MATLAB 神经网络43个案例分析

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MATLAB 神经网络43个案例分析MATLAB 神经网络43个案例分析MATLAB 神经网络43个案例分析MATLAB 神经网络43个案例分析
《MATLAB 神经网络43个案例分析》目录.rar
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<html xmlns="http://www.w3.org/1999/xhtml"> <head> <meta charset="utf-8"> <meta name="generator" content="pdf2htmlEX"> <meta http-equiv="X-UA-Compatible" content="IE=edge,chrome=1"> <link rel="stylesheet" href="https://static.pudn.com/base/css/base.min.css"> <link rel="stylesheet" href="https://static.pudn.com/base/css/fancy.min.css"> <link rel="stylesheet" href="https://static.pudn.com/prod/directory_preview_static/626ad8ae1e41a87e8a6bc166/raw.css"> <script src="https://static.pudn.com/base/js/compatibility.min.js"></script> <script src="https://static.pudn.com/base/js/pdf2htmlEX.min.js"></script> <script> try{ pdf2htmlEX.defaultViewer = new pdf2htmlEX.Viewer({}); }catch(e){} </script> <title></title> </head> <body> <div id="sidebar" style="display: none"> <div id="outline"> </div> </div> <div id="pf1" class="pf w0 h0" data-page-no="1"><div class="pc pc1 w0 h0"><img class="bi x0 y0 w1 h1" alt="" src="https://static.pudn.com/prod/directory_preview_static/626ad8ae1e41a87e8a6bc166/bg1.jpg"><div class="c x0 y1 w2 h2"><div class="t m0 x1 h3 y2 ff1 fs0 fc0 sc0 ls0 ws0">&#12298;<span class="ff2 sc1">MA<span class="_ _0"></span>TLAB <span class="ff1 sc0">&#31070;&#32463;&#32593;&#32476;<span class="_ _1"> </span></span>43<span class="_"> </span><span class="ff1 sc0">&#20010;&#26696;&#20363;&#20998;&#26512;&#12299;&#30446;&#24405;</span></span></div><div class="t m0 x2 h3 y3 ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _1"> </span><span class="ff2 sc1">1<span class="_ _1"> </span></span>&#31456; <span class="ff2 sc1">BP<span class="_ _1"> </span></span>&#31070;&#32463;&#32593;&#32476;&#30340;&#25968;&#25454;&#20998;&#31867;&#8212;&#8212;&#35821;&#38899;&#29305;&#24449;&#20449;&#21495;&#20998;&#31867;</div><div class="t m0 x2 h3 y4 ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _1"> </span><span class="ff2 sc1">2<span class="_ _1"> </span></span>&#31456; <span class="ff2 sc1">BP<span class="_ _1"> </span></span>&#31070;&#32463;&#32593;&#32476;&#30340;&#38750;&#32447;&#24615;&#31995;&#32479;&#24314;&#27169;&#8212;&#8212;&#38750;&#32447;&#24615;&#20989;&#25968;&#25311;&#21512;</div><div class="t m0 x2 h3 y5 ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _1"> </span><span class="ff2 sc1">3<span class="_ _1"> </span></span>&#31456; &#36951;&#20256;&#31639;&#27861;&#20248;&#21270;<span class="_ _1"> </span><span class="ff2 sc1">BP<span class="_ _1"> </span></span>&#31070;&#32463;&#32593;&#32476;&#8212;&#8212;&#38750;&#32447;&#24615;&#20989;&#25968;&#25311;&#21512;</div><div class="t m0 x2 h3 y6 ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _1"> </span><span class="ff2 sc1">4<span class="_ _1"> </span></span>&#31456; &#31070;&#32463;&#32593;&#32476;&#36951;&#20256;&#31639;&#27861;&#20989;&#25968;&#26497;&#20540;&#23547;&#20248;&#8212;&#8212;&#38750;&#32447;&#24615;&#20989;&#25968;&#26497;&#20540;&#23547;&#20248;</div><div class="t m0 x2 h3 y7 ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _1"> </span><span class="ff2 sc1">5<span class="_ _1"> </span></span>&#31456; &#22522;&#20110;<span class="_ _1"> </span><span class="ff2 sc1">BP_Adaboos<span class="_ _2"></span>t<span class="_"> </span><span class="ff1 sc0">&#30340;&#24378;&#20998;&#31867;&#22120;&#35774;&#35745;&#8212;&#8212;&#20844;&#21496;&#36130;&#21153;&#39044;&#35686;&#24314;&#27169;</span></span></div><div class="t m0 x2 h3 y8 ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _1"> </span><span class="ff2 sc1">6<span class="_ _1"> </span></span>&#31456; <span