<?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">ICA</journal-id><journal-title-group><journal-title>Intelligent Control and Automation</journal-title></journal-title-group><issn pub-type="epub">2153-0653</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/ica.2016.72003</article-id><article-id pub-id-type="publisher-id">ICA-66227</article-id><article-categories><subj-group subj-group-type="heading"><subject>Articles</subject></subj-group><subj-group subj-group-type="Discipline-v2"><subject>Computer Science&amp;Communications</subject></subj-group></article-categories><title-group><article-title>
 
 
  Based on Adaptive Backstepping Error Control for Permanent Magnet Synchronous Motor
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>ua</surname><given-names>Jiang</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Da</surname><given-names>Lin</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Yongchun</surname><given-names>Liu</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Hong</surname><given-names>Song</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib></contrib-group><aff id="aff1"><addr-line>School of Automatic and Electronic Information, Sichuan University of Science and Engineering, Zigong, China</addr-line></aff><author-notes><corresp id="cor1">* E-mail:<email>971244320@qq.com(DL)</email>;</corresp></author-notes><pub-date pub-type="epub"><day>03</day><month>05</month><year>2016</year></pub-date><volume>07</volume><issue>02</issue><fpage>17</fpage><lpage>24</lpage><history><date date-type="received"><day>2</day>	<month>February</month>	<year>2016</year></date><date date-type="rev-recd"><day>accepted</day>	<month>30</month>	<year>April</year>	</date><date date-type="accepted"><day>3</day>	<month>May</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>
 
 
  Permanent Magnet Synchronous Motor (PMSM) displays chaotic phenomenon when PMSM in power on or power off. At present, there are many methods to control chaos in PMSM. However, there appears oscillation in course of control chaos in PMSM, which has an effect on practical application. This paper proposes error control based on adaptive backstepping to control chaos in PMSM; an error control item is added in each step virtual control design which has control effect of unknown dynamical error on system. This scheme can eliminate oscillation in course of control chaos. Finally, the simulation results show the effectiveness of theoretical analysis.
 
</p></abstract><kwd-group><kwd>PMSM</kwd><kwd> Error Control</kwd><kwd> Adaptive Backstepping</kwd><kwd> Chaos Control</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>Research on PMSM has been going on for many years due to the fact that they have many advantages over the conventional internal combustion engine vehicle, such as independence from petroleum, reliability and quiet [<xref ref-type="bibr" rid="scirp.66227-ref1">1</xref>] - [<xref ref-type="bibr" rid="scirp.66227-ref3">3</xref>] .</p><p>However there appear phenomena of chaos in PMSM when PMSM in turn on or turn off [<xref ref-type="bibr" rid="scirp.66227-ref4">4</xref>] [<xref ref-type="bibr" rid="scirp.66227-ref5">5</xref>] . Chaos of PMSM is harmful. Chaos can degrade performance of PMSM, even destroy PMSM and restrict the operating range of numerous electrical and mechanical devices. The high performance of PMSM depends on the absence of chaos so it is important for PMSM to control chaos [<xref ref-type="bibr" rid="scirp.66227-ref6">6</xref>] [<xref ref-type="bibr" rid="scirp.66227-ref7">7</xref>] . Due to the fact that PMSM is multivariable, nonlinear and strongly coupled plant, controlling chaos of PMSM is very difficult [<xref ref-type="bibr" rid="scirp.66227-ref8">8</xref>] .</p><p>With the development of theory of chaos, there are many methods for control and analysis chaotic system [<xref ref-type="bibr" rid="scirp.66227-ref9">9</xref>] [<xref ref-type="bibr" rid="scirp.66227-ref10">10</xref>] . For example, the OGY is a basic methodology for controlling chaos. At the same time, there are variable structure control [<xref ref-type="bibr" rid="scirp.66227-ref11">11</xref>] , entrainment and migration control, nonlinear feedback control [<xref ref-type="bibr" rid="scirp.66227-ref12">12</xref>] , total sliding-mode control [<xref ref-type="bibr" rid="scirp.66227-ref13">13</xref>] and the backstepping nonlinear control, self-constructing fuzzy neural network speed control [<xref ref-type="bibr" rid="scirp.66227-ref14">14</xref>] , dither chaos [<xref ref-type="bibr" rid="scirp.66227-ref15">15</xref>] , hybrid control [<xref ref-type="bibr" rid="scirp.66227-ref16">16</xref>] and passivity control [<xref ref-type="bibr" rid="scirp.66227-ref17">17</xref>] .</p><p>Various ways and techniques had been successfully used to control or suppress chaos in PMSM. For example, in 2009, M. Zribi et al. proposed to control chaos in PMSM by instantaneous Lyapunov exponent control algorithm [<xref ref-type="bibr" rid="scirp.66227-ref18">18</xref>] . In 2010, D. Li et al. proposed impulsive control for PMSM [<xref ref-type="bibr" rid="scirp.66227-ref19">19</xref>] . In 2010, S. C. Chang proposed synchronous and control chaos in a PMSM [<xref ref-type="bibr" rid="scirp.66227-ref20">20</xref>] . In 2011, J. Yu et al. proposed backstepping control for the chaotic permanent magnet synchronous motor drive system [<xref ref-type="bibr" rid="scirp.66227-ref21">21</xref>] . In 2011, S. C. Chang et al. proposed dither signal to quenching chaos of a permanent magnet synchronous motor in electric vehicles [<xref ref-type="bibr" rid="scirp.66227-ref22">22</xref>] . However, these methods appear oscillation in course of control chaos in PMSM which has an effect on practical application.</p><p>In this paper, a scheme is proposed to suppress oscillation in course of control chaos in PMSM. An error control item is added in the each step virtual control design which has control effect of unknown dynamical error on system. This scheme can gain more smoothly chaotic stabilization process and overcome oscillation in course of control chaos in PMSM. At the same time, all the signals in the system are bounded which based on Lyapunov function. This scheme has better transient response by simulation.</p></sec><sec id="s2"><title>2. Problem Formulation</title><p>The dynamics PMSM, which model base on d-q axis, can be described as follows:</p><disp-formula id="scirp.66227-formula45"><label>(1)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x7.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x8.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x9.