ICA的人脸识别片上系统的设计与实现.zip

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为了提高人脸识别率和算法实时性,满足人脸识别系统的小型化和便携性的要求,采用ZYNQ-7000全可编程片上系统作为算法实现平台,设计了一种基于PCA/ICA的人脸识别系统。实验结果表明,在ORL人脸数据库上,本文算法可以达到98.33%的人脸识别正确率,单张人脸图片计算速度可以达到9ms。
ICA的人脸识别片上系统的设计与实现.zip
  • »ùÓÚPCA_ICAµÄÈËÁ³Ê¶±ðƬÉÏϵͳµÄÉè¼ÆÓëʵÏÖ_º«ÈðÈð.pdf
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内容介绍
<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/624f42a074bc5c01052c4314/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/624f42a074bc5c01052c4314/bg1.jpg"><div class="t m0 x1 h2 y1 ff1 fs0 fc0 sc0 ls0 ws0">Techniques of Automation &amp; Appli<span class="_ _0"></span>ca<span class="_ _0"></span>ti<span class="_ _0"></span>on<span class="_ _0"></span>s</div><div class="t m1 x2 h2 y1 ff1 fs0 fc0 sc0 ls1 ws0"> | <span class="_ _1"></span>129</div><div class="c x0 y2 w2 h0"><div class="t m1 x3 h3 y3 ff2 fs1 fc0 sc0 ls1 ws0">&#12298;&#33258;&#21160;&#21270;&#25216;&#26415;&#19982;&#24212;&#29992;&#12299;<span class="_"> </span>2019<span class="_ _2"> </span>&#24180;&#31532;<span class="_ _2"> </span>38<span class="_ _2"> </span>&#21367;&#31532;<span class="_ _2"> </span>2<span class="_ _3"> </span>&#26399;</div><div class="t m2 x4 h4 y4 ff3 fs2 fc0 sc0 ls1 ws0">&#36776;&#35782;&#24314;&#27169;&#19982;&#20223;&#30495;</div><div class="t m1 x5 h5 y5 ff4 fs1 fc0 sc0 ls1 ws0">I<span class="ff5">denti&#59071;cation Modeling and Simulation</span></div></div><div class="t m1 x6 h6 y6 ff6 fs3 fc0 sc0 ls1 ws0"> &#22522;&#20110;</div><div class="t m1 x7 h7 y7 ff1 fs3 fc0 sc0 ls1 ws0">PCA/ICA</div><div class="t m1 x8 h6 y6 ff6 fs3 fc0 sc0 ls1 ws0">&#30340;&#20154;&#33080;&#35782;&#21035;&#29255;&#19978;&#31995;&#32479;&#30340;&#35774;&#35745;&#19982;&#23454;&#29616;</div><div class="t m1 x9 h8 y8 ff6 fs4 fc0 sc0 ls1 ws0">&#38889;&#29790;&#29790;<span class="_ _4"> </span>,<span class="_ _4"> </span>&#24352;&#23588;&#36187;</div><div class="t m1 xa h9 y9 ff6 fs5 fc0 sc0 ls1 ws0"> </div><div class="t m1 xb ha ya ff7 fs6 fc0 sc0 ls1 ws0">(<span class="_ _5"> </span>&#27743;&#33487;&#31185;&#25216;&#22823;&#23398; &#30005;&#23376;&#19982;&#20449;&#24687;&#23398;&#38498;<span class="_ _5"> </span>,<span class="_ _5"> </span>&#27743;&#33487; &#38215;&#27743; 212003)</div><div class="t m1 xc hb yb ff6 fs7 fc0 sc0 ls1 ws0">&#25688;<span class="ls2 ws1"> <span class="_ _5"> </span> <span class="_ _2"> </span></span>&#35201;<span class="_ _5"> </span>:</div><div class="t m1 xd hb yc ff7 fs7 fc0 sc0 ls1 ws0">&#20026;&#20102;&#25552;&#39640;&#20154;&#33080;&#35782;&#21035;&#29575;&#21644;&#31639;&#27861;&#23454;&#26102;&#24615;<span class="_ _5"> </span>,<span class="_ _2"> </span>&#28385;&#36275;&#20154;&#33080;&#35782;&#21035;&#31995;&#32479;&#30340;&#23567;&#22411;&#21270;&#21644;&#20415;&#25658;&#24615;&#30340;&#35201;&#27714;<span class="_ _5"> </span>,<span class="_ _2"> </span><span class="ls3 ws2">&#37319;&#29992;<span class="_ _2"> </span>ZYNQ</span>-7000<span class="_ _2"> </span>&#20840;&#21487;&#32534;&#31243;&#29255;&#19978;&#31995;&#32479;</div><div class="t m1 xe hb yd ff7 fs7 fc0 sc0 ls1 ws0">&#20316;&#20026;&#31639;&#27861;&#23454;&#29616;&#24179;&#21488;<span class="_ _5"> </span>,<span class="_ _2"> </span>&#35774;&#35745;&#20102;&#19968;&#31181;&#22522;&#20110;<span class="_ _5"> </span><span class="ls4 ws3">PCA/ICA<span class="_ _3"> </span></span>&#30340;&#20154;&#33080;&#35782;&#21035;&#31995;&#32479;&#12290;&#23454;&#39564;&#32467;&#26524;&#34920;&#26126;<span class="_ _6"> </span>,<span class="_ _6"> </span>&#22312;<span class="_ _6"> </span>O<span class="_ _0"></span>R<span class="_ _0"></span>L<span class="_ _6"> </span>&#20154;&#33080;&#25968;&#25454;&#24211;&#19978;<span class="_ _6"> </span>,<span class="_ _6"> </span>&#26412;&#25991;&#31639;&#27861;&#21487;&#20197;</div><div class="t m1 xe hb ye ff7 fs7 fc0 sc0 ls1 ws0">&#36798;&#21040;<span class="_ _6"> </span>98.33%<span class="_ _6"> </span>&#30340;&#20154;&#33080;&#35782;&#21035;&#27491;&#30830;&#29575;<span class="_ _6"> </span>,<span class="_ _6"> </span>&#21333;&#24352;&#20154;&#33080;&#22270;&#29255;&#35745;&#31639;&#36895;&#24230;&#21487;&#20197;&#36798;&#21040;<span class="_ _6"> </span>9ms&#12290;</div><div class="t m1 xc hb yf ff6 fs7 fc0 sc0 ls1 ws0">&#20851;&#38190;&#35789;<span class="_ _6"> </span>:</div><div class="t m1 xf hb y10 ff7 fs7 fc0 sc0 ls1 ws0">ZYNQ;PCA/ICA;BP<span class="_ _6"> </span>&#31070;&#32463;&#32593;&#32476;<span class="_ _6"> </span>;<span class="_ _6"> </span>&#20154;&#33080;&#35782;&#21035;</div><div class="t m1 xc hb y11 ff7 fs7 fc0 sc0 ls1 ws0">&#20013;&#22270;&#20998;&#31867;&#21495;<span class="_ _6"> </span>:TP391.41 &#25991;&#29486;&#26631;&#35782;&#30721;<span class="_ _6"> </span>:A &#25991;&#31456;&#32534;&#21495;<span class="_ _6"> </span>:1003-7241(2019)02-0129-06</div><div class="t m1 x10 ha y12 ff7 fs6 fc0 sc0 ls1 ws0"> </div><div class="t m1 x11 hc y13 ff1 fs8 fc0 sc0 ls1 ws0">Design and Implementation of PCA/ICA<span class="_ _7"></span> Based</div><div class="t m1 x12 hc y14 ff1 fs8 fc0 sc0 ls1 ws0"> Face Recognition System on Chip</div><div class="t m1 x13 hd y15 ff8 fs4 fc0 sc0 ls1 ws0">HAN Rui-<span class="ws4">rui, <span class="_ _0"></span>ZHANG Y<span class="_ _7"></span>ou<span class="ws0">-sai</span></span></div><div class="t m1 x14 he