<?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.2016.51004</article-id><article-id pub-id-type="publisher-id">IJMNTA-64244</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>
 
 
  Controlling Liu Chaotic System with Feedback Method and Its Circuit Realization
 
</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>02</day><month>03</month><year>2016</year></pub-date><volume>05</volume><issue>01</issue><fpage>40</fpage><lpage>47</lpage><history><date date-type="received"><day>15</day>	<month>October</month>	<year>2015</year></date><date date-type="rev-recd"><day>accepted</day>	<month>4</month>	<year>March</year>	</date><date date-type="accepted"><day>7</day>	<month>March</month>	<year>2016</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, the Liu system with a feedback controller is discussed. The influence of the feedback coefficient of the controlled system is studied through Lyapunov exponents spectrum and bifurcation diagram. Various attractors are demonstrated not only by numerical simulations but also by circuit experiments. Only one feedback channel is used in our study, which is useful in communication. The circuit experiments show that our study has significance in practical applications.
 
</p></abstract><kwd-group><kwd>Liu System</kwd><kwd> Chaotic Circuit</kwd><kwd> Chaotic Control</kwd><kwd> Circuit Realization</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>In 1990, Ott, Grebogi and Yorke presented the OGY method to control chaos [<xref ref-type="bibr" rid="scirp.64244-ref1">1</xref>] . After their pioneering work, chaotic control has become a focus in nonlinear problems and a lot of work has been done in the field [<xref ref-type="bibr" rid="scirp.64244-ref2">2</xref>] - [<xref ref-type="bibr" rid="scirp.64244-ref4">4</xref>] . Nowadays, many methods have been proposed to control chaos [<xref ref-type="bibr" rid="scirp.64244-ref5">5</xref>] [<xref ref-type="bibr" rid="scirp.64244-ref6">6</xref>] . Generally speaking, there are two kinds of control ways: feedback control and nonfeedback control. Feedback methods [<xref ref-type="bibr" rid="scirp.64244-ref7">7</xref>] - [<xref ref-type="bibr" rid="scirp.64244-ref11">11</xref>] are used to stabilize the unstable periodic orbit of chaotic systems by feeding back their states. Nonfeedback methods [<xref ref-type="bibr" rid="scirp.64244-ref11">11</xref>] -[<xref ref-type="bibr" rid="scirp.64244-ref14">14</xref>] are adopted to change chaotic behaviors by applying perturbations to some parameters or variables. In the paper, we use feedback method to control the dynamic behavior of Liu system. By adjusting feedback coefficient, Liu system can be stabilized at equilibrium point or limit cycle around its equilibrium. Lyapunov exponents spectrum and bifurcation diagram are adopted to analyze the dynamic behavior of the controlled system. Numerical simulations and circuit experiments show the effectiveness of this method.</p></sec><sec id="s2"><title>2. The Description of Liu System</title><p>Liu system [<xref ref-type="bibr" rid="scirp.64244-ref15">15</xref>] is described as</p><disp-formula id="scirp.64244-formula558"><label>(1)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/4-2340198x6.png"  xlink:type="simple"/></disp-formula><p>When<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x7.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x8.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x9.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x10.png" xlink:type="simple"/></inline-formula>and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x11.png" xlink:type="simple"/></inline-formula>, system (1) exhibits a chaotic behavior. Its attractor is shown in <xref ref-type="fig" rid="fig1">Figure 1</xref>. The projections of system (1)’s attractor are shown in <xref ref-type="fig" rid="fig2">Figure 2</xref>. System (1) has three equilibriums:<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x12.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x13.png" xlink:type="simple"/></inline-formula>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x14.png" xlink:type="simple"/></inline-formula>.</p><p>Considering the voltage restraint of practical electronic components, let</p><disp-formula id="scirp.64244-formula559"><label>(2)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/4-2340198x15.png"  xlink:type="simple"/></disp-formula><p>Then in the new coordinate system, system (1) will be described as</p><disp-formula id="scirp.64244-formula560"><label>(3)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/4-2340198x16.png"  xlink:type="simple"/></disp-formula><p>System (3) can be seemed as a reduced Liu system and the equilibriums are<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x17.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x18.png" xlink:type="simple"/></inline-formula>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x19.png" xlink:type="simple"/></inline-formula>. The circuit realization of Equation (3) is shown in <xref ref-type="fig" rid="fig3">Figure 3</xref>.</p><p>In <xref ref-type="fig" rid="fig3">Figure 3</xref>, the voltages of C<sub>1</sub>, C<sub>2</sub>, C<sub>3</sub> are used as variables. The relevant function can be described as</p><fig id="fig1"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref></label><caption><title> The chaotic attractor of Liu system</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/4-2340198x20.png"/></fig><fig-group id="fig2"><label><xref ref-type="fig" rid="fig2">Figure 2</xref></label><caption><title> The projections of Liu attractor.