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x10.png" xlink:type="simple"/></inline-formula> are state variables, which denote d-axis stator current, q-axis stator current and rotor angular speed respectively;<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x11.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x12.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x13.png" xlink:type="simple"/></inline-formula> are d-axis external voltage, q-axis external voltage and external torque; <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x14.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x15.png" xlink:type="simple"/></inline-formula> are d-axis stator inductance and q-axis stator inductance. <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x16.png" xlink:type="simple"/></inline-formula>is permanent magnet flues, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x17.png" xlink:type="simple"/></inline-formula>is stator winding resistance, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x18.png" xlink:type="simple"/></inline-formula>is the viscous damping coefficient, J is rotor rotational inertia, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x19.png" xlink:type="simple"/></inline-formula>is the number of pole-pairs, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x20.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x21.png" xlink:type="simple"/></inline-formula>, J, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x22.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x23.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x24.png" xlink:type="simple"/></inline-formula>are all positive. Applying transformation form, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x25.png" xlink:type="simple"/></inline-formula>, and a time scaling transformation, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x22.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x23.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x24.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x25.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x26.png" xlink:type="simple"/></inline-formula>, where</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x27.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x28.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x29.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x30.png" xlink:type="simple"/></inline-formula>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x27.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x29.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x31.png" xlink:type="simple"/></inline-formula>.</p><p>The system (1) can be changed into nondimensionalized form as follows:</p><disp-formula id="scirp.66227-formula46"><label>(2)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x32.png"  xlink:type="simple"/></disp-formula><p>where</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x33.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x34.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x35.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x36.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x33.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x34.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x37.png" xlink:type="simple"/></inline-formula>,</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x38.png" xlink:type="simple"/></inline-formula>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x39.png" xlink:type="simple"/></inline-formula>.</p><p>System (2) is smooth air-gap when<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x40.png" xlink:type="simple"/></inline-formula>. In order to describe conveniently, assuming<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x41.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x42.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x43.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x44.png" xlink:type="simple"/></inline-formula>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x40.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x45.png" xlink:type="simple"/></inline-formula>. The model can be simplified as follows:</p><disp-formula id="scirp.66227-formula47"><label>(3)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x46.png"  xlink:type="simple"/></disp-formula><p>Now, for model of PMSM of smooth air-gap (3), research motor without external force which can be considered PMSM no-load running and power fail interrupt, namely,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x47.png" xlink:type="simple"/></inline-formula>. The system (3) can be shows as follows:</p><disp-formula id="scirp.66227-formula48"><label>(4)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x48.png"  xlink:type="simple"/></disp-formula><p>the parameters value of system (4), <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x49.png" xlink:type="simple"/></inline-formula>and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x50.png" xlink:type="simple"/></inline-formula>, can effect on chaotic motion of PMSM greatly. Theoretically, there are many values of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x51.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x51.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x52.png" xlink:type="simple"/></inline-formula> which can cause chaos occurred in system (4). For system (4),</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x53.png" xlink:type="simple"/></inline-formula>.</p><p>Due to<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x54.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x55.png" xlink:type="simple"/></inline-formula>, so the system (4) is dissipative system base on dissipation theory. System (4) is chaos when <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x56.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x57.png" xlink:type="simple"/></inline-formula> base on above analysis [<xref ref-type="bibr" rid="scirp.66227-ref22">22</xref>] . The system (4) have three equilibrium point:<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x58.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x59.png" xlink:type="simple"/></inline-formula>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x60.png" xlink:type="simple"/></inline-formula>.</p></sec><sec id="s3"><title>3. Theory and Method</title><p>Set</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x61.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x62.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x63.png" xlink:type="simple"/></inline-formula>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x63.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x64.png" xlink:type="simple"/></inline-formula>.