y16 ff9 fs6 fc0 sc0 ls1 ws0">(</div><div class="t m1 x15 hf y17 ff9 fs9 fc0 sc0 ls1 ws0"> </div><div class="t m1 x16 he y16 ff9 fs6 fc0 sc0 ls1 ws0">School of Electronics and Information, Jiangsu University of Science and T<span class="_ _7"></span>echnology<span class="_ _1"></span>, Zhenjiang 212003 China )</div><div class="t m1 xc h10 y18 ff8 fsa fc0 sc0 ls1 ws0">Abstract: <span class="ff9 ws5">T<span class="_ _8"></span>o satisfy the requirements of miniaturization and portability<span class="_ _8"></span>, PCA/ICA&#8211;based face recognition system on chip with higher </span></div><div class="t m1 x17 h10 y19 ffa fsa fc0 sc0 ls1 ws0">face <span class="_ _9"></span>recognition <span class="_ _9"></span>rates <span class="_ _9"></span>and <span class="_ _9"></span>real-time <span class="_ _9"></span>performance <span class="_ _9"></span>is <span class="_ _9"></span>designed <span class="_ _9"></span>using <span class="_ _9"></span>ZYNQ-7000 <span class="_ _9"></span>as <span class="_ _9"></span>hardware <span class="_ _9"></span>platform. <span class="_ _9"></span>The <span class="_ _9"></span>experimental </div><div class="t m1 x17 h10 y1a ff9 fsa fc0 sc0 ls1 ws6">results have shown that the face recognition rates of this algorithm can reach 98.33% and the calculation time of single </div><div class="t m1 x17 h10 y1b ff9 fsa fc0 sc0 ls1 ws0">image is less than 9ms in the ORL<span class="_ _1"></span> human face database.</div><div class="t m1 xc h10 y1c ff8 fsa fc0 sc0 ls1 ws0">Key words:<span class="ffa"> ZYNQ; PCA/ICA; BP<span class="_ _1"></span> neural network; face recognition</span></div><div class="t m1 xc h11 y1d ffb fsb fc0 sc0 ls1 ws0">&#25910;&#31295;&#26085;&#26399;<span class="_ _2"> </span>:2017-10-09</div><div class="t m3 xc h12 y1e ff6 fsc fc0 sc0 ls1 ws0"> 1 &#24341;&#35328;</div><div class="t m1 x10 ha y1f ff7 fs6 fc0 sc0 ls5 ws7">&#38543;&#30528;&#30417;&#25511;&#32593;&#32476;&#21644;&#20844;&#20849;&#23433;&#20840;&#30340;&#21457;&#23637;<span class="_ _6"> </span><span class="ls1 ws0">,<span class="_ _6"> </span></span>&#19982;&#30417;&#25511;&#25668;&#20687;&#22836;&#30456;</div><div class="t m1 xc ha y20 ff7 fs6 fc0 sc0 ls6 ws8">&#32467;&#21512;&#30340;&#39640;&#36895;<span class="_ _8"></span>&#12289;&#39640;&#35782;&#21035;&#29575;&#30340;&#23884;&#20837;&#24335;&#20154;&#33080;&#35782;&#21035;&#31995;&#32479;&#24471;&#21040;&#20102;&#24191;</div><div class="t m1 xc ha y21 ff7 fs6 fc0 sc0 ls7 ws9">&#27867;&#24212;&#29992;&#12290;</div><div class="t m1 x10 ha y22 ff7 fs6 fc0 sc0 ls7 ws9">&#20027;&#25104;&#20998;&#20998;&#26512;<span class="_ _5"> </span><span class="ls8 wsa">(Principal <span class="_ _6"> </span>Component <span class="_ _6"> </span>Analysis,PCA)</span></div><div class="t m1 xc ha y23 ff7 fs6 fc0 sc0 ls7 ws9">&#26159;&#19968;&#31181;&#22522;&#20110;&#20449;&#21495;&#20108;&#38454;&#32479;&#35745;&#29305;&#24615;&#30340;&#20998;&#26512;&#26041;&#27861;<span class="_ _3"> </span><span class="ls1 ws0">,<span class="_ _3"> </span></span>&#22312;&#20154;&#33080;&#35782;&#21035;&#39046;</div><div class="t m1 xc ha y24 ff7 fs6 fc0 sc0 ls7 ws9">&#22495;&#24471;&#21040;&#20102;&#24191;&#27867;&#30340;&#24212;&#29992;&#12290;<span class="_ _a"></span>&#20294;&#20854;&#24573;&#30053;&#20102;&#20449;&#21495;&#30340;&#39640;&#38454;&#32479;&#35745;&#20449;&#24687;&#12290;</div><div class="t m1 xc ha y25 ff7 fs6 fc0 sc0 ls7 ws9">&#29420;&#31435;&#25104;&#20998;&#20998;&#26512;<span class="_ _5"> </span><span class="ls9 wsb">(Independent <span class="_ _6"> </span>Component <span class="_ _6"> </span>Analysis,ICA)</span></div><div class="t m1 xc ha y26 ff7 fs6 fc0 sc0 lsa wsc">&#26159;&#19968;&#31181;&#22522;&#20110;&#20449;&#21495;&#39640;&#38454;&#32479;&#35745;&#29305;&#24615;&#30340;&#20998;&#26512;&#26041;&#27861;</div><div class="t m1 x13 h13 y27 ff7 fs9 fc0 sc0 lsb wsd">[1]</div><div class="t m1 x18 ha y26 ff7 fs6 fc0 sc0 lsc wse">&#12290;&#25991;&#29486;<span class="_ _6"> </span><span class="lsd wsf">[2]<span class="_ _5"> </span><span class="ls1 ws0">&#25552;</span></span></div><div class="t m1 xc ha y28 ff7 fs6 fc0 sc0 lsd wsf">&#20986;&#19968;&#31181;&#22522;&#20110;<span class="_ _5"> </span>P<span class="_ _9"></span>C<span class="_ _9"></span>A<span class="_ _9"></span>/<span class="_ _9"></span>I<span class="_ _9"></span>C<span class="_ _9"></span>A<span class="_ _5"> </span>&#30340;&#20154;&#33080;&#29305;&#24449;&#25552;&#21462;&#30340;&#26041;&#27861;<span class="_ _5"> </span><span class="ls1 ws0">,<span class="_ _5"> </span></span>&#34429;&#28982;&#35782;</div><div class="t m1 xc ha y29 ff7 fs6 fc0 sc0 lsd wsf">&#21035;&#27491;&#30830;&#29575;&#36798;&#21040;&#20102;<span class="_ _5"> </span>93.7%<span class="_ _0"></span><span class="ls1 ws0">,<span class="_ _6"> </span></span>&#27604;&#21333;&#29420;&#20351;&#29992;<span class="_ _5"> </span>P<span class="_ _0"></span>C<span class="_ _0"></span>A<span class="_ _5"> </span>&#25110;<span class="_ _5"> </span>I<span class="_ _0"></span>C<span class="_ _0"></span>A<span class="_ _5"> </span>&#35201;&#39640;<span class="_ _5"> </span><span class="ls1 ws0">,</span></div><div class="t m1 xc ha y2a ff7 fs6 fc0 sc0 lse ws10">&#20294;&#26159;&#20854;&#31639;&#27861;&#20351;&#29992;&#27431;&#24335;&#36317;&#31163;&#26368;&#36817;&#37051;&#20998;&#31867;&#22120;&#36827;&#34892;&#20998;&#31867;&#35782;&#21035;<span