</title></caption><fig id ="fig2_1"><label> (b)</label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/4-2340198x21.png"/></fig></fig-group><disp-formula id="scirp.64244-formula561"><label>(4)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/4-2340198x22.png"  xlink:type="simple"/></disp-formula><p>When we choose R<sub>1</sub> = 10 kΩ, R<sub>2</sub> = 20 kΩ, R<sub>3</sub> = 10 kΩ, R<sub>4</sub> = 100 kΩ, R<sub>5</sub> = 10 kΩ, R<sub>6</sub> = 20 kΩ, R<sub>7</sub> = 10 kΩ, R<sub>8</sub> = 80 kΩ, R<sub>9</sub> = 40 kΩ, R<sub>10</sub> = 100 kΩ, R<sub>11</sub> = 10 kΩ, R<sub>12</sub> = 10 kΩ, R<sub>13</sub> = 100 kΩ, R<sub>14</sub> = 10 kΩ, R<sub>15</sub> = 10 kΩ, R<sub>16</sub> = 40 kΩ, C<sub>1</sub> = C<sub>2</sub> = C<sub>3</sub> = 1 μF, the circuit system (4) is equivalent to system (3). The supplies of all active devices are &#177;18 V and the initial voltages of C<sub>1</sub>, C<sub>2</sub>, C<sub>3</sub> are random, we obtain the experiment observations of system (4) as <xref ref-type="fig" rid="fig4">Figure 4</xref> (with Multisim 7.0).</p><fig id="fig3"  position="float"><label><xref ref-type="fig" rid="fig3">Figure 3</xref></label><caption><title> Circuit diagram for system (3)</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/4-2340198x23.png"/></fig><fig-group id="fig4"><label><xref ref-type="fig" rid="fig4">Figure 4</xref></label><caption><title> The experiment observations of system (4). (a) x-y plane; (b) y-z plane.</title></caption><fig id ="fig4_1"><label> (b)</label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/4-2340198x24.png"/></fig><fig id ="fig4_2"><label></label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/4-2340198x25.png"/></fig></fig-group><p>Comparing <xref ref-type="fig" rid="fig2">Figure 2</xref> and <xref ref-type="fig" rid="fig4">Figure 4</xref>, we can know that a reduced Liu system has been realized by circuit experiment. Next, we will add a feedback controller to this circuit to control chaos. Various attractors will be demonstrated not only by numerical simulations but also by the circuit experiment observations.</p></sec><sec id="s3"><title>3. Feedback Control of Liu System</title><p>Suppose we want to stabilize Liu system at equilibrium <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x26.png" xlink:type="simple"/></inline-formula> and the limit cycle surrounding <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x26.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x27.png" xlink:type="simple"/></inline-formula> respectively. For convenience, choose x as feedback variable, this feedback can be added to any of the three functions of Liu system. Applying the controller to the second function, then the controlled Liu system is described as</p><disp-formula id="scirp.64244-formula562"><label>, (5)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/4-2340198x28.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x29.png" xlink:type="simple"/></inline-formula> is feedback coefficient.</p><p>In order to study the relation between <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x30.png" xlink:type="simple"/></inline-formula> and system (5)’s behavior, we make the bifurcation diagram of system (5) with <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x31.png" xlink:type="simple"/></inline-formula> in <xref ref-type="fig" rid="fig5">Figure 5</xref>. <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x32.png" xlink:type="simple"/></inline-formula>stands for the largest x in every unsteady period or steady period. When system (5) is stabilized at fixed point or system (5)’s behavior is periodic, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x33.png" xlink:type="simple"/></inline-formula>has only one value or numbered values with certain<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x34.png" xlink:type="simple"/></inline-formula>; When system (5)’s behavior is chaotic, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x35.png" xlink:type="simple"/></inline-formula>will have numberless values with certain<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x36.png" xlink:type="simple"/></inline-formula>. According to the method presented by Ramasubramanian et al. [<xref ref-type="bibr" rid="scirp.64244-ref16">16</xref>] , we obtain the Lyapunov exponents spectrum of system (5) with <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x37.png" xlink:type="simple"/></inline-formula> in <xref ref-type="fig" rid="fig6">Figure 6</xref>. When the largest Lyapunov exponent<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x38.png" xlink:type="simple"/></inline-formula>, system (5)’s behavior is chaotic; When<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x39.png" xlink:type="simple"/></inline-formula>, system (5)’s behavior is periodic; When<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x40.png" xlink:type="simple"/></inline-formula>, system (5) is stabilized at fixed point. From <xref ref-type="fig" rid="fig5">Figure 5</xref> and <xref ref-type="fig" rid="fig6">Figure 6</xref>, we have the following conclusions: when<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x41.png" xlink:type="simple"/></inline-formula>, system (5) is chaotic (except a very narrow zone near<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x42.png" xlink:type="simple"/></inline-formula>, where system (5) may be periodic); when<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x43.png" xlink:type="simple"/></inline-formula>, system (5) is periodic; when<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x44.png" xlink:type="simple"/></inline-formula>, system (5) is stabilized at<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x31.