遗传算法的应用

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遗传算法(Genetic Algorithm)是一类借鉴生物界的进化规律(适者生存,优胜劣汰遗传机制)演化而来的随机化搜索方法
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内容介绍
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ws0">&#65306;<span class="_ _1"> </span><span class="ff3">1008</span></div><div class="t m0 x19 h5 yf ff3 fs1 fc0 sc0 ls0 ws0">&#65293;</div><div class="t m0 x1a h4 ye ff3 fs1 fc0 sc0 ls0 ws0">8423<span class="ff2">&#65288;<span class="_ _2"> </span></span>20<span class="_ _4"></span>17<span class="ff2">&#65289;<span class="_ _2"> </span></span>01</div><div class="t m0 x1b h5 yf ff3 fs1 fc0 sc0 ls0 ws0">&#65293;</div><div class="t m0 x11 h5 ye ff3 fs1 fc0 sc0 ls0 ws0">0007</div><div class="t m0 x1c h5 yf ff3 fs1 fc0 sc0 ls0 ws0">&#65293;</div><div class="t m0 x1d h4 ye ff3 fs1 fc0 sc0 ls0 ws0">04<span class="_ _5"> </span>DOI<span class="ff2">&#65306;<span class="_ _6"> </span></span>10&#65294;<span class="_ _0"></span>13501<span class="_ _7"></span>/<span class="_ _7"></span>j&#65294;<span class="_ _0"></span>cnki<span class="_ _0"></span>&#65294;42</div><div class="t m0 x1e h5 yf ff3 fs1 fc0 sc0 ls0 ws0">&#65293;</div><div class="t m0 x1f h5 ye ff3 fs1 fc0 sc0 ls0 ws0">1569<span class="_ _7"></span>/<span class="_ _7"></span>n&#65294;<span class="_ _0"></span>2017&#65294;<span class="_ _0"></span>03&#65294;<span class="_ _0"></span>002</div><div class="t m0 xc h6 y10 ff1 fs2 fc0 sc0 ls2 ws0">&#22522;&#20110;&#25913;&#36827;&#36951;&#20256;&#31639;&#27861;&#30340;</div><div class="t m0 x20 h7 y11 ff3 fs2 fc0 sc0 ls0 ws0">otsu</div><div class="t m0 x21 h6 y10 ff1 fs2 fc0 sc0 ls0 ws0">&#22270;</div><div class="t m0 x22 h6 y12 ff1 fs2 fc0 sc0 ls0 ws0">&#20687;<span class="_ _7"></span>&#20998;<span class="_ _7"></span>&#21106;<span class="_ _7"></span>&#31639;<span class="_ _7"></span>&#27861;</div><div class="t m0 x23 h8 y13 ff4 fs3 fc0 sc0 ls0 ws0">&#37329;</div><div class="t m0 x24 h8 y14 ff4 fs3 fc0 sc0 ls0 ws0">&#20445;&#21326;</div><div class="t m0 x25 h8 y15 ff5 fs3 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x26 h8 y14 ff4 fs3 fc0 sc0 ls0 ws0">&#23731;<span class="_ _8"> </span>&#33395;</div><div class="t m0 x27 h8 y15 ff5 fs3 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x28 h8 y14 ff4 fs3 fc0 sc0 ls0 ws0">&#21608;<span class="_ _8"> </span>&#20853;</div><div class="t m0 x29 h9 y16 ff6 fs4 fc0 sc0 ls0 ws0">&#65288;</div><div class="t m0 x10 h9 y17 ff7 fs4 fc0 sc0 ls3 ws0">&#37073;&#24030;&#36731;&#24037;&#19994;&#23398;</div><div class="t m0 x2a h9 y18 ff7 fs4 fc0 sc0 ls3 ws0">&#38498;<span class="_ _9"> </span>&#35745;&#31639;&#26426;&#19982;&#36890;&#20449;&#24037;&#31243;&#23398;&#38498;</div><div class="t m0 x2b h9 y19 ff6 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x2c h9 y18 ff7 fs4 fc0 sc0 ls0 ws0">&#27827;&#21335;<span class="_ _a"> </span>&#37073;&#24030;</div><div class="t m0 x2d h9 y19 ff3 fs4 fc0 sc0 ls0 ws0">450002<span class="_ _0"></span><span class="ff6">&#65289;</span></div><div class="t m0 x2e h4 y1a ff1 fs1 fc0 sc0 ls0 ws0">&#25688;</div><div class="t m0 x2f h4 y1b ff1 fs1 fc0 sc0 ls0 ws0">&#35201;</div><div class="t m0 x30 h4 y1c ff2 fs1 fc0 sc0 ls0 ws0">&#65306;</div><div class="t m0 x31 h4 y1b ff7 fs1 fc0 sc0 ls0 ws0">&#22312;&#22270;<span class="_ _0"></span>&#20687;<span class="_ _0"></span>&#20998;&#21106;<span class="_ _0"></span>&#36807;<span class="_ _0"></span>&#31243;<span class="_ _0"></span>&#20013;</div><div class="t m0 x32 h4 y1c ff6 fs1 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x33 h4 y1b ff7 fs1 fc0 sc0 ls4 ws0">&#20256;&#32479;&#30340;&#36951;&#20256;&#31639;&#27861;&#23384;&#22312;&#25910;&#25947;&#36895;&#24230;&#24930;</div><div class="t m0 x34 ha y1c ff8 fs1 fc0 sc0 ls0 ws0">&#12289;</div><div class="t m0 x35 h4 y1b ff7 fs1 fc0 sc0 ls4 ws0">&#26131;&#38519;&#20837;&#23616;&#37096;&#26368;&#20248;&#35299;&#31561;&#32570;&#38519;</div><div class="t m0 x36 h5 y1c ff3 fs1 fc0 sc0 ls0 ws0">&#65294;</div><div class="t m0 x37 h4 y1b ff7 fs1 fc0 sc0 ls0 ws0">&#22240;<span class="_ _0"></span>&#27492;</div><div class="t m0 x38 h4 y1c ff6 fs1 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x39 h4 y1b ff7 fs1 fc0 sc0 ls4 ws0">&#25552;&#20986;&#20102;&#19968;&#31181;&#22522;&#20110;&#25913;&#36827;</div><div class="t m0 x2e h4 y1d ff7 fs1 fc0 