</p><p>So system (4) can be change as follows:</p><disp-formula id="scirp.66227-formula49"><label>(5)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x65.png"  xlink:type="simple"/></disp-formula><p>To realize stability of system (4), we may add controller to the third equation of system (4), system (4) can be changed as follows:</p><disp-formula id="scirp.66227-formula50"><label>(6)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x66.png"  xlink:type="simple"/></disp-formula><p>Definite three error variables:</p><disp-formula id="scirp.66227-formula51"><label>(7)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x67.png"  xlink:type="simple"/></disp-formula><p>Step 1: Base on system (7), the first derivative of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x68.png" xlink:type="simple"/></inline-formula> is</p><disp-formula id="scirp.66227-formula52"><label>. (8)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x69.png"  xlink:type="simple"/></disp-formula><p>Choose the Lyapunov function candidate as:</p><disp-formula id="scirp.66227-formula53"><label>, (9)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x70.png"  xlink:type="simple"/></disp-formula><p>then the time derivative of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x71.png" xlink:type="simple"/></inline-formula> is computed,</p><disp-formula id="scirp.66227-formula54"><label>. (10)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x72.png"  xlink:type="simple"/></disp-formula><p>The virtual control <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x73.png" xlink:type="simple"/></inline-formula> is constructed as</p><disp-formula id="scirp.66227-formula55"><label>, (11)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x74.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x75.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x76.png" xlink:type="simple"/></inline-formula> are control parameters, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x77.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x78.png" xlink:type="simple"/></inline-formula>, substituting Equation (11) into Equation</p><p>(10) that</p><disp-formula id="scirp.66227-formula56"><label>. (12)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x79.png"  xlink:type="simple"/></disp-formula><p>Step 2: Derivative of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x80.png" xlink:type="simple"/></inline-formula>, we have equation,</p><disp-formula id="scirp.66227-formula57"><label>, (13)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x81.png"  xlink:type="simple"/></disp-formula><p>substituting Equation. (8) into Equation (13), the Equation (13) expression is given by</p><disp-formula id="scirp.66227-formula58"><label>(14)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x82.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x83.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x84.png" xlink:type="simple"/></inline-formula>are<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x85.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x86.png" xlink:type="simple"/></inline-formula>estimated value, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x87.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x88.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x89.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x83.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x90.png" xlink:type="simple"/></inline-formula> are parameters estimation error.</p><p>Choose the Lyapunov function as follows,</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x91.png" xlink:type="simple"/></inline-formula>,</p><p>the time derivative of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x92.png" xlink:type="simple"/></inline-formula> is given by</p><disp-formula id="scirp.66227-formula59"><label>(15)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x93.png"  xlink:type="simple"/></disp-formula><p>Choose parameters adaptive rule:</p><disp-formula id="scirp.66227-formula60"><label>(16)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x94.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x95.png" xlink:type="simple"/></inline-formula>.</p><p>Construct the virtual control <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x96.png" xlink:type="simple"/></inline-formula> as</p><disp-formula id="scirp.66227-formula61"><label>, (17)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x97.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x98.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x98.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x99.png" xlink:type="simple"/></inline-formula>is a control parameter, substituting Equation (16) and Equation (17) into Equation (15), equation Equntion (15) can be obtained as follows,</p><disp-formula id="scirp.66227-formula62"><label>. (18)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x100.png"  xlink:type="simple"/></disp-formula><p>Base on Young inequality [<xref ref-type="bibr" rid="scirp.66227-ref21">21</xref>] , inequality (19) can be obtained as follows</p><disp-formula id="scirp.66227-formula63"><label>(19)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x101.png"  xlink:type="simple"/></disp-formula><p>so a straightforward calculation produces the following inequality</p><disp-formula id="scirp.66227-formula64"><label>(20)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x102.png"  xlink:type="simple"/></disp-formula><p>Step 3: Derivative of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x103.png" xlink:type="simple"/></inline-formula> results in the following differential equation,</p><disp-formula id="scirp.66227-formula65"><label>(21)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x104.png"  xlink:type="simple"/></disp-formula><p>choose<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x105.png" xlink:type="simple"/></inline-formula>, Equation (21) can be written as follows,</p><disp-formula id="scirp.66227-formula66"><label>, (22)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x106.png"  xlink:type="simple"/></disp-formula><p>choose the Lyapunov function candidate as</p><disp-formula id="scirp.66227-formula67"><label>. (23)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x107.png"  xlink:type="simple"/></disp-formula><p>The time derivative of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x108.png" xlink:type="simple"/></inline-formula> is</p><disp-formula id="scirp.66227-formula68"><label>(24)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x109.png"  xlink:type="simple"/></disp-formula><p>setting</p><disp-formula id="scirp.66227-formula69"><label>(25)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x110.png"  xlink:type="simple"/></disp-formula><p>substituting Equation (25) into Equation (24), we have the following equation.