{"id":2451,"date":"2018-04-22T01:00:00","date_gmt":"2018-04-21T17:00:00","guid":{"rendered":"http:\/\/swarma.org\/%swarma-paper%\/"},"modified":"2018-12-05T18:27:24","modified_gmt":"2018-12-05T10:27:24","slug":"%e4%b8%8b%e4%b8%80%e7%a7%92%e7%81%ab%e7%84%b0%e5%a6%82%e4%bd%95%e7%87%83%e7%83%a7%ef%bc%9f%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e6%88%90%e5%8a%9f%e9%a2%84%e6%b5%8b%e6%b7%b7%e6%b2%8c","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=2451","title":{"rendered":"\u4e0b\u4e00\u79d2\u706b\u7130\u5982\u4f55\u71c3\u70e7\uff1f\u673a\u5668\u5b66\u4e60\u6210\u529f\u9884\u6d4b\u6df7\u6c8c"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<p style=\"margin: 5px 0px;text-align: center;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\" ><img class=\"\"      src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534231408.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: center;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong><span style=\"color: rgb(136, 136, 136);font-size: 14px;\">\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u53ef\u4ee5\u51c6\u786e\u6a21\u62df\u706b\u7130\u5728\u4e00\u5b9a\u65f6\u95f4\u5185\u7684\u6269\u6563<\/span><\/strong><\/p>\n<blockquote>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong>\u8bd1\u8005\uff1a<\/strong>Frank\u3001\u9648\u5b5f\u56ed\u3001\u5f20\u7ae0<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong>\u539f\u6587\uff1a<\/strong>https:\/\/www.quantamagazine.org\/machine-learnings-amazing-ability-to-predict-chaos-20180418\/\uff08\u6216\u70b9\u51fb\u9605\u8bfb\u539f\u6587\uff09<\/p>\n<\/blockquote>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"title\">\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" ><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">1.\u8774\u8776\u6548\u5e94\uff0c\u673a\u5668\u5b66\u4e60\u53ef\u4ee5\u89e3\u51b3\uff1f<span style=\"font-size: 16px;color: rgb(123, 12, 0);border-color: rgb(123, 12, 0);\"><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong>\u5728\u6700\u65b0\u7684\u8ba1\u7b97\u673a\u5b9e\u9a8c\u4e2d\uff0c\u4eba\u5de5\u667a\u80fd\u7b97\u6cd5\u80fd\u5f88\u597d\u7684\u9884\u6d4b\u6df7\u6c8c\u7cfb\u7edf\u7684\u672a\u6765\u3002<\/strong><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u534a\u4e2a\u4e16\u7eaa\u4ee5\u524d\uff0c\u6df7\u6c8c\u7406\u8bba\u7684\u5148\u9a71\u53d1\u73b0\u4e86\u201c\u8774\u8776\u6548\u5e94\u201d\uff0c\u4f7f\u5f97\u957f\u671f\u7684\u9884\u6d4b\u53d8\u5f97\u96be\u4e0a\u52a0\u96be\u3002\u5373\u4f7f\u662f\u5bf9\u590d\u6742\u7cfb\u7edf\u6781\u5c0f\u7684\u5e72\u6270\uff08\u6bd4\u5982\u8bf4\u5929\u6c14\uff0c\u7ecf\u6d4e\u6216\u5176\u4ed6\u4e8b\u7269\uff09\u4e5f\u4f1a\u5f15\u53d1\u4e00\u8fde\u4e32\u76f8\u5e94\u7684\u4e8b\u4ef6\uff0c\u6700\u7ec8\u5f62\u6210\u5b8c\u5168\u4e0d\u540c\u7684\u672a\u6765\u3002<strong>\u5982\u679c\u6211\u4eec\u4e0d\u80fd\u66f4\u597d\u66f4\u7cbe\u786e\u7684\u7406\u89e3\u8fd9\u4e9b\u7cfb\u7edf\u7684\u72b6\u6001\uff0c\u4ece\u800c\u9884\u89c1\u4e8b\u4ef6\u4f1a\u53d1\u5c55\u6210\u4ec0\u4e48\u6837\uff0c\u6211\u4eec\u5c31\u4f1a\u751f\u6d3b\u5728\u4e0d\u786e\u5b9a\u6027\u4e2d\u3002<\/strong><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\">\n<section style=\"white-space: normal;text-align: center;\"><img class=\"\"     style=\"box-shadow: none;width: 100%;height: auto;visibility: visible !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534231408.