sc0 ls0 ws0">&#36951;&#20256;<span class="_ _0"></span>&#31639;&#27861;<span class="_ _0"></span>&#30340;</div><div class="t m0 x3a h5 y1e ff3 fs1 fc0 sc0 ls0 ws0">otsu</div><div class="t m0 x3b h4 y1d ff7 fs1 fc0 sc0 ls0 ws0">&#22270;&#20687;<span class="_ _0"></span>&#20998;&#21106;<span class="_ _0"></span>&#31639;&#27861;</div><div class="t m0 x3c h4 y1e ff6 fs1 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x13 h4 y1d ff7 fs1 fc0 sc0 ls5 ws0">&#35813;&#31639;&#27861;&#22312;&#21407;&#26377;&#20998;&#21106;&#31639;&#27861;<span class="ls6">&#22522;&#30784;&#19978;&#23545;&#20132;&#21449;&#29575;<span class="ls7">&#21644;&#21464;&#24322;&#29575;&#36827;&#34892;&#25913;&#36827;</span></span></div><div class="t m0 x3d h4 y1e ff6 fs1 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x3e h4 y1d ff7 fs1 fc0 sc0 ls0 ws0">&#20351;<span class="_ _0"></span>&#29992;</div><div class="t m0 x3f h5 y1e ff3 fs1 fc0 sc0 ls0 ws0">otsu</div><div class="t m0 x40 h4 y1d ff7 fs1 fc0 sc0 ls0 ws0">&#20316;<span class="_ _0"></span>&#20026;<span class="_ _0"></span>&#36866;<span class="_ _b"></span>&#24212;<span class="_ _0"></span>&#24230;</div><div class="t m0 x2e h4 y1f ff7 fs1 fc0 sc0 ls0 ws0">&#20989;&#25968;</div><div class="t m0 x30 h4 y20 ff6 fs1 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x31 h4 y1f ff7 fs1 fc0 sc0 ls0 ws0">&#24182;&#37319;<span class="_ _0"></span>&#29992;<span class="_ _0"></span>&#36873;&#25321;</div><div class="t m0 x41 ha y20 ff8 fs1 fc0 sc0 ls0 ws0">&#12289;</div><div class="t m0 x42 h4 y1f ff7 fs1 fc0 sc0 ls0 ws0">&#20132;<span class="_ _0"></span>&#21449;</div><div class="t m0 x43 ha y20 ff8 fs1 fc0 sc0 ls0 ws0">&#12289;</div><div class="t m0 x32 h4 y1f ff7 fs1 fc0 sc0 ls4 ws0">&#21464;&#24322;&#31561;&#25805;&#20316;&#23547;&#25214;&#26368;&#20339;&#20998;&#21106;&#38408;&#20540;</div><div class="t m0 x44 h5 y20 ff3 fs1 fc0 sc0 ls0 ws0">&#65294;</div><div class="t m0 x45 h4 y1f ff7 fs1 fc0 sc0 ls0 ws0">&#20223;<span class="_ _0"></span>&#30495;&#23454;<span class="_ _0"></span>&#39564;<span class="_ _0"></span>&#34920;<span class="_ _0"></span>&#26126;</div><div class="t m0 x46 h4 y20 ff6 fs1 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x47 h4 y1f ff7 fs1 fc0 sc0 ls4 ws0">&#35813;&#31639;&#27861;&#21487;&#20197;&#26377;&#25928;&#25552;&#39640;&#22270;&#20687;&#30340;&#20998;&#21106;&#31934;&#24230;&#21644;&#35745;</div><div class="t m0 x2e h4 y21 ff7 fs1 fc0 sc0 ls0 ws0">&#31639;&#36895;<span class="_ _0"></span>&#24230;</div><div class="t m0 x48 h4 y22 ff6 fs1 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x49 h4 y21 ff7 fs1 fc0 sc0 ls5 ws0">&#35777;&#26126;&#20102;&#35813;&#31639;&#27861;&#20855;&#26377;&#33391;&#22909;&#30340;&#23547;&#20248;&#33021;&#21147;</div><div class="t m0 x4a h5 y22 ff3 fs1 fc0 sc0 ls0 ws0">&#65294;</div><div class="t m0 x2e h4 y23 ff1 fs1 fc0 sc0 ls0 ws0">&#20851;&#38190;<span class="_ _0"></span>&#35789;</div><div class="t m0 x48 h4 y24 ff2 fs1 fc0 sc0 ls0 ws0">&#65306;</div><div class="t m0 x49 h4 y23 ff7 fs1 fc0 sc0 ls0 ws0">&#36951;&#20256;<span class="_ _0"></span>&#31639;&#27861;</div><div class="t m0 x41 h4 y24 ff6 fs1 fc0 sc0 ls0 ws0">&#65307;</div><div class="t m0 x42 h4 y23 ff7 fs1 fc0 sc0 ls0 ws0">&#38408;&#20540;</div><div class="t m0 x43 h4 y24 ff6 fs1 fc0 sc0 ls0 ws0">&#65307;</div><div class="t m0 x9 h4 y23 ff7 fs1 fc0 sc0 ls0 ws0">&#22270;&#20687;<span class="_ _0"></span>&#20998;&#21106;</div><div class="t m0 x4b h4 y24 ff6 fs1 fc0 sc0 ls0 ws0">&#65307;<span class="_ _c"> </span><span class="ff3">otsu</span></div><div class="t m0 x4c h4 y23 ff7 fs1 fc0 sc0 ls0 ws0">&#20989;&#25968;</div><div class="t m0 x2e h4 y25 ff1 fs1 fc0 sc0 ls0 ws0">&#20013;&#22270;<span class="_ _0"></span>&#20998;&#31867;<span class="_ _0"></span>&#21495;</div><div class="t m0 x4d h4 y26 ff2 fs1 fc0 sc0 ls0 ws0">&#65306;<span class="_ _6"> </span><span class="ff3">TS210&#65294;<span class="_ _0"></span>1</span></div><div class="t m0 x4e h4 y25 ff1 fs1 fc0 sc0 ls0 ws0">&#25991;&#29486;<span class="_ _0"></span>&#26631;&#24535;<span class="_ _0"></span>&#30721;</div><div class="t m0 x4f h4 y26 ff2 fs1 fc0 sc0 ls0 ws0">&#65306;<span class="_ _6"> </span><span class="ff3">A</span></div><div class="t m0 x50 hb y27 ff9 fs5 fc0 sc0 ls0 ws0">The<span class="_ _d"> </span>otsu<span class="_ _d"> </span>Im<span class="_ _4"></span>age<span class="_ _d"> </span>Segmentatio<span class="_ _4"></span>n<span class="_ _d"> </span>Algorith<span class="_ _4"></span>m<span class="_ _d"> </span>Based</div><div class="t m0 x51 hb y28 ff9 fs5 fc0 sc0 ls0 ws0">on<span class="_ _d"> </span>Imp<span class="_ _4"></span>roved<span class="_ _d"> </span>Genetic<span class="_ _d"> </span>Algorithm</div><div class="t m0 x52 h9 y29 ff3 fs4 fc0 sc0 ls0 ws0">JIN<span class="_ _9"> </span>Baohua<span class="_ _0"></span><span class="ff5">&#65292;<span class="_ _e"></span><span class="ff3">YUE<span class="_ _9"> </span>Yan<span class="_ _0"></span><span class="ff5">&#65292;<span class="_ _e"></span><span class="ff3">ZHOU<span class="_ _9"> </span>Bing</span></span></span></span></div><div class="t m0 x53 h4 y2a ff5 fs1 fc0 sc0 ls0 ws0">&#65288;<span class="_ _3"> </span><span class="ff3">School<span class="_ _f"> </span>of<span class="_ _f"> </span>Computer<span class="_ _3"> </span>and<span class="_ _f"> </span>Communica<span class="_ _4"></span>tion<span class="_ _f"> </span>Engineeri<span class="_ _4"></span>ng<span class="ff5">&#65292;<span class="_ _10"></span><span class="ff3">Zhengzh<span class="_ _4"></span>ou<span class="_ _f"> </span>University<span class="_ _3"> </span>of<span class="_ _f"> </span>Light<span class="_ _f"> </span>Industry<span class="ff5">&#65292;<span class="_ _10"></span><span class="ff3">Zhen<span class="_ _4"></span>gzhou<span class="_ _3"> </span>45000<span class="_ _4"></span>2<span class="ff5">&#65292;<span class="_ _10"></span><span class="ff3">China<span class="ff5">&#65289;</span></span></span></span></span></span></span></span></div><div class="t m0 x2e h9 y2b ff9 fs4 fc0 sc0 ls0 ws0">Abst<span class="_ _4"></span>ract<span class="_ _0"></span><span class="ff5">&#65306;<span class="_ _11"> </span><span class="ff3">In<span class="_ _a"> </span>the<span class="_ _f"> </span>process<span class="_ _9"> </span>of<span class="_ _f"> </span>image<span class="_ _9"> </span>segmentati<span class="_ _4"></span>on<span class="_ _0"></span><span class="ff5">&#65292;<span class="_ _e"></span><span class="ff3">the<span class="_ _f"> </span>traditional<span class="_ _9"> </span>genetic<span class="_ _f"> </span>algorithm<span class="_ _9"> </span>has<span class="_ _f"> </span>such<span class="_ _9"> </span>defects<span class="_ _f"> </span>as<span class="_ _f"> </span>slow</span></span></span></span></div><div class="t m0 x2e h9 y2c ff3 fs4 fc0 sc0 ls0 ws0">convergence<span class="_ _a"> </span>speed<span class="_ _a"> </span>and<span class="_ _9"> </span>easil<span class="_ _4"></span>y<span class="_ _9"> </span>falling<span class="_ _9"> </span>into<span class="_ _f"> </span>local<span class="_ _9"> </span>optimal<span class="_ _9"> </span>solution&#65294;<span class="_ _b"></span>Therefore<span class="_"> </span><span class="ff5">&#65292;<span class="_ _e"></span><span class="ff3">this<span class="_ _9"> </span>paper<span class="_ _9"> </span>proposes<span class="_ _f"> </span>an<span class="_ _9"> </span>otsu<span class="_ _9"> </span>im-</span></span></div><div class="t m0 x2e h9 y2d ff3 fs4 fc0 sc0 ls0 ws0">age<span class="_ _a"> </span>segment<span class="_ _4"></span>ation<span class="_ _a"> </span>algorithm<span class="_ _9"> </span>based<span class="_ _9"> </span>on<span class="_ _a"> </span>improved<span class="_ _a"> </span>genetic<span class="_ _9"> </span>algorithm<span class="_ _0"></span>&#65294;<span class="_ _0"></span>The<span class="_ _a"> </span>proposed<span class="_ _9"> </span>algorithm<span class="_ _0"></span><span class="ff5">&#65292;<span class="_ _12"></span><span class="ff3">on<span class="_ _a"> </span>the<span class="_ _9"> </span>basis<span class="_ _a"> </span>of</span></span></div><div class="t m0 x2e h9 y2e ff3 fs4 fc0 sc0 ls0 ws0">the<span class="_ _a"> </span>original<span class="_ _9"> </span>segmentation<span class="_ _9"> </span>algorithm<span class="ff5">&#65292;<span class="_ _e"></span><span class="ff3">improves<span class="_ _a"> </span>the<span class="_ _9"> </span>crossover<span class="_ _9"> </span>rate<span class="_ _9"> </span>and<span class="_ _a"> </span>mutation<span class="_ _9"> </span>rate<span class="_ _9"> </span>by<span class="_ _9"> </span>using<span class="_ _9"> </span>otsu<span