class="_ _6"> </span><span class="ls1 ws0">,</span></div><div class="t m1 xc ha y2b ff7 fs6 fc0 sc0 lsf ws11">&#19968;&#23450;&#31243;&#24230;&#19978;&#38480;&#21046;&#20102;&#35782;&#21035;&#27491;&#30830;&#29575;&#30340;&#36827;&#19968;&#27493;&#25552;&#39640;<span class="_ _1"></span>&#12290;&#21453;&#21521;&#20256;&#25773;</div><div class="t m1 xc ha y2c ff7 fs6 fc0 sc0 ls10 ws12">(Back<span class="_ _1"></span> <span class="_ _6"> </span>Propagation,BP)<span class="_ _6"> </span><span class="lsd wsf">&#31070;&#32463;&#32593;&#32476;&#20998;&#31867;&#22120;&#30456;&#27604;&#26368;&#36817;&#37051;&#20998;</span></div><div class="t m1 xc ha y2d ff7 fs6 fc0 sc0 ls11 ws13">&#31867;&#22120;<span class="_ _2"> </span><span class="ls1 ws0">,<span class="_ _5"> </span></span>&#20855;&#26377;&#38750;&#32447;&#24615;&#25311;&#21512;&#30340;&#20248;&#21183;<span class="_ _6"> </span><span class="ls1 ws0">,<span class="_ _5"> </span></span>&#20351;&#29992;<span class="_ _6"> </span>B<span class="_ _9"></span>P<span class="_ _6"> </span>&#31070;&#32463;&#32593;&#32476;&#20316;&#20026;</div><div class="t m1 xc ha y2e ff7 fs6 fc0 sc0 lsd wsf">&#20998;&#31867;&#22120;&#33021;&#22815;&#36827;&#19968;&#27493;&#25552;&#39640;&#20154;&#33080;&#35782;&#21035;&#27491;&#30830;&#29575;</div><div class="t m1 x19 h13 y2f ff7 fs9 fc0 sc0 lsb wsd">[3]</div><div class="t m1 x1a ha y2e ff7 fs6 fc0 sc0 ls1 ws0">&#12290;</div><div class="t m1 x1b ha y30 ff7 fs6 fc0 sc0 ls1 ws0">&#29992;&#20110;&#20154;&#33080;&#35782;&#21035;&#30340;<span class="_ _5"> </span>P<span class="_ _9"></span>C<span class="_ _0"></span>A<span class="_ _9"></span>/<span class="_ _9"></span>I<span class="_ _0"></span>C<span class="_ _9"></span>A<span class="_ _5"> </span>&#31639;&#27861;&#21644;<span class="_ _5"> </span>B<span class="_ _9"></span>P<span class="_ _6"> </span>&#31070;&#32463;&#32593;&#32476;&#31561;</div><div class="t m1 x1c ha y31 ff7 fs6 fc0 sc0 lsf ws11">&#37117;&#28041;&#21450;&#21040;&#22823;&#37327;&#30340;&#25968;&#25454;&#35745;&#31639;&#12290;&#21478;&#22806;<span class="_ _6"> </span><span class="ls1 ws0">,<span class="_ _5"> </span></span>&#23884;&#20837;&#24335;&#30340;&#20154;&#33080;&#35782;&#21035;&#31639;</div><div class="t m1 x1c ha y32 ff7 fs6 fc0 sc0 ls12 ws14">&#27861;&#36824;&#38656;&#35201;&#23454;&#29616;&#20154;&#33080;&#22270;&#20687;&#30340;&#37319;&#38598;<span class="_ _7"></span>&#12289;&#20445;&#23384;<span class="_ _8"></span>&#12289;&#39044;&#22788;&#29702;<span class="_ _8"></span>&#12289;&#32467;&#26524;</div><div class="t