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<p style=\"margin: 5px 0px;text-align: center;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong><span style=\"font-size: 13px;color: rgb(136, 136, 136);\">\u6df7\u6c8c\u7406\u8bba\u7684\u65e9\u671f\u7814\u7a76\u8868\u660e\uff0c\u5bf9\u590d\u6742\u7cfb\u7edf\u6781\u5c0f\u7684\u6270\u52a8\u4f1a\u5f15\u53d1\u4e00\u8fde\u4e32\u4e8b\u4ef6\uff0c\u9884\u6d4b\u6df7\u6c8c\u7cfb\u7edf\u5f88\u56f0\u96be<\/span><\/strong><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u4f46\u662f\u73b0\u5728\u673a\u5668\u53ef\u4ee5\u5e2e\u5fd9\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u5728\u671f\u520a\u300aPhysical Review Letters\u300b\u548c\u300aChaos\u300b\u7684\u65b0\u6587\u7ae0\u4e2d\uff0c\u79d1\u5b66\u5bb6\u4f7f\u7528\u4e86\u673a\u5668\u5b66\u4e60\u6280\u672f\uff08\u8fd9\u6280\u672f\u5c31\u662f\u6700\u8fd1\u4eba\u5de5\u667a\u80fd\u76db\u884c\u80cc\u540e\u7684\u6280\u672f\uff09\u6765\u9884\u6d4b\u6df7\u6c8c\u7cfb\u7edf\u7684\u6f14\u5316\uff0c\u7ed3\u679c\u4ee4\u4eba\u76ee\u77aa\u53e3\u5446\u3002\u8fd9\u79cd\u5f00\u521b\u6027\u7684\u65b9\u6cd5\u88ab\u4e13\u5bb6\u76db\u8d5e\uff0c\u800c\u4e14\u6781\u6709\u53ef\u80fd\u627e\u5230\u66f4\u5e7f\u9614\u7684\u5e94\u7528\u573a\u666f\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u5bf9\u6b64\uff0c\u6765\u81ea\u5fb7\u56fd\u4e0d\u6765\u6885Jacobs\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\u7684\u6559\u6388Herbert Jaeger\u8bc4\u4ef7\uff1a<strong>\u673a\u5668\u5b66\u4e60\u5728\u9884\u6d4b\u590d\u6742\u7cfb\u7edf\u7684\u65e0\u5e8f\u6f14\u5316\u4e0a\u7684\u7ed3\u679c\u4ee4\u4eba\u9707\u60ca\u3002<\/strong><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\">\n<section style=\"white-space: normal;text-align: center;\"><img class=\"\"     style=\"box-shadow: none;width: 100%;height: auto;visibility: visible !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma4-1534231408.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<p style=\"text-align: center;\"><span style=\"color: rgb(136, 136, 136);\"><strong><span style=\"font-size: 13px;\">Jaideep Pathak, Michelle Girvan, Brian Hunt \u548c Edward Ott\uff0c\u4ed6\u4eec\u7684\u7814\u7a76\u8868\u660e\uff0c\u673a\u5668\u5b66\u4e60\u662f\u9884\u6d4b\u6df7\u6c8c\u7cfb\u7edf\u7684\u6709\u529b\u5de5\u5177<\/span><\/strong><\/span><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"letter-spacing: 0px;\">\u8fd9\u4e9b\u53d1\u73b0\u6765\u81ea\u4e8e\u9a6c\u91cc\u5170\u5927\u5b66\u7684\u8d44\u6df1\u6df7\u6c8c\u7406\u8bba\u5b66\u8005 Edward Ott \u548c\u4ed6\u7684\u56db\u4e2a\u5408\u4f5c\u8005\u3002<\/span><br  \/><\/p>\n<p><br  \/><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"title\">\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" ><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">2.\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c<\/strong><\/span><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">\u6210\u529f\u9884\u6d4b\u706b\u52bf\u8513\u5ef6<span style=\"font-size: 16px;color: rgb(123, 12, 0);border-color: rgb(123, 12, 0);\"><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">Ott &nbsp;\u7b49\u4eba\u4f7f\u7528\u4e86\u4e00\u79cd\u53eb<strong>\u5e93\u8ba1\u7b97\uff08Reservoir Computing\uff09\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u6765\u201c\u5b66\u4e60\u201d\u4e00\u79cd\u5178\u578b\u7684\u3001\u540d\u53ebKuramoto-Sivashinsky\u65b9\u7a0b\u7684\u6df7\u6c8c\u7cfb\u7edf\u3002<\/strong><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong>\u8fd9\u4e2a\u65b9\u7a0b\u7684\u6f14\u5316\u7ed3\u679c\u50cf\u662f\u4e00\u4e2a\u706b\u7130\u950b\u9762\uff0c\u95ea\u70c1\u7740\u5c31\u50cf\u662f\u706b\u7130\u7a7f\u8fc7\u4e86\u6613\u71c3\u4ecb\u8d28\u3002<\/strong>\u8fd9\u4e2a\u65b9\u7a0b\u4e5f\u63cf\u8ff0\u4e86\u7b49\u79bb\u5b50\u4f53\u548c\u5176\u4ed6\u7c7b\u4f3c\u73b0\u8c61\u4e2d\u7684\u6f02\u79fb\u6ce2\u3002Ott\u7684\u5b66\u751f\uff0c\u540c\u65f6\u4e5f\u662f\u6587\u7ae0\u7684\u7b2c\u4e00\u4f5c\u8005\u7684 Jaideep Pathak \u8ba4\u4e3a\uff0c\u8fd9\u53ef\u4ee5\u4f5c\u4e3a\u65f6\u7a7a\u6df7\u6c8c\u4e0e\u5e72\u6270\u7814\u7a76\u7684\u57fa\u7840\u3002<\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\">\n<section style=\"white-space: normal;text-align: center;\"><img class=\"\"     style=\"box-shadow: none;width: 100%;height: auto;visibility: visible !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma4-1534231409.