class="_ _9"> </span>as<span class="_ _9"> </span>fitnes<span class="_ _4"></span>s</span></span></div><div class="t m0 x2e h9 y2f ff3 fs4 fc0 sc0 ls0 ws0">function<span class="_ _9"> </span>and<span class="_ _13"> </span>using<span class="_ _13"> </span>the<span class="_ _13"> </span>selection<span class="_ _0"></span><span class="ff5">&#65292;<span class="_ _10"></span><span class="ff3">crossover<span class="_ _13"> </span>and<span class="_ _13"> </span>mutation<span class="_ _13"> </span>operations<span class="_ _13"> </span>to<span class="_ _d"> </span>search<span class="_ _13"> </span>for<span class="_ _d"> </span>the<span class="_ _d"> </span>best<span class="_ _13"> </span>segmentation</span></span></div><div class="t m0 x2e hc y30 ff3 fs4 fc0 sc0 ls0 ws0">threshold&#65294;<span class="_ _b"></span>The<span class="_ _9"> </span>simulation<span class="_ _a"> </span>res<span class="_ _4"></span>ults<span class="_ _9"> </span>show<span class="_ _a"> </span>that<span class="_ _a"> </span>the<span class="_ _14"> </span>proposed<span class="_ _a"> </span>algorithm<span class="_ _a"> </span>can<span class="_ _14"> </span>effectively<span class="_ _a"> </span>improve<span class="_ _a"> </span>the<span class="_ _14"> </span>image<span class="_ _a"> </span>seg-</div><div class="t m0 x2e hc y31 ff3 fs4 fc0 sc0 ls0 ws0">mentation<span class="_ _9"> </span>accuracy<span class="_ _a"> </span>and<span class="_ _a"> </span>calculation<span class="_ _9"> </span>speed<span class="_ _a"> </span>and<span class="_ _9"> </span>it<span class="_ _a"> </span>has<span class="_ _9"> </span>good<span class="_ _a"> </span>optimization<span class="_ _9"> </span>ability<span class="_ _0"></span>&#65294;</div><div class="t m0 x2e h9 y32 ff9 fs4 fc0 sc0 ls0 ws0">Key<span class="_ _a"> </span>words<span class="ff5">&#65306;<span class="_ _2"> </span><span class="ff3">genetic<span class="_ _a"> </span>algorithm</span>&#65307;<span class="_ _11"> </span><span class="ff3">threshold<span class="_ _a"> </span>value</span>&#65307;<span class="_ _11"> </span><span class="ff3">image<span class="_ _a"> </span>segmentat<span class="_ _4"></span>ion<span class="_ _0"></span><span class="ff5">&#65307;<span class="_ _11"> </span></span>otsu<span class="_ _9"> </span>function</span></span></div><div class="t m0 x2e h9 y33 ff4 fs4 fc0 sc0 ls3 ws0">&#22270;</div><div class="t m0 x3 h9 y34 ff4 fs4 fc0 sc0 ls3 ws0">&#20687;&#20998;&#21106;&#26159;&#22270;&#20687;&#22788;&#29702;&#21644;&#35745;&#31639;&#26426;&#35270;&#35273;&#20013;&#22522;&#26412;&#32780;&#20851;&#38190;&#30340;&#25216;&#26415;&#20043;&#19968;</div><div class="t m0 x54 hc y35 ff3 fs4 fc0 sc0 ls0 ws0">&#65294;</div><div class="t m0 x47 h9 y34 ff4 fs4 fc0 sc0 ls8 ws0">&#20854;&#30446;<span class="_ _4"></span>&#30340;<span class="_ _4"></span>&#26159;&#23558;<span class="_ _4"></span>&#30446;&#26631;&#21644;&#32972;&#26223;&#20998;&#31163;</div><div class="t m0 x55 h9 y35 ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x56 h9 y34 ff4 fs4 fc0 sc0 ls0 ws0">&#20026;<span class="_ _0"></span>&#21518;<span class="_ _0"></span>&#32493;<span class="_ _0"></span>&#30340;<span class="_ _0"></span>&#22270;</div><div class="t m0 x1 h9 y36 ff4 fs4 fc0 sc0 ls0 ws0">&#20687;&#20998;<span class="_ _0"></span>&#31867;</div><div class="t m0 x3 h9 y37 ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x57 h9 y36 ff4 fs4 fc0 sc0 ls3 ws0">&#35782;&#21035;&#21644;&#26816;&#32034;&#25552;&#20379;&#20381;&#25454;</div><div class="t m0 x4e h9 y37 ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x58 h9 y36 ff4 fs4 fc0 sc0 ls3 ws0">&#22312;&#23454;&#38469;&#29983;&#20135;&#20013;&#26377;&#30528;&#24191;&#27867;&#30340;&#24212;&#29992;</div><div class="t m0 x59 hc y37 ff3 fs4 fc0 sc0 ls0 ws0">&#65294;</div><div class="t m0 x2e h9 y38 ff4 fs4 fc0 sc0 ls0 ws0">&#36951;&#20256;<span class="_ _0"></span>&#31639;&#27861;</div><div class="t m0 x5a hd y39 ff5 fs6 fc0 sc0 ls0 ws0">&#65339;<span class="_ _15"></span><span class="ff3">1</span></div><div class="t m0 x7 he y3a ff3 fs6 fc0 sc0 ls0 ws0">&#65293;</div><div class="t m0 x5b hd y39 ff3 fs6 fc0 sc0 ls0 ws0">4<span class="_ _12"></span><span class="ff5">&#65341;</span></div><div class="t m0 x5c h9 y3b ff4 fs4 fc0 sc0 ls0 ws0">&#26377;</div><div class="t m0 x5d h9 y38 ff4 fs4 fc0 sc0 ls0 