png" xlink:type="simple"/></inline-formula>. Choose<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x138.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x139.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x140.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x138.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x139.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x140.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x141.png" xlink:type="simple"/></inline-formula>, substitute them into Equation (22), we obtain<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x138.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x139.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x140.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x142.png" xlink:type="simple"/></inline-formula>. Considering</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x143.png" xlink:type="simple"/></inline-formula>, we have the following results: when<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x143.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x144.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x143.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x144.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x145.png" xlink:type="simple"/></inline-formula>, system (6) and system (7) can achieve impulsive synchronization.</p><p>In this numerical simulation, let<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x146.png" xlink:type="simple"/></inline-formula>, impulsive distance<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x146.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x147.png" xlink:type="simple"/></inline-formula>. A time step of size 0.0001(sec.) is employed and fourth-order Runge-Kutta method is used to solve Equation (6) and</p><p>Equation (7). The initial states of the drive system (6) and the response system (7) are taken as <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x148.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x148.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x149.png" xlink:type="simple"/></inline-formula>. The error system (8) has the initial state<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x148.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x149.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x150.png" xlink:type="simple"/></inline-formula>. <xref ref-type="fig" rid="fig3">Figure 3</xref></p><p>shows the history of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x151.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x151.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x152.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x151.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x152.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x153.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x151.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x152.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x153.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x154.png" xlink:type="simple"/></inline-formula>in the error system (8). From <xref ref-type="fig" rid="fig3">Figure 3</xref>, we can see that</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x155.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x155.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x156.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x155.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x156.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x157.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x155.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x156.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x158.png" xlink:type="simple"/></inline-formula>are steady near zero at last, i.e., system (6) and system (7) can be synchronized when <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x155.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x156.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x158.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x159.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x155.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x156.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x158.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x159.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x160.png" xlink:type="simple"/></inline-formula>.</p><fig-group id="fig3"><label><xref ref-type="fig" rid="fig3">Figure 3</xref></label><caption><title> (Based on the largest Lyapunov exponent) Synchronization error system (8) states:<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x165.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x165.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x166.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x165.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x166.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x167.png" xlink:type="simple"/></inline-formula>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x165.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x166.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x167.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x168.png" xlink:type="simple"/></inline-formula>.</title></caption><fig id ="fig3_1"><label> (b)</label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-2340155x161.png"/></fig><fig id ="fig3_2"><label>(c)</label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-2340155x162.png"/></fig><fig id ="fig3_3"><label> (d)</label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-2340155x163.png"/></fig><fig id ="fig3_4"><label></label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-2340155x164.png"/></fig></fig-group></sec><sec id="s3_4"><title>3.4. Comparison of Two Methods</title><p>If system (6) and system (7) achieve synchronization, system (8) will be steady at zero. Suppose<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x169.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x169.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x170.png" xlink:type="simple"/></inline-formula>stands for impulsive distance, <xref ref-type="fig" rid="fig4">Figure 4</xref> shows the boundaries of the stable region for Theorem 1, <xref ref-type="fig" rid="fig5">Figure 5</xref> shows the boundaries of the stable region for Theorem 2. (Taking <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x169.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x170.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x171.png" xlink:type="simple"/></inline-formula> as examples, the region below the boundary is stable, not considering <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x169.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x170.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x171.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-2340155x172.png" xlink:type="simple"/></inline-formula> in <xref ref-type="fig" rid="fig5">Figure 5</xref>).</p><p>From <xref ref-type="fig" rid="fig4">Figure 4</xref> and <xref ref-type="fig" rid="fig5">Figure 5</xref>, we can see that the requirement of impulsive distance in Theorem 1 is more rigorous than Theorem 2. Comparing the methods of Theorem 1 and Theorem 2, the former is based on the boundedness of chaotic system, it considers the extreme case all the time, while the latter is based on the largest Lyapunov exponent of chaotic system, it represents the average case. Therefore, the sufficient condition in Theorem 1 is a very small part of the condition in Theorem 2. Of course, in view of the requirements of synchronous time and quality, it is not suitable to choose very large impulsive distance in practical applications.</p></sec></sec><sec id="s4"><title>4. Conclusion</title><p>In the paper, impulsive synchronization of hyperchaotic L&#252; systems is studied. We use two methods to achieve</p><fig id="fig4"  position="float"><label><xref ref-type="fig" rid="fig4">Figure 4</xref></label><caption><title> The boundaries of the stable region for Theorem 1</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-2340155x173.png"/></fig><fig id="fig5"  position="float"><label><xref ref-type="fig" rid="fig5">Figure 5</xref></label><caption><title> The boundaries of the stable region for Theorem 2</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-2340155x174.png"/></fig><p>the sufficient conditions for synchronization and relevant analysis and comparison are presented. Mohammad et al. adopted the first method to study impulsive synchronization of hyperchaotic Chen systems [<xref ref-type="bibr" rid="scirp.54142-ref19">19</xref>] . The second method has not been reported before. Obviously it is more compatible than the first one. Numerical simulations show the effectiveness of the methods.</p></sec><sec id="s5"><title>Acknowledgements</title><p>The work was supported by Doctor Specific Funds of Dalian University.</p></sec></body><back><ref-list><title>References</title><ref id="scirp.54142-ref1"><label>1</label><mixed-citation publication-type="other" xlink:type="simple">Pecora, L. and Carroll, T. (1990) Synchronization in Chaotic Systems. Physical Review Letters, 64, 821-824. http://dx.doi.org/10.1103/PhysRevLett.64.821</mixed-citation></ref><ref id="scirp.54142-ref2"><label>2</label><mixed-citation publication-type="other" xlink:type="simple">Carroll, T. and Pecora, L. (1991) Synchronizing Chaotic Circuits. IEEE Transactions on Circuits Systems, 38, 453-456. http://dx.doi.org/10.1109/31.75404</mixed-citation></ref><ref id="scirp.54142-ref3"><label>3</label><mixed-citation publication-type="other" xlink:type="simple">Chen, G. and Dong, X. 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