</p><disp-formula id="scirp.66227-formula70"><label>. (26)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x111.png"  xlink:type="simple"/></disp-formula><p>Similar to<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x112.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.66227-formula71"><label>, (27)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x113.png"  xlink:type="simple"/></disp-formula><p>set</p><disp-formula id="scirp.66227-formula72"><graphic  xlink:href="http://html.scirp.org/file/1-7900443x114.png"  xlink:type="simple"/></disp-formula><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x115.png" xlink:type="simple"/></inline-formula>,</p><p>inequality can be obtained as follows,</p><disp-formula id="scirp.66227-formula73"><label>. (28)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x116.png"  xlink:type="simple"/></disp-formula></sec><sec id="s4"><title>4. Stability Analysis</title><p>Theorem 1. Consider chaotic system (6) and parameter identification (16), for bounded initial conditions, the following conclusion was established:</p><p>(1) All the signals the consistent bounded in chaos system, state error <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x117.png" xlink:type="simple"/></inline-formula> and parameter estimates error<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x117.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x118.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x117.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x118.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x119.png" xlink:type="simple"/></inline-formula>eventually converge to bounded sets:</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x120.png" xlink:type="simple"/></inline-formula>.</p><p>(2) Reasonable choosing parameters m, n and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x121.png" xlink:type="simple"/></inline-formula>, state of chaotic system<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x121.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x122.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x121.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x122.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x123.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x121.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x122.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x123.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x124.png" xlink:type="simple"/></inline-formula> can be stability in bounded point neighborhood<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x121.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x122.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x123.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x124.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x125.png" xlink:type="simple"/></inline-formula>.</p><p>Proof: Choose Laypunov function<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x126.png" xlink:type="simple"/></inline-formula>, by Equation (28) can be obtained as follows,</p><disp-formula id="scirp.66227-formula74"><label>. (29)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x127.png"  xlink:type="simple"/></disp-formula><p>Equation (29) above both sides by the same<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x128.png" xlink:type="simple"/></inline-formula>, inequality can be obtained as follows</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x129.png" xlink:type="simple"/></inline-formula>,</p><p>namely</p><disp-formula id="scirp.66227-formula75"><label>, (30)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x130.png"  xlink:type="simple"/></disp-formula><p>integral of formulas (30) in<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x131.png" xlink:type="simple"/></inline-formula>,</p><disp-formula id="scirp.66227-formula76"><label>. (31)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x132.png"  xlink:type="simple"/></disp-formula><p>For bounded initial conditions<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x133.png" xlink:type="simple"/></inline-formula>, we can draw a conclusion that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x134.png" xlink:type="simple"/></inline-formula> is bounded base on theorem of Laypunov. We can get<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x134.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x135.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x134.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x136.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x134.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x137.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x134.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x138.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x134.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x138.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x139.png" xlink:type="simple"/></inline-formula> consistent bounded to inequality (28). Base on virtual control<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x134.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x138.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x139.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x140.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x134.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x138.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x139.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x140.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x141.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x134.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x138.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x139.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x140.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x142.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x134.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x137.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x138.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x139.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x140.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x141.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x142.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x143.png" xlink:type="simple"/></inline-formula> are all bounded. Control input u is bounded base on Equation (25), so all the signals in chaotic system are consistent bounded.</p><p>When<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x144.png" xlink:type="simple"/></inline-formula>,</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x145.png" xlink:type="simple"/></inline-formula>.