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<p style=\"margin: 5px 0px;text-align: center;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"font-size: 13px;\"><strong><span style=\"color: rgb(136, 136, 136);\">Kuramoto-Sivashinsky \u7cfb\u7edf\u7684\u7684\u52a8\u753b\uff0c\u201c\u706b\u7130\u950b\u9762\u201d\u4e0d\u662f\u7a33\u5b9a\u53d8\u5316\u7684<\/span><\/strong><\/span><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u5728\u673a\u5668\u81ea\u4e3b\u5b66\u4e60\u4e86 Kuramoto-Sivashinsky \u7cfb\u7edf\u6f14\u5316\u7684\u5386\u53f2\u6570\u636e\u540e\uff0c\u8ba1\u7b97\u673a\u53ef\u4ee5\u9884\u6d4b\u51fa\u8fd9\u6837\u7684\u7c7b\u706b\u7130\u7cfb\u7edf\uff0c\u5728\u672a\u67658\u4e2a Lyapunov \u65f6\u95f4\u5185\u7684\u6f14\u5316\u3002\u8fd9\u79cd\u80fd\u529b\u4efb\u4f55\u73b0\u6709\u7684\u624b\u6bb5\u90fd\u8981\u5f3a\u59278\u500d\u4ee5\u4e0a\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">Lyapunov \u65f6\u95f4\u662f\u6307\u4e00\u4e2a\u52a8\u6001\u7cfb\u7edf\u51fa\u73b0\u6df7\u6c8c\u7279\u6027\u6240\u9700\u8981\u7684\u65f6\u95f4\uff0c\u662f\u53ef\u9884\u6d4b\u6027\u7684\u7684\u57fa\u51c6\u3002\u5728\u4e00\u4e2a Lyapunov \u65f6\u95f4\u5185\uff0c\u7cfb\u7edf\u7684\u53d8\u5316\u662f\u53ef\u4ee5\u9884\u6d4b\u7684\uff0c\u4ec5\u4ec5\u6839\u636e\u521d\u59cb\u72b6\u6001\uff0c\u65e0\u6cd5\u9884\u6d4b\u7cfb\u7edf\u5728\u4e00\u4e2a Lyapunov \u65f6\u95f4\u4e4b\u540e\u7684\u72b6\u6001\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u5fb7\u56fd\u9a6c\u666e\u6240\u7684\u590d\u6742\u7cfb\u7edf\u7814\u7a76\u4e13\u5bb6 Holger Kantz\uff0c\u5bf9\u201c\u673a\u5668\u5b66\u4e60\u80fd\u9884\u6d4b8\u4e2a Lyapunov \u65f6\u95f4\u7684\u7cfb\u7edf\u6f14\u5316\u201d\u7684\u7ed3\u679c\uff0c\u8d5e\u53f9\u6709\u52a0\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong>\u201c\u673a\u5668\u5b66\u4e60\u7684\u6280\u672f\u8ba9\u6211\u4eec\u51e0\u4e4e\u627e\u5230\u4e86\u6df7\u6c8c\u7cfb\u7edf\u7684\u771f\u76f8\uff01\u201d<\/strong><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u672c\u8eab\u5bf9 Kuramoto-Sivashinsky \u65b9\u7a0b\u4e00\u65e0\u6240\u77e5\uff0c\u5b83\u53ea\u63d0\u53d6\u73b0\u6709\u7684\u5173\u4e8e\u65b9\u7a0b\u89e3\u7684\u6570\u636e\u3002\u6570\u636e\u4f7f\u5f97\u673a\u5668\u5b66\u4e60\u8fd9\u79cd\u65b9\u6cd5\u5f88\u5f3a\u5927\uff0c\u56e0\u4e3a\u5f88\u591a\u60c5\u51b5\u4e0b\uff0c\u63cf\u8ff0\u6df7\u6c8c\u7cfb\u7edf\u7684\u65b9\u7a0b\u5e76\u4e0d\u5df2\u77e5\uff0c\u8fd9\u4e25\u91cd\u963b\u788d\u4e86\u6d41\u4f53\u52a8\u529b\u5b66\u5bb6\u901a\u8fc7\u7814\u7a76\u6a21\u578b\u6765\u9884\u6d4b\u7cfb\u7edf\u53d1\u5c55\u3002<\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\">\n<section style=\"white-space: normal;text-align: center;\"><img class=\"\"     style=\"box-shadow: none;width: 100%;height: auto;visibility: visible !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534231409.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<p style=\"margin: 5px 0px;text-align: center;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"font-size: 13px;\"><strong><span style=\"color: rgb(136, 136, 136);\">Kuramoto-Sivashinsky \u65b9\u7a0b\u548c3D \u793a\u610f\u56fe<\/span><\/strong><\/span><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"title\">\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" ><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">3.\u53ea\u8981\u7ed9\u6211\u6570\u636e\uff0c<\/strong><\/span><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">\u65e0\u9700\u6c14\u8c61\u6a21\u578b\u4e5f\u80fd\u9884\u6d4b\u5929\u6c14<span style=\"font-size: 16px;color: rgb(123, 12, 0);border-color: rgb(123, 12, 0);\"><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">Ott\u548c\u4ed6\u540c\u4f34\u7684\u7814\u7a76\u7ed3\u679c\u663e\u793a\u4f60\u4e0d\u9700\u8981\u90a3\u4e9b\u65b9\u7a0b\u5f0f\uff0c\u53ea\u9700\u8981\u6570\u636e\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">Kantz\u8bf4\uff1a\u201c\u8fd9\u7bc7\u6587\u7ae0\u663e\u793a\u4e5f\u8bb8\u6709\u4e00\u5929\u6211\u4eec\u53ef\u4ee5\u7528\u673a\u5668\u9884\u6d4b\u5929\u6c14\uff0c\u901a\u8fc7\u7b97\u6cd5\u5b66\u4e60\u800c\u4e0d\u662f\u901a\u8fc7\u7814\u7a76\u590d\u6742\u7684\u5927\u6c14\u6a21\u578b\u3002\u201d<span