class="ff2 sc1">PID<span class="_ _1"> </span></span>&#31070;&#32463;&#20803;&#32593;&#32476;&#35299;&#32806;&#25511;&#21046;&#31639;&#27861;&#8212;&#8212;&#22810;&#21464;&#37327;&#31995;&#32479;&#25511;&#21046;</div><div class="t m0 x2 h3 y9 ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _1"> </span><span class="ff2 sc1">7<span class="_ _1"> </span></span>&#31456; <span class="ff2 sc1">RBF<span class="_ _1"> </span></span>&#32593;&#32476;&#30340;&#22238;&#24402;<span class="ff2 sc1">--</span>&#38750;&#32447;&#24615;&#20989;&#25968;&#22238;&#24402;&#30340;&#23454;&#29616;</div><div class="t m0 x2 h3 ya ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _1"> </span><span class="ff2 sc1">8<span class="_ _1"> </span></span>&#31456; <span class="ff2 sc1">GRNN<span class="_ _1"> </span></span>&#32593;&#32476;&#30340;&#39044;&#27979;<span class="ff2 sc1">----</span>&#22522;&#20110;&#24191;&#20041;&#22238;&#24402;&#31070;&#32463;&#32593;&#32476;&#30340;&#36135;&#36816;&#37327;&#39044;&#27979;</div><div class="t m0 x2 h3 yb ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _1"> </span><span class="ff2 sc1">9<span class="_ _1"> </span></span>&#31456; &#31163;&#25955;<span class="_ _1"> </span><span class="ff2 sc1">Hop<span class="_ _2"></span>!eld<span class="_"> </span><span class="ff1 sc0">&#31070;&#32463;&#32593;&#32476;&#30340;&#32852;&#24819;&#35760;&#24518;&#8212;&#8212;&#25968;&#23383;&#35782;&#21035;</span></span></div><div class="t m0 x2 h3 yc ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _1"> </span><span class="ff2 sc1">10<span class="_ _1"> </span></span>&#31456; &#31163;&#25955;<span class="_ _1"> </span><span class="ff2 sc1">Hop<span class="_ _2"></span>!eld<span class="_"> </span><span class="ff1 sc0">&#31070;&#32463;&#32593;&#32476;&#30340;&#20998;&#31867;&#8212;&#8212;&#39640;&#26657;&#31185;&#30740;&#33021;&#21147;&#35780;&#20215;</span></span></div><div class="t m0 x2 h3 yd ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _1"> </span><span class="ff2 sc1">11<span class="_ _1"> </span></span>&#31456; &#36830;&#32493;<span class="_ _1"> </span><span class="ff2 sc1">Hop<span class="_ _2"></span>!eld<span class="_"> </span><span class="ff1 sc0">&#31070;&#32463;&#32593;&#32476;&#30340;&#20248;&#21270;&#8212;&#8212;&#26053;&#34892;&#21830;&#38382;&#39064;&#20248;&#21270;&#35745;&#31639;</span></span></div><div class="t m0 x2 h3 ye ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _1"> </span><span class="ff2 sc1">12<span class="_ _1"> </span></span>&#31456; &#21021;&#22987;<span class="_ _1"> </span><span class="ff2 sc1">SV<span class="_ _2"></span>M<span class="_"> </span><span class="ff1 sc0">&#20998;&#31867;&#19982;&#22238;&#24402;</span></span></div><div class="t m0 x2 h3 yf ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _1"> </span><span class="ff2 sc1">13<span class="_ _1"> </span></span>&#31456; <span class="ff2 sc1">LIBSVM<span class="_ _1"> </span></span>&#21442;&#25968;&#23454;&#20363;&#35814;&#35299;</div><div class="t m0 x2 h3 y10 ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _1"> </span><span class="ff2 sc1">14<span class="_ _1"> </span></span>&#31456; &#22522;&#20110;<span class="_ _1"> </span><span class="ff2 sc1">SV<span class="_ _2"></span>M<span class="_"> </span><span class="ff1 sc0">&#30340;&#25968;&#25454;&#20998;&#31867;&#39044;&#27979;&#8212;&#8212;&#24847;&#22823;&#21033;&#33889;&#33796;&#37202;&#31181;&#31867;&#35782;&#21035;</span></span></div><div class="t m0 x2 h3 y11 ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _1"> </span><span class="ff2 sc1">15<span class="_ _1"> </span></span>&#31456; <span class="ff2 sc1">SVM<span class="_ _1"> </span></span>&#30340;&#21442;&#25968;&#20248;&#21270;&#8212;&#8212;&#22914;&#20309;&#26356;&#22909;&#30340;&#25552;&#21319;&#20998;&#31867;&#22120;&#30340;&#24615;&#33021;</div><div class="t m0 x2 h3 y12 ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _1"> </span><span class="ff2 sc1">16<span class="_ _1"> </span></span>&#31456; &#22522;&#20110;<span class="_ _1"> </span><span class="ff2 sc1">SV<span class="_ _2"></span>M<span class="_"> </span><span class="ff1 sc0">&#30340;&#22238;&#24402;&#39044;&#27979;&#20998;&#26512;&#8212;&#8212;&#19978;&#35777;&#25351;&#25968;&#24320;&#30424;&#25351;&#25968;&#39044;&#27979;</span>.</span></div><div class="t m0 x2 h3 y13 ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _1"> </span><span class="ff2 sc1">17<span class="_"> </span></span>&#31456; &#22522;&#20110;<span class="_ _3"> </span><span class="ff2 sc1">SVM<span class="_ _1"> </span></span>&#30340;&#20449;&#24687;&#31890;<span class="_ _4"></span>&#21270;&#26102;&#24207;<span class="_ _4"></span>&#22238;&#24402;&#39044;<span class="_ _4"></span>&#27979;&#8212;&#8212;<span class="_ _4"></span>&#19978;&#35777;<span class="_ _4"></span>&#25351;&#25968;&#24320;<span class="_ _4"></span>&#30424;&#25351;&#25968;<span class="_ _4"></span>&#21464;&#21270;&#36235;<span class="_ _4"></span>&#21183;&#21644;&#21464;<span class="_ _4"></span>&#21270;&#31354;<span class="_ _4"></span>&#38388;&#39044;</div><div class="t m0 x2 h3 y14 ff1 fs0 fc0 sc0 ls0 ws0">&#27979;</div><div class="t m0 x2 h3 y15 ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _1"> </span><span class="ff2 sc1">18<span class="_ _1"> </span></span>&#31456; &#22522;&#20110;<span class="_ _1"> </span><span class="ff2 sc1">SV<span class="_ _2"></span>M<span class="_"> </span><span class="ff1 sc0">&#30340;&#22270;&#20687;&#20998;&#21106;</span>-<span class="ff1 sc0">&#30495;&#24425;&#33394;&#22270;&#20687;&#20998;&#21106;</span></span></div><div class="t m0 x2 h3 y16 ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _1"> </span><span class="ff2 sc1">19<span class="_ _1"> </span></span>&#31456; &#22522;&#20110;<span class="_ _1"> </span><span class="ff2 sc1">SV<span class="_ _2"></span>M<span class="_"> </span><span class="ff1 sc0">&#30340;&#25163;&#20889;&#23383;&#20307;&#35782;&#21035;</span></span></div><div class="t m0 x2 h3 y17 ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _1"> </span><span class="ff2 sc1">20<span class="_ _1"> </span></span>&#31456; <span class="ff2 sc1">LIBSVM-F<span class="_ _2"></span>arut<span class="_ _2"></span>oUl+mate<span class="_ _1"> </span><span class="ff1 sc0">&#24037;&#20855;&#31665;&#21450;<span class="_ _5"> </span></span>GUI<span class="_ _5"> </span><span class="ff1 sc0">&#29256;&#26412;&#20171;&#32461;&#19982;&#20351;&#29992;</span></span></div><div class="t m0 x2 h3 y18 ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _5"> </span><span class="ff2 sc1">21<span class="_"> </span></span>&#31456; &#33258;&#32452;&#32455;&#31454;&#20105;&#32593;&#32476;&#22312;&#27169;&#24335;&#20998;&#31867;&#20013;&#30340;&#24212;&#29992;&#8212;&#24739;&#32773;&#30284;&#30151;&#21457;&#30149;&#39044;&#27979;</div><div class="t m0 x2 h3 y19 ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _5"> </span><span class="ff2 sc1">22<span class="_"> </span></span>&#31456; <span class="ff2 sc1">SOM<span class="_ _5"> </span></span>&#31070;&#32463;&#32593;&#32476;&#30340;&#25968;&#25454;&#20998;&#31867;<span class="ff2 sc1">--</span>&#26612;&#27833;&#26426;&#25925;&#38556;&#35786;&#26029;</div><div class="t m0 x2 h3 y1a ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _5"> </span><span class="ff2 sc1">23<span class="_"> </span></span>&#31456; <span class="ff2 sc1">Elman<span