ws0">&#24191;&#27867;<span class="_ _0"></span>&#30340;&#24212;<span class="_ _0"></span>&#29992;</div><div class="t m0 x13 h9 y3c ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x5e h9 y38 ff4 fs4 fc0 sc0 ls3 ws0">&#30446;&#21069;&#24050;&#34987;&#24212;&#29992;&#21040;&#38408;&#20540;<span class="_ _0"></span>&#22270;&#20687;<span class="_ _0"></span>&#20998;<span class="_ _0"></span>&#21106;<span class="_ _0"></span>&#19978;</div><div class="t m0 x5f hc y3c ff3 fs4 fc0 sc0 ls0 ws0">&#65294;</div><div class="t m0 x60 h9 y38 ff4 fs4 fc0 sc0 ls0 ws0">&#29579;<span class="_ _0"></span>&#20025;</div><div class="t m0 x61 hf y3c ff8 fs4 fc0 sc0 ls0 ws0">&#12289;</div><div class="t m0 x62 h9 y38 ff4 fs4 fc0 sc0 ls0 ws0">&#21608;<span class="_ _0"></span>&#38182;<span class="_ _0"></span>&#31243;<span class="_ _b"></span>&#31561;</div><div class="t m0 x3d hd y39 ff5 fs6 fc0 sc0 ls0 ws0">&#65339;<span class="_ _15"></span><span class="ff3">5<span class="_ _12"></span><span class="ff5">&#65341;</span></span></div><div class="t m0 x63 h9 y3b ff4 fs4 fc0 sc0 ls9 ws0">&#25552;&#20986;&#19968;&#31181;&#25913;&#36827;&#36951;&#20256;&#31639;</div><div class="t m0 x1 h9 y3d ff4 fs4 fc0 sc0 ls3 ws0">&#27861;&#22312;&#22270;&#20687;&#20998;&#21106;&#20013;&#30340;&#24212;&#29992;</div><div class="t m0 x64 h9 y3e ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x65 h9 y3d ff4 fs4 fc0 sc0 ls3 ws0">&#35813;&#26041;&#27861;&#21033;&#29992;&#20108;&#32500;&#26368;&#22823;&#29109;&#22312;</div><div class="t m0 x66 h9 y3f ff4 fs4 fc0 sc0 ls8 ws0">&#20108;&#32500;&#31354;&#38388;&#28784;&#24230;&#31354;&#38388;&#19978;&#25628;&#32034;&#21442;&#25968;</div><div class="t m0 x67 h9 y40 ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x68 h9 y3f ff4 fs4 fc0 sc0 ls9 ws0">&#35813;&#26041;&#27861;&#35745;&#31639;&#37327;&#36739;&#22823;</div><div class="t m0 x69 h9 y40 ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x6a h9 y3f ff4 fs4 fc0 sc0 ls0 ws0">&#21442;<span class="_ _0"></span>&#25968;</div><div class="t m0 x1 h9 y41 ff4 fs4 fc0 sc0 ls0 ws0">&#36873;&#21462;<span class="_ _0"></span>&#27604;&#36739;<span class="_ _0"></span>&#22256;&#38590;</div><div class="t m0 x6b hc y42 ff3 fs4 fc0 sc0 ls0 ws0">&#65294;<span class="_ _b"></span>Chen<span class="_ _a"> </span>Y</div><div class="t m0 x6c h9 y41 ff4 fs4 fc0 sc0 ls0 ws0">&#31561;</div><div class="t m0 x65 hd y43 ff5 fs6 fc0 sc0 ls0 ws0">&#65339;<span class="_ _15"></span><span class="ff3">6<span class="_ _12"></span><span class="ff5">&#65341;</span></span></div><div class="t m0 x6d h9 y44 ff4 fs4 fc0 sc0 ls9 ws0">&#25552;</div><div class="t m0 x6e h9 y41 ff4 fs4 fc0 sc0 ls9 ws0">&#20986;<span class="_ _4"></span>&#22270;<span class="_ _4"></span>&#20687;&#20998;&#21106;&#30340;&#19968;&#20010;&#31616;&#21270;</div><div class="t m0 x6f hc y42 ff3 fs4 fc0 sc0 ls0 ws0">P<span class="_ _0"></span>CNN</div><div class="t m0 x70 h9 y41 ff4 fs4 fc0 sc0 ls9 ws0">&#30340;&#26032;&#21442;&#25968;&#33258;&#23450;&#35774;&#32622;&#26041;&#27861;</div><div class="t m0 x39 h9 y42 ff5 fs4 fc0 sc0 ls0 ws0">&#65292;<span class="_ _16"></span><span class="ff3">Zhou<span class="_ _a"> </span>D</span></div><div class="t m0 x40 hd y43 ff5 fs6 fc0 sc0 ls0 ws0">&#65339;<span class="_ _15"></span><span class="ff3">7<span class="_ _12"></span><span class="ff5">&#65341;</span></span></div><div class="t m0 x71 h9 y44 ff4 fs4 fc0 sc0 ls0 ws0">&#25552;</div><div class="t m0 x72 h9 y41 ff4 fs4 fc0 sc0 ls0 ws0">&#20986;<span class="_ _0"></span>&#19968;<span class="_ _b"></span>&#31181;<span class="_ _b"></span>&#31616;</div><div class="t m0 x1 h9 y45 ff4 fs4 fc0 sc0 ls3 ws0">&#21270;&#30340;&#33033;&#20914;&#32806;&#21512;&#31070;&#32463;&#32593;&#32476;&#30340;&#31895;&#21040;&#32454;&#30340;&#36845;&#20195;&#20998;&#21106;&#31574;&#30053;</div><div class="t m0 x73 h9 y46 ff5 fs4 fc0 sc0 ls0 ws0">&#65292;<span class="_ _e"></span><span class="ff3">Acharya<span class="_ _9"> </span>A</span></div><div class="t m0 x74 hd y47 ff5 fs6 fc0 sc0 ls0 ws0">&#65339;<span class="_ _15"></span><span class="ff3">8<span class="_ _12"></span><span class="ff5">&#65341;</span></span></div><div class="t m0 x75 h9 y48 ff4 fs4 fc0 sc0 ls3 ws0">&#21033;&#29992;&#36817;&#20284;&#36793;&#32536;&#25512;</div><div class="t m0 x76 h9 y45 ff4 fs4 fc0 sc0 ls8 