style=\"letter-spacing: 0px;\">\u9664\u4e86\u5929\u6c14\u9884\u62a5\uff0c\u673a\u5668\u5b66\u4e60\u6280\u672f\u53ef\u4ee5\u76d1\u63a7\u53ef\u80fd\u4f1a\u5f15\u53d1\u5fc3\u810f\u75c5\u7684\u5fc3\u5f8b\u4e0d\u9f50\uff0c\u4e5f\u53ef\u4ee5\u68c0\u6d4b\u5927\u8111\u4e2d\u795e\u7ecf\u5143\u7684\u8fde\u63a5\u65b9\u5f0f\u3002\u8fdb\u4e00\u6b65\u63a8\u65ad\uff0c\u5b83\u8fd8\u53ef\u4ee5\u5e2e\u52a9\u9884\u6d4b\u53ef\u80fd\u5371\u53ca\u8239\u53ea\u7684\u5de8\u6d6a\uff0c\u751a\u81f3\u9884\u6d4b\u5730\u9707\u3002<\/span><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">Ott \u7279\u522b\u5e0c\u671b\u65b0\u5de5\u5177\u80fd\u63d0\u524d\u7ed9\u51fa\u592a\u9633\u98ce\u66b4\u7684\u8b66\u544a\uff0c\u50cf1859\u5e74\u55b7\u51fa\u592a\u9633\u8868\u976235000\u82f1\u91cc\u7684\u90a3\u4e00\u6b21\u3002\u5730\u78c1\u7684\u5de8\u53d8\u4f7f\u5f97\u5317\u6781\u5149\u5728\u5730\u7403\u4e0a\u968f\u5904\u53ef\u89c1\uff0c\u611f\u751f\u7535\u538b\u8ba9\u8bb8\u591a\u6ca1\u6709\u901a\u7535\u7684\u7535\u7ebf\u4e0a\u4ea7\u751f\u4e86\u7535\u6d41\uff0c\u76f4\u63a5\u65ad\u6389\u4e86\u5730\u7403\u4e0a\u7684\u7535\u62a5\u7cfb\u7edf\u3002\u5982\u679c\u4eca\u5929\u5730\u7403\u53d7\u5230\u8fd9\u6837\u89c4\u6a21\u7684\u592a\u9633\u98ce\u66b4\u88ad\u51fb\uff0c\u4eba\u7c7b\u7684\u7535\u5b50\u8bbe\u65bd\u4f1a\u906d\u5230\u4e25\u91cd\u7834\u574f\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong>Ott\u8bf4\uff1a\u201c\u5982\u679c\u80fd\u9884\u6d4b\u592a\u9633\u98ce\u66b4\u7684\u6765\u88ad\uff0c\u4f60\u53ea\u9700\u8981\u5173\u505c\u7535\u6e90\uff0c\u4e4b\u540e\u518d\u91cd\u542f\u5c31\u597d\u4e86\u3002\u201d<\/strong><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\">\n<section style=\"white-space: normal;text-align: center;\"><img class=\"\"     style=\"box-shadow: none;width: 100%;height: auto;visibility: visible !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma5-1534231409.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<p style=\"margin: 5px 0px;text-align: center;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"color: rgb(136, 136, 136);\"><strong><span style=\"font-size: 13px;\">\u592a\u9633\u98ce\u66b4\u4f1a\u4e25\u91cd\u5e72\u6270\u5730\u7403\u78c1\u573a<\/span><\/strong><\/span><\/p>\n<p style=\"margin: 5px 0px;text-align: center;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"color: rgb(136, 136, 136);\"><strong><span style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u4f46\u662f\u5f88\u96be\u63d0\u524d\u6839\u636e\u592a\u9633\u7684\u53d8\u5316\u6765\u9884\u6d4b\u592a\u9633\u98ce\u66b4\u7684\u53d1\u751f<\/span><\/strong><\/span><\/p>\n<p><br  \/><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"title\">\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" ><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">4.\u6838\u5fc3\u6280\u672f\uff1a\u53d8\u91cf\u4e4b\u95f4\u76f8\u4e92\u4f5c\u7528\uff1f<\/strong><\/span><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">\u795e\u7ecf\u5143\u5e93\u8ba1\u7b97\uff08reservoir of neurons\uff09\u6765\u89e3\u51b3<span style=\"font-size: 16px;color: rgb(123, 12, 0);border-color: rgb(123, 12, 0);\"><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">Ott\u3001Pathak\u548c\u4ed6\u4eec\u7684\u540c\u4e8b Brian Hunt\uff0cMichelle Girvan \u548c Zhixin Lu\uff08\u73b0\u5728\u5728\u5bbe\u5915\u6cd5\u5c3c\u4e9a\u5927\u5b66\uff09\u901a\u8fc7\u7efc\u5408\u5229\u7528\u73b0\u6709\u7684\u5de5\u5177\uff0c\u53d6\u5f97\u4e86\u6210\u679c\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u516d\u4e03\u5e74\u524d\uff0c\u540d\u4e3a&#8221;\u6df1\u5ea6\u5b66\u4e60&#8221;\u7684\u5f3a\u5927\u7b97\u6cd5\u5f00\u59cb\u5728\u50cf\u56fe\u50cf\u548c\u8bed\u97f3\u8bc6\u522b\u8fd9\u6837\u7684\u4eba\u5de5\u667a\u80fd\u4efb\u52a1\u4e2d\u5927\u663e\u8eab\u624b\uff0c\u8fd9\u51e0\u4f4d\u79d1\u5b66\u5bb6\u4e5f\u5f00\u59cb\u5b66\u4e60\u673a\u5668\u5b66\u4e60\uff0c\u5e76\u601d\u8003\u5982\u4f55\u5c06\u5176\u5e94\u7528\u5230\u6df7\u6c8c\u7cfb\u7edf\u4e2d\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u4ed6\u4eec\u5728\u6df1\u5ea6\u5b66\u4e60\u9769\u547d\u4e4b\u524d\u5c31\u5df2\u7ecf\u5f97\u5230\u4e86\u4e00\u4e9b\u6709\u5e0c\u671b\u7684\u7ed3\u679c\u3002 \u5176\u4e2d\u6700\u91cd\u8981\u7684\u4e00\u4e2a\u662f\uff0c\u57282000\u5e74\u4ee3\u521d\uff0cJaeger \u548c\u53e6\u4e00\u4f4d\u5fb7\u56fd\u6df7\u6c8c\u7406\u8bba\u5bb6 Harald Haas\uff0c<strong>\u4f7f\u7528\u4e86\u4e00\u4e2a\u795e\u7ecf\u5143\u968f\u673a\u8fde\u63a5\u5f62\u6210\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u8fd9\u4e9b\u795e\u7ecf\u5143\u5f62\u6210\u4e86\u5e93\u8ba1\u7b97\u7684&#8221;\u5e93&#8221;\u2014\u2014\u79f0\u4e4b\u4e3a\u201c\u795e\u7ecf\u5143\u5e93\u201d\u2014\u2014\u6765\u5b66\u4e60\u4e09\u4e2a\u6df7\u6c8c\u7cfb\u7edf\u534f\u540c\u53d8\u91cf\u7684\u52a8\u529b\u5b66\u6cd5\u5219\u3002<\/strong>\u901a\u8fc7\u5bf9\u4e09\u7ec4\u6570\u5b57\u7684\u8bad\u7ec3\uff0c\u8be5\u7f51\u7edc\u53ef\u4ee5\u9884\u6d4b\u8fd9\u4e09\u4e2a\u53d8\u91cf\u7684\u672a\u6765\u503c\uff0c\u4e14\u9884\u6d4b\u8303\u56f4\u4e4b\u8fdc\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong>\u7136\u800c\uff0c\u5f53\u53d8\u91cf\u4e4b\u95f4\u6709\u76f8\u4e92\u4f5c\u7528\u65f6\uff0c\u8ba1\u7b97\u53d8\u5f97\u975e\u5e38\u56f0\u96be\u3002<\/strong><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong><br  \/><\/strong><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">Ott\u548c\u4ed6\u7684\u540c\u4e8b\u4eec\u9700\u8981\u4e00\u4e2a\u66f4\u6709\u6548\u7684\u65b9\u6848\uff0c\u6765\u5b9e\u73b0\u4e0e\u5927\u578b\u6df7\u6c8c\u7cfb\u7edf\u76f8\u5173\u7684\u5e93\u8ba1\u7b97\u3002\u8fd9\u4e9b\u7cfb\u7edf\u6709\u8bb8\u591a\u53d8\u91cf\u4f1a\u76f8\u4e92\u5f71\u54cd\u3002 \u4f8b\u5982\uff0c\u706b\u7130\u524d\u90e8\u8fb9\u7f18\u7684\u6bcf\u4e00\u4e2a\u4f4d\u7f6e\uff0c\u90fd\u5bf9\u5e94\u7740\u4e09\u4e2a\u4e0d\u540c\u7a7a\u95f4\u65b9\u5411\u7684\u901f\u5ea6\u5206\u91cf\uff0c\u76f8\u90bb\u4f4d\u7f6e\u7684\u901f\u5ea6\u4e0d\u662f\u72ec\u7acb\u7684\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u4ed6\u4eec\u82b1\u4e86\u51e0\u5e74\u65f6\u95f4\u5bfb\u627e\u76f4\u622a\u4e86\u5f53\u7684\u89e3\u51b3\u65b9\u6848\u3002 Pathak\u8bf4:&#8221;\u6211\u4eec\u5229\u7528\u7684\u662f\u7a7a\u95f4\u6269\u5c55\u6df7\u6c8c\u7cfb\u7edf\u4e2d\u7684\u76f8\u4e92\u4f5c\u7528\u7684\u5c40\u90e8\u6027\u3002 \u5c40\u90e8\u6027\u610f\u5473\u7740\u4e00\u4e2a\u5730\u65b9\u7684\u53d8\u91cf\u53d7\u5230\u9644\u8fd1\u53d8\u91cf\u7684\u5f71\u54cd\uff0c\u800c\u4e0d\u662f\u8fdc\u5904\u7684\u5176\u4ed6\u53d8\u91cf\u3002 Pathak\u89e3\u91ca\u9053\uff0c<strong>&#8220;\u901a\u8fc7\u4f7f\u7528\u795e\u7ecf\u5143\u5e93\u8ba1\u7b97\uff0c\u6211\u4eec\u57fa\u672c\u4e0a\u53ef\u4ee5\u628a\u95ee\u9898\u5206\u89e3\u6210\u51e0\u4e2a\u5927\u5757\u3002&#8221;<\/strong> \u4e5f\u5c31\u662f\u8bf4\uff0c\u4f60\u53ef\u4ee5\u5e76\u884c\u5904\u7406\u8fd9\u4e9b\u95ee\u9898\uff0c\u5229\u7528\u4e00\u4e2a\u795e\u7ecf\u5143\u5e93\u6765\u4e86\u89e3\u4e00\u4e2a\u7cfb\u7edf\u7684\u4e00\u4e2a\u5757\uff0c\u53e6\u4e00\u4e2a\u6765\u5904\u7406\u4e0b\u4e00\u4e2a\u5757\uff0c\u7b49\u7b49\uff0c\u5e76\u4e14\u7528\u76f8\u90bb\u57df\u7684\u8f7b\u5fae\u91cd\u53e0\u6765\u89e3\u91ca\u5b83\u4eec\u4e4b\u95f4\u7684\u76f8\u4e92\u4f5c\u7528\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong>\u5e76\u884c\u5316\u4f7f\u5f97\u795e\u7ecf\u5143\u5e93\u8ba1\u7b97\u65b9\u6cd5\u51e0\u4e4e\u53ef\u4ee5\u5904\u7406\u4efb\u4f55\u5c3a\u5c3a\u5ea6\u7684\u6df7\u6c8c\u7cfb\u7edf\uff0c\u53ea\u8981\u5206\u914d\u76f8\u5e94\u7684\u8ba1\u7b97\u673a\u8d44\u6e90\u4e13\u95e8\u7528\u4e8e\u8fd9\u9879\u4efb\u52a1\u3002<\/strong><\/p>\n<p style=\"text-align: center;\"><img class=\"\"       style=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534231409.