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x32.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x39.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x45.png" xlink:type="simple"/></inline-formula>.</p><p>We obtain the above conclusions by numerical calculation. In fact, the accurate range for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x46.png" xlink:type="simple"/></inline-formula> to stabilize system (5) at <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x47.png" xlink:type="simple"/></inline-formula> can be obtained by theoretical calculation. Substitute the values of parameters and equilibriums, we obtain the Jacobian matrix of system (5) at<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x48.png" xlink:type="simple"/></inline-formula>:</p><disp-formula id="scirp.64244-formula563"><label>(6)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/4-2340198x49.png"  xlink:type="simple"/></disp-formula><p>Suppose <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x50.png" xlink:type="simple"/></inline-formula> as eigenvalue, then the characteristic equation of Equation (6) is</p><disp-formula id="scirp.64244-formula564"><label>(7)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/4-2340198x51.png"  xlink:type="simple"/></disp-formula><fig id="fig5"  position="float"><label><xref ref-type="fig" rid="fig5">Figure 5</xref></label><caption><title> Bifurcation diagram of system (5)</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/4-2340198x52.png"/></fig><fig id="fig6"  position="float"><label><xref ref-type="fig" rid="fig6">Figure 6</xref></label><caption><title> Lyapunov exponents spectrum of system (5)</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/4-2340198x53.png"/></fig><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x54.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x55.png" xlink:type="simple"/></inline-formula>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x56.png" xlink:type="simple"/></inline-formula>.</p><p>According to Routh-Hurwitz criterion, when<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x57.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x58.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x59.png" xlink:type="simple"/></inline-formula>and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x60.png" xlink:type="simple"/></inline-formula>, the real parts of all the eigenvalues of Equation (6) are negative, then system (5) will be stabilized at<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x60.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x61.png" xlink:type="simple"/></inline-formula>. It’s easy to obtain the solution<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x60.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x62.png" xlink:type="simple"/></inline-formula>.</p></sec><sec id="s4"><title>4. Numerical Simulations and Circuit Realization</title><p>As for the reduced Liu system, it’s easy to obtain the relevant controlled system:</p><disp-formula id="scirp.64244-formula565"><label>(8)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/4-2340198x63.png"  xlink:type="simple"/></disp-formula><p>Obviously the above conclusions about <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x64.png" xlink:type="simple"/></inline-formula> are still available to system (8). Next we will use system (8) for numerical simulations and circuit experiments. The circuit diagram for system (8) is shown in <xref ref-type="fig" rid="fig7">Figure 7</xref>. The relevant function can be described as</p><disp-formula id="scirp.64244-formula566"><label>(9)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/4-2340198x65.png"  xlink:type="simple"/></disp-formula><p>When we choose<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x66.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x67.png" xlink:type="simple"/></inline-formula>, all other cognominal electronic components are defined as the above, then circuit system (9) is equivalent to system (8) and we can adjust <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x67.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x68.png" xlink:type="simple"/></inline-formula> to obtain proper feedback coefficient.</p><p>Substitute the value of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x69.png" xlink:type="simple"/></inline-formula>, we have</p><disp-formula id="scirp.64244-formula567"><label>(10)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/4-2340198x70.png"  xlink:type="simple"/></disp-formula><p>Choose typical value <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x71.png" xlink:type="simple"/></inline-formula> for numerical simulations, the simulation results of system (8) are shown in <xref ref-type="fig" rid="fig8">Figure 8</xref>. Choose<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x71.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x72.png" xlink:type="simple"/></inline-formula>, we can obtain the equivalent circuit system (9), the experiment results are shown in <xref ref-type="fig" rid="fig9">Figure 9</xref> (with Multisim 7.0).