</p><p>So state error <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x146.png" xlink:type="simple"/></inline-formula> and parameter estimation errors<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x146.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x147.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x146.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x147.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x148.png" xlink:type="simple"/></inline-formula>eventually converge to a bounded set</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x149.png" xlink:type="simple"/></inline-formula>.</p><p>From inequality (31), inequality can be obtained as follows</p><disp-formula id="scirp.66227-formula77"><label>, (32)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x150.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x151.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x151.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x152.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x151.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x152.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x153.png" xlink:type="simple"/></inline-formula>setting <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x151.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x152.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x153.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x154.png" xlink:type="simple"/></inline-formula> base on Equation (32) inequality can be obtained as follows,</p><disp-formula id="scirp.66227-formula78"><label>. (33)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/1-7900443x155.png"  xlink:type="simple"/></disp-formula><fig id="fig1"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref></label><caption><title> The synchronization errors</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/1-7900443x156.png"/></fig><p>Given constant<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x157.png" xlink:type="simple"/></inline-formula>, existing<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x158.png" xlink:type="simple"/></inline-formula>, for all<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x158.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x159.png" xlink:type="simple"/></inline-formula>, error <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x158.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x159.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x160.png" xlink:type="simple"/></inline-formula> satisfy<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x158.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x159.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x160.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x161.png" xlink:type="simple"/></inline-formula>. We reasonable choose values of m, n and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x158.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x159.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x160.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x161.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x162.png" xlink:type="simple"/></inline-formula> which lead to the value of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x158.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x159.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x160.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x161.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x162.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x163.png" xlink:type="simple"/></inline-formula> can be decreased. So, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x158.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x159.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x160.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x161.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x162.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x163.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x164.png" xlink:type="simple"/></inline-formula>may eventually converge to a stable in bounded neighborhood<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x158.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x159.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x160.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x161.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x162.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x163.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x164.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x165.png" xlink:type="simple"/></inline-formula>. Accordingly to Equation (10) and Equation (17), <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x158.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x159.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x160.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x161.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x162.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x163.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x164.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x165.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x166.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x158.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x159.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x160.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x161.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x162.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x163.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x164.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x165.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x166.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x167.png" xlink:type="simple"/></inline-formula>and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x158.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x159.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x160.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x161.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x162.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x163.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x164.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x165.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x166.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x167.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x168.png" xlink:type="simple"/></inline-formula> are chosen smaller constant, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x158.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x159.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x160.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x161.