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: center;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"color: rgb(136, 136, 136);\"><strong><span style=\"letter-spacing: 0px;font-size: 13px;\">\u673a\u5668\u5b66\u4e60\u7684\u9884\u6d4b\u4e0e\u6df7\u6c8c\u6a21\u578b\u53ef\u4ee5\u5f88\u597d\u5730\u543b\u5408<\/span><\/strong><\/span><\/p>\n<p><br  \/><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"title\">\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" ><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">5.\u4e09\u4e2a\u6b65\u9aa4\u9884\u6d4b\u706b\u52bf\u8513\u5ef6<span style=\"font-size: 16px;color: rgb(123, 12, 0);border-color: rgb(123, 12, 0);\"><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">Ott \u89e3\u91ca\u8bf4\uff0c\u795e\u7ecf\u5143\u5e93\u8ba1\u7b97\u65b9\u6cd5\u6709\u4e09\u4e2a\u6b65\u9aa4\u3002 \u5047\u8bbe\u4f60\u60f3\u7528\u5b83\u6765\u9884\u6d4b\u706b\u52bf\u7684\u8513\u5ef6\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong>\u9996\u5148\uff0c\u4f60\u6d4b\u91cf\u706b\u7130\u5728\u706b\u7130\u524d\u90e8\u7684\u4e94\u4e2a\u4e0d\u540c\u70b9\u7684\u9ad8\u5ea6\u3002<\/strong>\u56e0\u4e3a\u95ea\u70c1\u7684\u706b\u7130\u5728\u4e00\u6bb5\u65f6\u95f4\u5185\u4e0d\u65ad\u4ea7\u751f\uff0c\u6240\u4ee5\u4f60\u7ee7\u7eed\u6d4b\u91cf\u706b\u7130\u524d\u90e8\u8fd9\u4e9b\u70b9\u7684\u9ad8\u5ea6\uff0c\u4f60\u5c06\u8fd9\u4e9b\u6570\u636e\u6d41\u8f93\u5165\u50a8\u5b58\u5e93\u4e2d\u968f\u673a\u9009\u62e9\u7684\u4eba\u5de5\u795e\u7ecf\u5143\u4e2d\u3002\u8f93\u5165\u6570\u636e\u4f1a\u6fc0\u6d3b\u795e\u7ecf\u5143\uff0c\u4f9d\u6b21\u89e6\u53d1\u76f8\u8fde\u7684\u795e\u7ecf\u5143\uff0c\u5e76\u5728\u6574\u4e2a\u7f51\u7edc\u53d1\u9001\u4e00\u7cfb\u5217\u4fe1\u53f7\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong>\u7b2c\u4e8c\u6b65\u662f\u8ba9\u795e\u7ecf\u7f51\u7edc\u4ece\u8f93\u5165\u6570\u636e\u4e2d\u5b66\u4e60\u706b\u7130\u524d\u90e8\u6f14\u5316\u7684\u52a8\u529b\u5b66\u3002<\/strong>\u4e3a\u4e86\u505a\u5230\u8fd9\u4e00\u70b9\uff0c\u5f53\u4f60\u8f93\u5165\u6570\u636e\u65f6\uff0c\u4f60\u4e5f\u9700\u8981\u76d1\u89c6\u50a8\u5b58\u5668\u4e2d\u51e0\u4e2a\u968f\u673a\u9009\u62e9\u7684\u795e\u7ecf\u5143\u7684\u4fe1\u53f7\u5f3a\u5ea6\u3002 \u4ee5\u4e94\u79cd\u4e0d\u540c\u7684\u65b9\u5f0f\u52a0\u6743\u7ec4\u5408\u8fd9\u4e9b\u4fe1\u53f7\uff0c\u4ea7\u751f\u4e94\u4e2a\u6570\u5b57\uff0c\u4f5c\u4e3a\u8f93\u51fa\u3002\u6211\u4eec\u7684\u76ee\u6807\u662f\u8c03\u6574\u8ba1\u7b97\u8f93\u51fa\u7684\u5404\u79cd\u4fe1\u53f7\u7684\u6743\u91cd\uff0c\u76f4\u5230\u8fd9\u4e9b\u8f93\u51fa\u59cb\u7ec8\u4e0e\u4e0b\u4e00\u7ec4\u8f93\u5165\u76f8\u5339\u914d\u2014\u2014\u4e0b\u4e00\u7ec4\u8f93\u5165\u5c31\u662f\u4e0b\u4e00\u65f6\u523b\u5728\u706b\u7130\u524d\u90e8\u6d4b\u91cf\u7684\u4e94\u4e2a\u65b0\u9ad8\u5ea6\u3002Ott\u89e3\u91ca\u8bf4:&#8221;\u4f60\u60f3\u8981\u7684\u662f\uff0c\u8f93\u51fa\u5e94\u8be5\u548c\u4e0b\u4e00\u65f6\u523b\u7684\u8f93\u5165\u76f8\u540c&#8221;<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u4e3a\u4e86\u5b66\u4e60\u5230\u6b63\u786e\u7684\u6743\u91cd\uff0c\u7b97\u6cd5\u53ea\u662f\u7b80\u5355\u7684\u5c06\u6bcf\u4e00\u7ec4\u8f93\u51fa\uff0c\u6216\u8005\u8bf4\u5bf9\u4e94\u4e2a\u70b9\u7684\u706b\u7130\u9ad8\u5ea6\u7684\u9884\u6d4b\uff0c\u548c\u4e0b\u4e00\u7ec4\u8f93\u5165\uff0c\u5373\u4e0b\u4e00\u65f6\u523b\u5b9e\u9645\u706b\u7130\u9ad8\u5ea6\u505a\u6bd4\u8f83\uff0c\u4ee5\u589e\u52a0\u6216\u51cf\u5c11\u5404\u79cd\u4fe1\u53f7\u7684\u6743\u91cd\u7684\u65b9\u5f0f\uff0c\u4f7f\u5b83\u4eec\u7684\u7ec4\u5408\u5bf9\u5e94\u4e94\u4e2a\u6b63\u786e\u7684\u8f93\u51fa\u503c\u3002\u4ece\u4e00\u4e2a\u65f6\u95f4\u6b65\u5230\u4e0b\u4e00\u4e2a\u65f6\u95f4\u6b65\uff0c\u968f\u7740\u6743\u91cd\u7684\u8c03\u6574\uff0c\u9884\u6d4b\u6548\u679c \u9010\u6e10\u53d8\u597d\uff0c\u76f4\u5230\u8be5\u7b97\u6cd5\u80fd\u591f\u51c6\u786e\u9884\u6d4b\u4e0b\u4e00\u65f6\u523b\u7684\u706b\u7130\u72b6\u6001\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong>\u7b2c\u4e09\u6b65\uff0c\u8ba9\u795e\u7ecf\u5143\u5e93\u505a\u9884\u6d4b\u3002<\/strong>\u5728\u5b66\u5230\u4e86\u8fd9\u4e2a\u7cfb\u7edf\u7684\u52a8\u529b\u5b66\u6cd5\u5219\u4e4b\u540e\uff0c\u795e\u7ecf\u5143\u5e93\u8ba1\u7b97\u65b9\u6cd5\u53ef\u4ee5\u63ed\u793a\u5b83\u5c06\u5982\u4f55\u6f14\u5316\u3002\u5728\u672c\u8d28\u4e0a\uff0c\u7f51\u7edc\u662f\u5728\u95ee\u81ea\u5df1\u5373\u5c06\u4f1a\u53d1\u751f\u4ec0\u4e48\u3002\u8f93\u51fa\u4ee5\u65b0\u8f93\u5165\u7684\u5f62\u5f0f\u53cd\u9988\uff0c\u63a5\u4e0b\u6765\u7684\u8f93\u51fa\u53c8\u5c06\u5bf9\u5e94\u5230\u4e0b\u4e00\u65f6\u523b\u7684\u8f93\u5165\uff0c\u5468\u800c\u590d\u59cb\uff0c\u5b8c\u6210\u5bf9\u706b\u7130\u524d\u90e8\u4e94\u4e2a\u4f4d\u7f6e\u7684\u9ad8\u5ea6\u5982\u4f55\u6f14\u53d8\u7684\u9884\u6d4b\uff0c\u5e76\u884c\u7684\u5176\u4ed6\u795e\u7ecf\u5143\u5e93\u4e5f\u5c06\u9884\u6d4b\u51fa\u706b\u7130\u4e2d\u5176\u4ed6\u5730\u65b9\u7684\u9ad8\u5ea6\u6f14\u5316\u3002<\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\">\n<section style=\"white-space: normal;text-align: center;\"><img class=\"\"     style=\"box-shadow: none;width: 100%;height: auto;visibility: visible !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534231410.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<p style=\"margin: 5px 0px;text-align: center;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"color: rgb(136, 136, 136);\"><strong><span style=\"font-size: 13px;\">\u8bad\u7ec3\u9636\u6bb5\u548c\u9884\u6d4b\u9636\u6bb5<\/span><\/strong><\/span><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"title\">\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" ><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">6.\u9884\u6d4b\u6df7\u6c8c\uff1a<\/strong><\/span><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">\u5f15\u5165\u673a\u5668\u5b66\u4e60\u3001\u6df1\u5ea6\u5b66\u4e60\u3001LSTM<span style=\"font-size: 16px;color: rgb(123, 12, 0);border-color: rgb(123, 12, 0);\"><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u57281\u6708\u4efd\u53d1\u8868\u7684 PRL \uff08\u300aPhysical Review Letters\u300b\uff09\u8bba\u6587\u4e2d\uff0c<strong>\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0c\u4ed6\u4eec\u9884\u6d4b\u7684\u706b\u7130\u6f14\u5316\uff0c\u4e0e\u6df7\u6c8c\u7cfb\u7edf\u7684\u771f\u5b9e\u6f14\u5316\u51e0\u4e4e\u5b8c\u5168\u4e00\u81f4\uff0c\u76f4\u5230\u7b2c\u516b\u4e2a Lyapunov \u65f6\u95f4\u4e4b\u540e\uff0c\u9884\u6d4b\u624d\u5f00\u59cb\u504f\u79bb\u5b9e\u9645\u60c5\u51b5\u3002<\/strong><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong><br  \/><\/strong><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u901a\u5e38\uff0c\u9884\u6d4b\u6df7\u6c8c\u7cfb\u7edf\u7684\u65b9\u6cd5\u662f\uff0c\u5c3d\u53ef\u80fd\u51c6\u786e\u5730\u6d4b\u91cf\u4e00\u4e2a\u6df7\u6c8c\u7cfb\u7edf\u5728\u67d0\u4e00\u65f6\u523b\u7684\u72b6\u6001\uff0c\u540c\u65f6\u5229\u7528\u6570\u636e\u6765\u6821\u51c6\u7269\u7406\u6a21\u578b\uff0c\u7136\u540e\u5c06\u6a21\u578b\u6cbf\u7740\u65f6\u95f4\u6162\u6162\u5411\u524d\u6269\u5c55\u3002<strong>\u7531\u4e8e\u662f\u8fd1\u4f3c\u4f30\u8ba1\uff0c\u5fc5\u987b\u5c06\u4e00\u4e2a\u5178\u578b\u7684\u7cfb\u7edf\u7684\u521d\u59cb\u72b6\u6001\u6d4b\u91cf100,000,000\u6b21\uff0810\u7684\u516b\u6b21\u65b9\uff09\uff0c<\/strong>\u624d\u80fd\u5c06\u521d\u59cb\u72b6\u6001\u7684\u6570\u636e\u7528\u4e8e\u66f4\u51c6\u786e\u5730\u9884\u6d4b\u6df7\u6c8c\u7cfb\u7edf\u672a\u67658\u4e2a Lyapunov \u65f6\u95f4\u5185\u7684\u6f14\u5316\u72b6\u6001\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong>\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u673a\u5668\u5b66\u4e60\u5b8c\u5168\u4e0d\u9700\u8981\u6d4b\u91cf\u8fd9\u4e48\u591a\u7684\u72b6\u6001\u3002<\/strong><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u673a\u5668\u5b66\u4e60\u662f\u201c\u4e00\u79cd\u975e\u5e38\u6709\u7528\u548c\u5f3a\u5927\u7684\u65b9\u6cd5\u201d\uff0c\u9a6c\u666e\u6240\u7684Ulrich