class="_ _5"> </span></span>&#31070;&#32463;&#32593;&#32476;&#30340;&#25968;&#25454;&#39044;&#27979;<span class="ff2 sc1">----</span>&#30005;&#21147;&#36127;&#33655;&#39044;&#27979;&#27169;&#22411;&#30740;&#31350;</div><div class="t m0 x2 h3 y1b ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _5"> </span><span class="ff2 sc1">24<span class="_"> </span></span>&#31456; &#27010;&#29575;&#31070;&#32463;&#32593;&#32476;&#30340;&#20998;&#31867;&#39044;&#27979;<span class="ff2 sc1">--</span>&#22522;&#20110;<span class="_ _5"> </span><span class="ff2 sc1">PNN<span class="_"> </span></span>&#30340;&#21464;&#21387;&#22120;&#25925;&#38556;&#35786;&#26029;</div><div class="t m0 x2 h3 y1c ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _5"> </span><span class="ff2 sc1">25<span class="_"> </span></span>&#31456; &#22522;&#20110;<span class="_ _5"> </span><span class="ff2 sc1">MIV<span class="_"> </span></span>&#30340;&#31070;&#32463;&#32593;&#32476;&#21464;&#37327;&#31579;&#36873;<span class="ff2 sc1">----</span>&#22522;&#20110;<span class="_ _5"> </span><span class="ff2 sc1">BP<span class="_"> </span></span>&#31070;&#32463;&#32593;&#32476;&#30340;&#21464;&#37327;&#31579;&#36873;</div><div class="t m0 x2 h3 y1d ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _5"> </span><span class="ff2 sc1">26<span class="_"> </span></span>&#31456; <span class="ff2 sc1">L<span class="_ _0"></span>V<span class="_ _2"></span>Q<span class="_"> </span><span class="ff1 sc0">&#31070;&#32463;&#32593;&#32476;&#30340;&#20998;&#31867;&#8212;&#8212;&#20083;&#33146;&#32959;&#30244;&#35786;&#26029;</span></span></div><div class="t m0 x2 h3 y1e ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _5"> </span><span class="ff2 sc1">27<span class="_"> </span></span>&#31456; <span class="ff2 sc1">L<span class="_ _0"></span>V<span class="_ _2"></span>Q<span class="_"> </span><span class="ff1 sc0">&#31070;&#32463;&#32593;&#32476;&#30340;&#39044;&#27979;&#8212;&#8212;&#20154;&#33080;&#26397;&#21521;&#35782;&#21035;</span></span></div><div class="t m0 x2 h3 y1f ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _5"> </span><span class="ff2 sc1">28<span class="_"> </span></span>&#31456; &#20915;&#31574;&#26641;&#20998;&#31867;&#22120;&#30340;&#24212;&#29992;&#30740;&#31350;&#8212;&#8212;&#20083;&#33146;&#30284;&#35786;&#26029;</div><div class="t m0 x2 h3 y20 ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _5"> </span><span class="ff2 sc1">29<span class="_"> </span></span>&#31456; &#26497;&#38480;&#23398;&#20064;&#26426;&#22312;&#22238;&#24402;&#25311;&#21512;&#21450;&#20998;&#31867;&#38382;&#39064;&#20013;&#30340;&#24212;&#29992;&#30740;&#31350;&#8212;&#8212;&#23545;&#27604;&#23454;&#39564;</div><div class="t m0 x2 h3 y21 ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _5"> </span><span class="ff2 sc1">30<span class="_"> </span></span>&#31456; &#22522;&#20110;&#38543;&#26426;&#26862;&#26519;&#24605;&#24819;&#30340;&#32452;&#21512;&#20998;&#31867;&#22120;&#35774;&#35745;&#8212;&#8212;&#20083;&#33146;&#30284;&#35786;&#26029;</div><div class="t m0 x2 h3 y22 ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _5"> </span><span class="ff2 sc1">31<span class="_"> </span></span>&#31456; &#24605;&#32500;&#36827;&#21270;&#31639;&#27861;&#20248;&#21270;<span class="_ _5"> </span><span class="ff2 sc1">BP<span class="_"> </span></span>&#31070;&#32463;&#32593;&#32476;&#8212;&#8212;&#38750;&#32447;&#24615;&#20989;&#25968;&#25311;&#21512;</div><div class="t m0 x2 h3 y23 ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _5"> </span><span class="ff2 sc1">32<span class="_"> </span></span>&#31456; &#23567;&#27874;&#31070;&#32463;&#32593;&#32476;&#30340;&#26102;&#38388;&#24207;&#21015;&#39044;&#27979;&#8212;&#8212;&#30701;&#26102;&#20132;&#36890;&#27969;&#37327;&#39044;&#27979;</div><div