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x162.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x163.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x164.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x165.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x166.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x167.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x168.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x169.png" xlink:type="simple"/></inline-formula>can be stabled in bounded neighborhood<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x158.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x159.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x160.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x161.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x162.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x163.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x164.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x165.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x166.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x167.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x168.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x169.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x170.png" xlink:type="simple"/></inline-formula>. So system (5) can be stable in bounded neighborhood<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x157.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x158.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x159.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x160.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x161.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x162.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x163.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x164.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x165.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x166.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x167.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x168.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x169.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x170.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x171.png" xlink:type="simple"/></inline-formula>.</p></sec><sec id="s5"><title>5. Simulation Results</title><p>Choose<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x172.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x172.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x173.png" xlink:type="simple"/></inline-formula>, the system (4) is chaos. Let <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x172.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x173.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x174.png" xlink:type="simple"/></inline-formula> due to<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x172.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x173.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x174.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x175.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x172.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x173.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x174.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x175.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x176.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x172.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x173.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x174.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x175.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x176.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x177.png" xlink:type="simple"/></inline-formula>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x172.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x173.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x174.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x175.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x176.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x177.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/1-7900443x178.png" xlink:type="simple"/></inline-formula>. <xref ref-type="fig" rid="fig1">Figure 1</xref> shows the synchronization errors. From <xref ref-type="fig" rid="fig1">Figure 1</xref>, we can see that the proposed controller and the parameters update law are effective.</p></sec><sec id="s6"><title>6. Conclusion</title><p>This paper puts forward error control for permanent magnet synchronous motor with uncertain parameter based on adaptive backstepping which can effectively eliminate oscillation during the course of control chaos in PMSM. An error control item is added in the each step virtual control design which has control effect of unknown dynamical error on system. This scheme can gain more smoothly chaotic stabilization process. At the same time, all the signals in the system are bounded base on Lyapunov function. This scheme has better transient response by simulation.</p></sec><sec id="s7"><title>Acknowledgements</title><p>This research is supported by the Sichuan Province Natural Science Foundation of China (Nos. 2014GZX0008, 2016JY0179), the Innovation Group Build Plan for the Universities in Sichuan (No. 15TD0024), the High-level Innovative Talents Plan of Sichuan University of Science and Engineering (2014), the Talents Project of Sichuan University of Science and Engineering (No. 2015RC50), the Cultivation Project of Sichuan University of Science and Engineering (Nos. 2012PY18, 2012PY19, 2012PY20), and the Project of Artificial Intelligence Key Laboratory of Sichuan Province (Nos. 2011RZY05, 2014RYY05, 2015RYY01).</p></sec><sec id="s8"><title>Cite this paper</title><p>Hua Jiang,Da Lin,Yongchun Liu,Hong Song, (2016) Based on Adaptive Backstepping Error Control for Permanent Magnet Synchronous Motor. Intelligent Control and Automation,07,17-24. doi: 10.4236/ica.2016.72003</p></sec><sec id="s9"><title>NOTES</title></sec></body><back><ref-list><title>References</title><ref id="scirp.66227-ref1"><label>1</label><mixed-citation publication-type="other" xlink:type="simple">Tung, P.C. and Chen, S.C. (1993) Experiment and Analytical Studies of the Sinusoidal Dither Signal in a DC Motor System. Dynamics and Control, 1, 53-69. http://dx.doi.org/10.1007/BF01968359</mixed-citation></ref><ref id="scirp.66227-ref2"><label>2</label><mixed-citation publication-type="other" xlink:type="simple">Hoang, L.H., Slimani, K. and Viarouge, P. (1994) Analysis and Implementation of a Real-Time Predictive Current Controller for Ermanentmagnet Synchronous Servo Drives. 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