m1 x1c ha y33 ff7 fs6 fc0 sc0 ls13 ws15">&#26174;&#31034;&#21644;&#32467;&#26524;&#20256;&#36865;&#31561;&#22823;&#37327;&#30340;&#27969;&#31243;&#25511;&#21046;&#22797;&#26434;&#20294;&#36816;&#31639;&#37327;&#23567;&#30340;</div><div class="t m1 x1c ha y34 ff7 fs6 fc0 sc0 ls14 ws16">&#25805;&#20316;<span class="_ _8"></span>&#12290;&#20256;&#32479;&#30340;&#22522;&#20110;<span class="_ _6"> </span>A<span class="_ _9"></span>R<span class="_ _9"></span>M<span class="_ _6"> </span>&#25110;<span class="_ _6"> </span><span class="ls15 ws17">DSP<span class="_ _3"> </span></span>&#30340;&#21333;&#26680;&#22270;&#20687;&#22788;&#29702;&#31995;&#32479;</div><div class="t m1 x1c ha y35 ff7 fs6 fc0 sc0 ls16 ws18">&#24456;&#38590;&#28385;&#36275;&#31639;&#27861;&#20013;&#30340;&#23454;&#26102;&#24615;&#35201;&#27714;<span class="_ _2"> </span><span class="ls1 ws0">,<span class="_ _5"> </span></span>&#20363;&#22914;&#19968;&#20123;&#22522;&#20110;&#27492;&#24179;&#21488;</div><div class="t m1 x1c ha y36 ff7 fs6 fc0 sc0 ls16 ws18">&#30340;&#20154;&#33080;&#38376;&#31105;&#32771;&#21220;&#31995;&#32479;&#35782;&#21035;&#26102;&#38388;&#22312;&#31186;&#32423;&#19978;&#19979;<span class="_ _2"> </span><span class="ls1 ws0">,<span class="_ _5"> </span></span>&#23454;&#26102;&#24615;&#36739;</div><div class="t m1 x1c ha y37 ff7 fs6 fc0 sc0 ls1 ws0">&#20302;<span class="_ _5"> </span>;<span class="_ _5"> </span>&#22522;&#20110;&#29616;&#22330;&#21487;&#32534;&#31243;&#38376;&#38453;&#21015;<span class="_ _5"> </span>(Field <span class="_ _0"></span>Programmable Gate </div><div class="t m1 x1c ha y38 ff7 fs6 fc0 sc0 ls17 ws19">Array,FPGA)<span class="_ _3"> </span><span class="ls1 ws0">&#30340;&#21333;&#26680;&#22270;&#20687;&#22788;&#29702;&#31995;&#32479;&#38590;&#20197;&#28385;&#36275;&#22797;&#26434;&#30340;&#27969;</span></div><div class="t m1 x1c ha y39 ff7 fs6 fc0 sc0 ls1 ws0">&#31243;&#25511;&#21046;&#38656;&#27714;<span class="_ _6"> </span>;<span class="_ _5"> </span>&#22522;&#20110;<span class="_ _5"> </span>ARM+FPGA</div><div class="t m1 x1d h13 y3a ff7 fs9 fc0 sc0 ls1 ws0">[4]</div><div class="t m1 x1e ha y39 ff7 fs6 fc0 sc0 ls1 ws0">&#25110;<span class="_ _6"> </span>DSP+FPGA</div><div class="t m1 x1f h13 y3a ff7 fs9 fc0 sc0 ls1 ws0">[5]</div><div class="t m1 x20 ha y39 ff7 fs6 fc0 sc0 ls1 ws0">&#30340;&#22810;</div><div class="t m1 x1c ha y3b ff7 fs6 fc0 sc0 ls1 ws0">&#26680;&#22270;&#20687;&#22788;&#29702;&#31995;&#32479;&#34429;&#28982;&#20860;&#39038;&#20102;<span class="_ _5"> </span>A<span class="_ _0"></span>R<span class="_ _0"></span>M&#12289;D<span class="_ _0"></span>S<span class="_ _0"></span>P<span class="_ _5"> </span>&#21644;<span class="_ _5"> </span>F<span class="_ _0"></span>P<span class="_ _0"></span>G<span class="_ _9"></span>A<span class="_ _6"> </span>&#30340;&#20248;</div><div class="t m1 x1c ha y3c ff7 fs6 fc0 sc0 ls1 ws0">&#28857;<span class="_ _b"> </span>,<span class="_ _b"> </span>&#19968;&#23450;&#31243;&#24230;&#19978;&#25552;&#39640;&#20102;&#23884;&#20837;&#24335;&#22270;&#20687;&#22788;&#29702;&#31639;&#27861;&#30340;&#25191;&#34892;&#36895;&#24230;<span class="_ _b"> </span>,</div><div class="t m1 x1c ha y3d ff7 fs6 fc0 sc0 ls1 ws0">&#20294;&#26159;&#27492;&#31867;&#31995;&#32479;&#20027;&#25511;&#33455;&#29255;&#21644;&#36816;&#31639;&#27169;&#22359;&#20043;&#38388;&#36890;&#36807;&#26222;&#36890;<span class="_ _5"> </span>I<span class="_ _9"></span>/<span class="_ _9"></span><span class="ls18 ws1a">O&#36827;</span></div><div class="t m1 x1c ha y3e ff7 fs6 fc0 sc0 ls6 ws8">&#34892;&#25968;&#25454;&#20132;&#25442;<span class="_ _6"> </span><span class="ls1 ws0">,<span class="_ _5"> </span></span>&#30001;&#20110;&#25968;&#25454;&#20132;&#25442;&#30340;&#24102;&#23485;&#26377;&#38480;<span class="_ _5"> </span><span class="ls1 ws0">,<span class="_ _5"> </span></span>&#36825;&#31181;&#32467;&#26500;&#24456;&#23481;</div><div class="t m1 x1c ha y3f ff7 fs6 fc0 sc0 ls1 ws0">&#26131;&#23548;&#33268;&#25968;&#25454;&#21534;&#21520;&#37327;&#30340;&#29942;&#39048;</div><div class="t m1 x21 h13 y40 ff7 fs9 fc0 sc0 ls1 ws0">[6]</div><div class="t m1 x1 ha y3f ff7 fs6 fc0 sc0 ls1 ws0">&#12290;</div><div class="t m4 x1b ha y41 ff7 fs6 fc0 sc0 ls1 ws0">Z<span class="_ _b"> </span>Y<span class="_ _b"></span>N<span class="_ _b"></span>Q<span class="_ _b"></span>-7000<span class="_ _5"> </span><span class="ls13 ws15">&#26159;&#19968;&#31181;&#20869;&#37096;&#38598;&#25104;&#20102;<span class="_ _2"> </span>A<span class="_ _9"></span>R<span class="_ _0"></span>M<span class="_ _9"></span>+<span class="_ _0"></span>F<span class="_ _9"></span>P<span class="_ _0"></span>G<span class="_ _0"></span>A<span class="_ _6"> </span>&#30340;</span></div><div class="t m4 x1c ha y42 ff7 fs6 fc0 sc0 ls1 ws0">&#29255;&#19978;&#31995;&#32479;<span class="_ _5"> </span><span class="ls19 ws1b">(System<span class="_ _8"></span> <span class="_ _6"> </span>on<span class="_ _8"></span> <span class="_ _5"> </span>Chip,SoC),<span class="_ _3"> </span><span class="ls1 ws0">&#33455;&#29255;&#20998;&#20026;&#22788;&#29702;&#31995;&#32479;</span></span></div></div><div class="pi" data-data='{"ctm":[1.612686,0.000000,0.000000,1.612686,0.000000,0.000000]}'></div></div> </body> </html>
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