ws0">&#29702;&#30340;&#20998;&#25968;&#38454;&#23398;&#20064;&#27169;&#22411;&#21442;&#25968;&#26469;</div><div class="t m0 x1 h9 y49 ff4 fs4 fc0 sc0 ls3 ws0">&#36827;&#34892;&#22270;&#20687;&#30340;&#20998;&#21106;</div><div class="t m0 x5b h9 y4a ff5 fs4 fc0 sc0 ls0 ws0">&#65292;<span class="_ _e"></span><span class="ff3">Niu<span class="_ _9"> </span>S</span></div><div class="t m0 x64 h9 y49 ff4 fs4 fc0 sc0 ls0 ws0">&#31561;</div><div class="t m0 x77 hd y4b ff5 fs6 fc0 sc0 ls0 ws0">&#65339;<span class="_ _15"></span><span class="ff3">9<span class="_ _12"></span><span class="ff5">&#65341;</span></span></div><div class="t m0 x78 h9 y4c ff4 fs4 fc0 sc0 ls3 ws0">&#25552;&#20986;&#19968;&#31181;&#40065;&#26834;&#22122;&#22768;&#21306;&#22495;</div><div class="t m0 x79 h9 y49 ff4 fs4 fc0 sc0 ls8 ws0">&#30340;&#36718;&#24275;&#27169;&#22411;&#30340;&#23616;&#37096;<span class="ls9">&#30456;&#20284;&#24615;&#22240;&#23376;&#29992;&#20110;&#22270;&#20687;&#20998;&#21106;</span></div><div class="t m0 x7a h9 y4a ff5 fs4 fc0 sc0 ls0 ws0">&#65292;<span class="_ _e"></span><span class="ff3">Takeda<span class="_ _14"> </span>H</span></div><div class="t m0 x1 h9 y4d ff4 fs4 fc0 sc0 ls0 ws0">&#31561;</div><div class="t m0 x18 hd y4e ff5 fs6 fc0 sc0 ls0 ws0">&#65339;<span class="_ _15"></span><span class="ff3">10<span class="_ _12"></span><span class="ff5">&#65341;</span></span></div><div class="t m0 x7b h9 y4f ff4 fs4 fc0 sc0 ls3 ws0">&#22522;&#20110;&#22330;&#26223;&#21069;&#26223;&#21644;&#32972;&#26223;&#30340;&#36125;&#21494;&#26031;&#39118;&#38505;&#20272;&#35745;&#30340;&#22270;&#20687;&#20998;&#21106;</div><div class="t m0 x20 h9 y50 ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x7c h9 y4f ff4 fs4 fc0 sc0 ls0 ws0">&#35874;</div><div class="t m0 x7d h9 y4d ff4 fs4 fc0 sc0 ls0 ws0">&#26133;</div><div class="t m0 x75 h9 y51 ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x21 h9 y4d ff4 fs4 fc0 sc0 ls0 ws0">&#29579;&#24314;<span class="_ _0"></span>&#23486;&#31561;</div><div class="t m0 x7e hd y4e ff5 fs6 fc0 sc0 ls0 ws0">&#65339;<span class="_ _15"></span><span class="ff3">11<span class="_ _12"></span><span class="ff5">&#65341;</span></span></div><div class="t m0 x2d h9 y4f ff4 fs4 fc0 sc0 ls8 ws0">&#25552;&#20986;&#19968;&#31181;&#31890;&#23376;&#32676;&#21644;</div><div class="t m0 x7f hc y50 ff3 fs4 fc0 sc0 ls0 ws0">otsu</div><div class="t m0 x80 h9 y4f ff4 fs4 fc0 sc0 ls0 ws0">&#30456;</div><div class="t m0 x6a h9 y4d ff4 fs4 fc0 sc0 ls0 ws0">&#32467;<span class="_ _0"></span>&#21512;</div><div class="t m0 x1 h9 y52 ff4 fs4 fc0 sc0 ls3 ws0">&#30340;&#32110;&#20307;&#22270;&#20687;&#20998;&#21106;&#31639;&#27861;</div><div class="t m0 x81 h9 y53 ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x50 h9 y52 ff4 fs4 fc0 sc0 ls3 ws0">&#21487;&#23454;&#29616;&#23545;&#32110;&#20307;&#21306;&#22495;&#30340;&#24555;&#36895;&#25552;&#21462;</div><div class="t m0 x82 h9 y53 ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x83 h9 y52 ff4 fs4 fc0 sc0 ls8 ws0">&#21333;&#31890;&#23376;&#32676;&#31639;&#27861;&#23454;&#26045;&#36807;&#31243;&#20013;</div><div class="t m0 x84 h9 y53 ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x67 h9 y52 ff4 fs4 fc0 sc0 ls9 ws0">&#21442;&#25968;&#35774;&#32622;&#20027;&#35201;&#20381;&#38752;&#23454;&#39564;&#32773;</div><div class="t m0 x1 h9 y54 ff4 fs4 fc0 sc0 ls0 ws0">&#30340;&#32463;<span class="_ _0"></span>&#39564;&#21435;<span class="_ _0"></span>&#35774;&#32622;</div><div class="t m0 x6b h9 y55 ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x3a h9 y54 ff4 fs4 fc0 sc0 ls0 ws0">&#32570;&#20047;<span class="_ _0"></span>&#20934;&#30830;<span class="_ _0"></span>&#24615;</div><div class="t m0 x33 hc y55 ff3 fs4 fc0 sc0 ls0 ws0">&#65294;</div><div class="t m0 x11 h9 y54 ff4 fs4 fc0 sc0 ls0 ws0">&#38408;&#20540;<span class="_ _0"></span>&#20998;&#21106;</div><div class="t m0 x85 hd y56 ff5 fs6 fc0 sc0 ls0 ws0">&#65339;<span class="_ _15"></span><span class="ff3">12</span></div><div class="t m0 x4f he y57 ff3 fs6 fc0 sc0 ls0 ws0">&#65293;</div><div class="t m0 x86 hd y56 ff3 fs6 fc0 sc0 ls0 ws0">15<span class="_ _12"></span><span class="ff5">&#65341;</span></div><div class="t m0 x87 h9 y58 ff4 fs4 fc0 sc0 ls3 ws0">&#30001;&#20110;&#20854;&#31616;&#21333;&#26377;&#25928;</div><div class="t m0 x88 h9 y59 ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x74 h9 y58 ff4 fs4 fc0 sc0 ls3 ws0">&#32780;&#34987;&#22823;&#23478;&#25152;&#24120;&#29992;</div><div class="t m0 x89 hc y59 ff3 fs4 fc0 sc0 ls0 ws0">&#65294;</div><div class="t m0 x8a h9 y58 ff4 fs4 fc0 sc0 ls8 ws0">&#38408;</div><div class="t m0 x8b h9 y5a ff4 fs4 fc0 sc0 ls8 ws0">&#20540;&#22270;<span class="_ _4"></span>&#20687;<span class="_ _4"></span>&#20998;&#21106;&#31639;&#27861;&#30340;&#20851;&#38190;&#37096;&#20998;</div><div class="t m0 x1 h9 y5b ff4 fs4 fc0 sc0 ls3 ws0">&#23601;&#26159;&#22914;&#20309;&#24555;&#36895;&#26377;&#25928;&#22320;&#36873;&#21462;&#26368;&#20248;&#38408;&#20540;</div><div class="t m0 x8c hd y5c ff5 fs6 fc0 sc0 ls0 ws0">&#65339;<span class="_ _15"></span><span class="ff3">16</span></div><div class="t m0 x52 he y5d ff3 fs6 fc0 sc0 ls0 ws0">&#65293;</div><div class="t m0 x2a hd y5c ff3 fs6 fc0 sc0 ls0 ws0">17<span class="_ _12"></span><span class="ff5">&#65341;</span></div><div class="t m0 x23 hc y5e ff3 fs4 fc0 sc0 ls0 ws0">&#65294;</div><div class="t m0 x8d h9 y5f ff4 fs4 fc0 sc0 ls0 ws0">&#20294;</div><div class="t m0 x8e h9 y60 ff4 fs4 fc0 sc0 ls0 ws0">&#26159;</div><div class="t m0 x8f h9 y61 ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x15 h9 y60 ff4 fs4 fc0 sc0 lsa ws0">&#30001;&#20110;&#20256;<span class="_ _4"></span>&#32479;&#30340;&#36951;&#20256;&#31639;&#27861;&#23384;&#22312;&#25910;&#25947;&#36895;&#24230;&#24930;</div><div class="t m0 x90 h9 y61 ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x91 h9 y60 ff4 fs4 fc0 sc0 ls0 ws0">&#26131;<span class="_ _0"></span>&#26089;<span class="_ _b"></span>&#29087;<span class="_ _b"></span>&#31561;<span class="_ _0"></span>&#32570;<span class="_ _b"></span>&#28857;</div><div class="t m0 x69 h9 y61 ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x6a h9 y60 ff4 fs4 fc0 sc0 ls0 ws0">&#23545;<span class="_ _0"></span>&#22270;</div><div class="t m0 x1 h9 y62 ff4 fs4 fc0 sc0 ls3 ws0">&#20687;&#20998;&#21106;&#26368;&#20248;&#38408;&#20540;&#30340;&#36873;&#25321;&#24102;&#26469;&#20102;&#24456;&#22823;&#38382;&#39064;</div><div class="t m0 x92 hc y63 ff3 fs4 fc0 sc0 ls0 ws0">&#65294;</div><div class="t m0 x2e h9 y64 ff4 fs4 fc0 sc0 ls0 ws0">&#38024;&#23545;<span class="_ _0"></span>&#19978;&#36848;<span class="_ _0"></span>&#38382;&#39064;</div><div class="t m0 x93 h9 y65 ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x41 h9 y64 ff4 fs4 fc0 sc0 ls3 ws0">&#26412;&#25991;&#22312;&#20256;&#32479;&#36951;&#20256;&#31639;&#27861;&#22522;&#30784;&#19978;</div><div class="t m0 x16 h9 y65 ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x73 h9 y64 ff4 fs4 fc0 sc0 ls0 ws0">&#20570;&#20102;<span class="_ _0"></span>&#31639;<span class="_ _0"></span>&#27861;<span class="_ _0"></span>&#30340;<span class="_ _0"></span>&#25913;<span class="_ _0"></span>&#33391;</div><div class="t m0 x2c h9 y65 ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x94 h9 y64 ff4 fs4 fc0 sc0 ls8 ws0">&#24182;&#23558;&#25913;&#33391;&#21518;&#30340;&#31639;&#27861;&#24212;&#29992;&#21040;</div><div class="t m0 x95 hc y65 ff3 fs4 fc0 sc0 ls0 ws0">otsu</div><div class="t m0 x72 h9 y64 ff4 fs4 fc0 sc0 ls0 ws0">&#22270;<span class="_ _0"></span>&#20687;<span class="_ _0"></span>&#20998;<span class="_ _b"></span>&#21106;</div><div class="t m0 x1 h9 y66 ff4 fs4 fc0 sc0 ls0 ws0">&#20013;</div><div class="t m0 x96 h9 y67 ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x97 h9 y66 ff4 fs4 fc0 sc0 ls3 ws0">&#35813;&#26041;&#27861;&#36890;&#36807;&#23545;&#20132;&#21449;&#31639;&#23376;&#21644;&#21464;&#24322;&#31639;&#23376;&#36827;&#34892;&#20248;&#21270;&#21644;&#25913;&#36827;</div><div class="t m0 x98 h9 y67 ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x99 h9 y66 ff4 fs4 fc0 sc0 ls8 ws0">&#20351;&#24471;&#25913;&#36827;&#21518;&#30340;&#36951;&#20256;&#31639;<span class="ls9">&#27861;&#36991;&#20813;&#38519;&#20837;&#23616;&#37096;&#26368;&#20248;&#35299;&#20013;</span></div><div class="t m0 x9a h9 y67 ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x9b h9 y66 ff4 fs4 fc0 sc0 ls0 ws0">&#36890;</div><div class="t m0 x1 h9 y68 ff4 fs4 fc0 sc0 ls0 ws0">&#36807;&#20989;<span class="_ _0"></span>&#25968;&#39564;<span class="_ _0"></span>&#35777;</div><div class="t m0 x49 h9 y69 ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x19 