</p><fig id="fig7"  position="float"><label><xref ref-type="fig" rid="fig7">Figure 7</xref></label><caption><title> Circuit diagram for system (8)</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/4-2340198x73.png"/></fig><fig-group id="fig8"><label><xref ref-type="fig" rid="fig8">Figure 8</xref></label><caption><title> The simulation results of system (8). (a)<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x78.png" xlink:type="simple"/></inline-formula>; (b)<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x79.png" xlink:type="simple"/></inline-formula>; (c)<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x80.png" xlink:type="simple"/></inline-formula>; (d)<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x81.png" xlink:type="simple"/></inline-formula>.</title></caption><fig id ="fig8_1"><label> (b)</label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/4-2340198x74.png"/></fig><fig id ="fig8_2"><label>(c)</label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/4-2340198x75.png"/></fig><fig id ="fig8_3"><label> (d)</label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/4-2340198x76.png"/></fig><fig id ="fig8_4"><label></label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/4-2340198x77.png"/></fig></fig-group><fig-group id="fig9"><label><xref ref-type="fig" rid="fig9">Figure 9</xref></label><caption><title> The experiment observations of system (9). (a)<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x86.png" xlink:type="simple"/></inline-formula>; (b)<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x87.png" xlink:type="simple"/></inline-formula>; (c)<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x88.png" xlink:type="simple"/></inline-formula>; (d)<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x89.png" xlink:type="simple"/></inline-formula>.</title></caption><fig id ="fig9_1"><label> (b)</label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/4-2340198x82.png"/></fig><fig id ="fig9_2"><label>(c)</label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/4-2340198x83.png"/></fig><fig id ="fig9_3"><label> (d)</label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/4-2340198x84.png"/></fig><fig id ="fig9_4"><label></label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/4-2340198x85.png"/></fig></fig-group><p>From <xref ref-type="fig" rid="fig8">Figure 8</xref> and <xref ref-type="fig" rid="fig9">Figure 9</xref>, we can know that system (8) is equivalent to system (9) in troth. When <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x90.png" xlink:type="simple"/></inline-formula> (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x91.png" xlink:type="simple"/></inline-formula>), the reduced Liu system is chaotic; When <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x92.png" xlink:type="simple"/></inline-formula> (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x93.png" xlink:type="simple"/></inline-formula>), the reduced Liu system is periodic; When <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x94.png" xlink:type="simple"/></inline-formula> (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x94.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x95.png" xlink:type="simple"/></inline-formula>), the reduced Liu system’s behavior is a limit cycle around the equilibrium<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x94.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x95.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x96.png" xlink:type="simple"/></inline-formula>; When <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x94.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x95.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x96.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x97.png" xlink:type="simple"/></inline-formula> (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x94.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x95.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x96.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x97.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x98.png" xlink:type="simple"/></inline-formula>), the reduced Liu system is stabilized at <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x94.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x95.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x96.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x97.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x98.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/4-2340198x99.png" xlink:type="simple"/></inline-formula> lastly. These results accord with the conclusions in Section 3.</p></sec><sec id="s5"><title>5. Conclusion</title><p>We study the chaotic control of Liu system with feedback method in the paper. Liu chaotic system and its control are realized not only by numerical simulations but also by circuit experiments. Computer simulation and circuit experiment results show the effectiveness of our method. Moreover, our control needs only one communication channel, which is significant in practical applications.</p></sec><sec id="s6"><title>Acknowledgements</title><p>The work was supported by Doctor Specific Funds of Dalian University.</p></sec><sec id="s7"><title>Cite this paper</title><p>MingjunWang, (2016) Controlling Liu Chaotic System with Feedback Method and Its Circuit Realization. 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