class="t m0 x2 h3 y24 ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _5"> </span><span class="ff2 sc1">33<span class="_"> </span></span>&#31456; &#27169;&#31946;&#31070;&#32463;&#32593;&#32476;&#30340;&#39044;&#27979;&#31639;&#27861;&#8212;&#8212;&#22025;&#38517;&#27743;&#27700;&#36136;&#35780;&#20215;</div><div class="t m0 x2 h3 y25 ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _5"> </span><span class="ff2 sc1">34<span class="_"> </span></span>&#31456; &#24191;&#20041;&#31070;&#32463;&#32593;&#32476;&#30340;&#32858;&#31867;&#31639;&#27861;&#8212;&#8212;&#32593;&#32476;&#20837;&#20405;&#32858;&#31867;</div><div class="t m0 x2 h3 y26 ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _5"> </span><span class="ff2 sc1">35<span class="_"> </span></span>&#31456; &#31890;&#23376;&#32676;&#20248;&#21270;&#31639;&#27861;&#30340;&#23547;&#20248;&#31639;&#27861;&#8212;&#8212;&#38750;&#32447;&#24615;&#20989;&#25968;&#26497;&#20540;&#23547;&#20248;</div><div class="t m0 x2 h3 y27 ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _5"> </span><span class="ff2 sc1">36<span class="_"> </span></span>&#31456; &#36951;&#20256;&#31639;&#27861;&#20248;&#21270;&#35745;&#31639;&#8212;&#8212;&#24314;&#27169;&#33258;&#21464;&#37327;&#38477;&#32500;</div><div class="t m0 x2 h3 y28 ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _5"> </span><span class="ff2 sc1">37<span class="_"> </span></span>&#31456; &#22522;&#20110;&#28784;&#33394;&#31070;&#32463;&#32593;&#32476;&#30340;&#39044;&#27979;&#31639;&#27861;&#30740;&#31350;&#8212;&#8212;&#35746;&#21333;&#38656;&#27714;&#39044;&#27979;</div><div class="t m0 x2 h3 y29 ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _5"> </span><span class="ff2 sc1">38<span class="_"> </span></span>&#31456; &#22522;&#20110;<span class="_ _5"> </span><span class="ff2 sc1">Kohonen<span class="_"> </span></span>&#32593;&#32476;&#30340;&#32858;&#31867;&#31639;&#27861;&#8212;&#8212;&#32593;&#32476;&#20837;&#20405;&#32858;&#31867;</div><div class="t m0 x2 h3 y2a ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _5"> </span><span class="ff2 sc1">39<span class="_"> </span></span>&#31456; &#31070;&#32463;&#32593;&#32476;<span class="_ _5"> </span><span class="ff2 sc1">GUI<span class="_"> </span></span>&#30340;&#23454;&#29616;&#8212;&#8212;&#22522;&#20110;<span class="_ _5"> </span><span class="ff2 sc1">GUI<span class="_"> </span></span>&#30340;&#31070;&#32463;&#32593;&#32476;&#25311;&#21512;&#12289;&#27169;&#24335;&#35782;&#21035;&#12289;&#32858;&#31867;</div><div class="t m0 x2 h3 y2b ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _5"> </span><span class="ff2 sc1">40<span class="_"> </span></span>&#31456; &#21160;&#24577;&#31070;&#32463;&#32593;&#32476;&#26102;&#38388;&#24207;&#21015;&#39044;&#27979;&#30740;&#31350;&#8212;&#8212;&#22522;&#20110;<span class="_ _5"> </span><span class="ff2 sc1">MA<span class="_ _0"></span>TLAB<span class="_"> </span><span class="ff1 sc0">&#30340;<span class="_ _5"> </span></span>NARX<span class="_"> </span><span class="ff1 sc0">&#23454;&#29616;</span></span></div><div class="t m0 x2 h3 y2c ff1 fs0 fc0 sc0 ls0 ws0">&#31532;<span class="_ _5"> </span><span class="ff2 sc1">41<span class="_"> </span></span>&#31456; &#23450;&#21046;&#31070;&#32463;&#32593;&#32476;&#30340;&#23454;&#29616;&#8212;&#8212;&#31070;&#32463;&#32593;&#32476;&#30340;&#20010;&#24615;&#21270;&#24314;&#27169;&#19982;&#20223;&#30495;</div></div></div><div class="pi" data-data='{"ctm":[1.611850,0.000000,0.000000,1.611850,0.000000,0.000000]}'></div></div> </body> </html>
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