h9 y68 ff4 fs4 fc0 sc0 ls3 ws0">&#35813;&#26041;&#27861;&#20855;&#26377;&#19968;&#23450;&#30340;&#23454;&#29992;&#24615;</div><div class="t m0 x4c h9 y69 ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x92 h9 y68 ff4 fs4 fc0 sc0 ls3 ws0">&#28982;&#21518;&#23558;&#36825;&#31181;&#25913;&#36827;&#21518;&#30340;&#31639;&#27861;&#29992;&#20110;&#26368;&#20248;&#38408;&#20540;&#23547;&#25214;&#19978;</div><div class="t m0 x9c h9 y69 ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x9d h9 y68 ff4 fs4 fc0 sc0 ls0 ws0">&#20107;&#23454;<span class="_ _0"></span>&#35777;&#26126;</div><div class="t m0 x7a h9 y69 ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x9e h9 y68 ff4 fs4 fc0 sc0 ls0 ws0">&#25913;&#36827;<span class="_ _0"></span>&#21518;&#30340;</div><div class="t m0 x1 h9 y6a ff4 fs4 fc0 sc0 ls0 ws0">&#31639;&#27861;</div><div class="t m0 x2e h9 y6b ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x9f h9 y6a ff4 fs4 fc0 sc0 ls3 ws0">&#26377;&#24456;&#22909;&#30340;&#23547;&#20248;&#24615;&#33021;</div><div class="t m0 x65 h9 y6b ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x9 h9 y6a ff4 fs4 fc0 sc0 ls0 ws0">&#31934;&#30830;<span class="_ _0"></span>&#24230;&#39640;</div><div class="t m0 xa0 h9 y6b ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 xa1 h9 y6a ff4 fs4 fc0 sc0 ls3 ws0">&#22270;&#20687;&#20998;&#21106;&#30340;&#25928;&#26524;&#20063;&#24471;&#21040;&#20102;&#25913;&#36827;</div><div class="t m0 xa2 h9 y6b ff5 fs4 fc0 sc0 ls0 ws0">&#65292;</div><div class="t m0 x60 h9 y6a ff4 fs4 fc0 sc0 ls3 ws0">&#35813;&#31639;&#27861;&#20855;&#26377;&#19968;&#23450;&#30340;&#26377;&#25928;&#24615;</div><div class="t m0 x95 hc y6b ff3 fs4 fc0 sc0 ls0 ws0">&#65294;</div><div class="t m0 xa3 h4 y6c ff4 fs1 fc0 sc0 ls0 ws0">&#31532;</div><div class="t m0 xa4 h5 y6d ff3 fs1 fc0 sc0 ls0 ws0">35</div><div class="t m0 xa5 h4 y6c ff4 fs1 fc0 sc0 ls0 ws0">&#21367;</div><div class="t m0 xa6 h4 y6e ff4 fs1 fc0 sc0 ls0 ws0">&#31532;</div><div class="t m0 xa7 h5 y6f ff3 fs1 fc0 sc0 ls0 ws0">1</div><div class="t m0 x4 h4 y6e ff4 fs1 fc0 sc0 ls0 ws0">&#26399;<span class="_ _17"> </span><span class="ls5">&#28246;&#21271;&#27665;&#26063;&#23398;&#38498;&#23398;&#25253;</span></div><div class="t m0 x35 h4 y6f ff5 fs1 fc0 sc0 ls0 ws0">&#65288;</div><div class="t m0 x27 h4 y6e ff4 fs1 fc0 sc0 ls0 ws0">&#33258;&#28982;<span class="_ _0"></span>&#31185;&#23398;<span class="_ _0"></span>&#29256;</div><div class="t m0 x60 h4 y6f ff5 fs1 fc0 sc0 ls0 ws0">&#65289;<span class="_ _18"> </span><span class="ff3">Vol&#65294;<span class="_ _0"></span>35<span class="_ _19"> </span>No&#65294;<span class="_ _0"></span>1</span></div><div class="t m0 xa8 h5 y70 ff3 fs1 fc0 sc0 ls0 ws0">2017</div><div class="t m0 xa9 h4 y71 ff4 fs1 fc0 sc0 ls0 ws0">&#24180;</div><div class="t m0 xaa h5 y70 ff3 fs1 fc0 sc0 ls0 ws0">3</div><div class="t m0 x30 h4 y71 ff4 fs1 fc0 sc0 ls0 ws0">&#26376;</div><div class="t m0 x33 h4 y70 ff3 fs1 fc0 sc0 ls0 ws0">Jo<span class="_ _4"></span>u<span class="_ _4"></span>rn<span class="_ _4"></span>a<span class="_ _4"></span>l<span class="_ _3"> </span>of<span class="_ _3"> </span>Hu<span class="_ _4"></span>b<span class="_ _4"></span>e<span class="_ _4"></span>i<span class="_ _3"> </span>Un<span class="_ _4"></span>iv<span class="_ _4"></span>e<span class="_ _4"></span>rs<span class="_ _4"></span>it<span class="_ _4"></span>y<span class="_ _3"> </span>for<span class="_ _3"> </span>N<span class="_ _4"></span>at<span class="_ _4"></span>io<span class="_ _4"></span>n<span class="_ _4"></span>al<span class="_ _4"></span>it<span class="_ _4"></span>ie<span class="_ _4"></span>s<span class="ff5">&#65288;<span class="_ _c"> </span></span>Na<span class="_ _4"></span>tu<span class="_ _4"></span>ra<span class="_ _4"></span>l<span class="_ _3"> </span>Sc<span class="_ _4"></span>ie<span class="_ _4"></span>n<span class="_ _4"></span>c<span class="_ _4"></span>e<span class="_ _3"> </span>Ed<span class="_ _4"></span>it<span class="_ _4"></span>io<span class="_ _4"></span>n<span class="ff5">&#65289;<span class="_ _1a"> </span></span>Mar&#65294;<span class="_ _0"></span>2017</div></div><div class="pi" data-data='{"ctm":[1.612022,0.000000,0.000000,1.612022,0.000000,0.000000]}'></div></div> </body> </html>
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