Parlitz\u8868\u793a\u3002\u4ed6\u548cJaeger\uff08\u5fb7\u56fdJacobs\u5927\u5b66\u8ba1\u7b97\u79d1\u5b66\u6559\u6388\uff09\u4e00\u6837\uff0c\u4e5f\u5728\u672c\u4e16\u7eaa\u521d\u5c06\u673a\u5668\u5b66\u4e60\u5e94\u7528\u4e8e\u4f4e\u7ef4\u6df7\u6c8c\u7cfb\u7edf\u3002\u201c\u6211\u8ba4\u4e3a\u673a\u5668\u5b66\u4e60\u4e0d\u4ec5\u5728\u4ed6\u4eec\u53d1\u8868\u7684\u8fd9\u4e2a\u6df7\u6c8c\u7cfb\u7edf\u7684\u6837\u4f8b\u9884\u6d4b\u4e2d\u8d77\u4f5c\u7528\uff0c<strong>\u5728\u67d0\u79cd\u610f\u4e49\u4e0a\uff0c\u673a\u5668\u5b66\u4e60\u5177\u6709\u666e\u9002\u6027\uff0c\u53ef\u4ee5\u5e94\u7528\u4e8e\u5176\u4ed6\u8bb8\u591a\u6f14\u5316\u8fc7\u7a0b\u4e0e\u7cfb\u7edf\u3002\u201d<\/strong><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u5728\u5373\u5c06\u53d1\u8868\u5728\u300aChaos\u300b\u4e0a\u7684\u4e00\u7bc7\u8bba\u6587\u4e2d\uff08\u94fe\uff1ahttp:\/\/www.bmp.ds.mpg.de\/tl_files\/bmp\/preprints\/Zimmermann_Parlitz_preprint.pdf\uff09\uff0cParlitz\u548c\u4e00\u4f4d\u5408\u4f5c\u8005\u5e94\u7528\u4e86\u5e93\u8ba1\u7b97\uff08Reservoir Computing\uff0c\u7b80\u79f0RC\uff09\u6a21\u578b\u6765\u9884\u6d4b&#8221;\u6613\u6fc0\u53d1\u6027\u4ecb\u8d28&#8221;\u7684\u52a8\u6001\uff0c\u6bd4\u5982\u5fc3\u810f\u7ec4\u7ec7\u3002<span style=\"letter-spacing: 0px;\">Parlitz\u8ba4\u4e3a\uff0c<strong>\u6df1\u5ea6\u5b66\u4e60\u6bd4\u5e93\u8ba1\u7b97\u6a21\u578b\u6846\u67b6\u66f4\u52a0\u590d\u6742\uff0c\u8ba1\u7b97\u66f4\u52a0\u5bc6\u96c6\uff0c\u80fd\u5f88\u597d\u5730\u89e3\u51b3\u6df7\u6c8c\u95ee\u9898\uff0c\u5176\u4ed6\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u4e5f\u5c06\u4f1a\u662f\u6709\u6548\u7684\u65b9\u6cd5\u3002<\/strong><\/span><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"letter-spacing: 0px;\"><strong><br  \/><\/strong><\/span><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u6700\u8fd1\uff0cMIT\u548cETH Zurich\u7684\u7814\u7a76\u4eba\u5458\u53d6\u5f97\u4e86\u7c7b\u4f3c\u7684\u7ed3\u679c\uff0cOtt \u56e2\u961f\u4f7f\u7528\u4e86\u4e00\u4e2a\u201c\u957f\u77ed\u671f\u8bb0\u5fc6\u201d\uff08LSTM\uff09\u795e\u7ecf\u7f51\u7edc\uff0c\u8fd9\u79cd\u795e\u7ecf\u7f51\u7edc\u53cd\u590d\u5faa\u73af\u80fd\u591f\u957f\u65f6\u95f4\u5b58\u50a8\u4e34\u65f6\u4fe1\u606f\u3002<\/p>\n<p style=\"white-space: normal;text-align: center;\"><img class=\"\"       src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma2-1534231410.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p mpa-paragraph-type=\"body\" style=\"margin-top: 5px;margin-bottom: 5px;letter-spacing: 0px;white-space: normal;text-align: center;font-size: 15px;line-height: 1.75;\"><span style=\"color: rgb(136, 136, 136);\"><strong><span style=\"font-size: 13px;\">\u5f69\u4e91\u5929\u6c14 APP\uff0c\u5229\u7528\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u9884\u6d4b\u77ed\u65f6\u5929\u6c14<\/span><\/strong><\/span><\/p>\n<p><br  \/><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"title\">\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" ><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">7.\u9884\u6d4b\u6c14\u8c61\u6570\u636e\uff0c\u5929\u6709\u53ef\u6d4b\u98ce\u4e91<span style=\"font-size: 16px;color: rgb(123, 12, 0);border-color: rgb(123, 12, 0);\"><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u5728PRL\u53d1\u8868\u8bba\u6587\u4e4b\u540e\uff0cOtt\uff0cPathak\uff0cGirvan\uff0cLu\u7b49\u4eba\u7ee7\u7eed\u63a8\u8fdb\u4ed6\u4eec\u7684\u7814\u7a76\uff0c\u73b0\u5728\u4ed6\u4eec\u8ddd\u79bb\u7406\u60f3\u7684\u9884\u6d4b\u5b9e\u9a8c\u66f4\u8fd1\u4e86\u4e00\u6b65\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">Ott &nbsp;\u56e2\u961f\u5728\u300aChaos\u300b\u6742\u5fd7\u53d1\u8868\u7684\u65b0\u7814\u7a76\u4e2d\u8868\u660e\uff0c\u901a\u8fc7\u5c06\u6570\u636e\u9a71\u52a8\u3001\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u3001\u4f20\u7edf\u7684\u6a21\u578b\u9884\u6d4b\uff0c\u53ef\u4ee5\u8fdb\u4e00\u6b65\u6539\u8fdb\u5bf9\u50cf Kuramoto-Sivashinsky \u65b9\u7a0b\u8fd9\u6837\u7684\u6df7\u6c8c\u7cfb\u7edf\u7684\u9884\u6d4b\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">Ott\u8ba4\u4e3a\uff0c<strong>\u8fd9\u662f\u6539\u5584\u5929\u6c14\u9884\u62a5\u53ca\u5176\u7c7b\u4f3c\u5de5\u4f5c\u7684\u6709\u6548\u9014\u5f84\uff0c\u56e0\u4e3a\u5e38\u5e38\u7f3a\u5c11\u5b8c\u6574\u7684\u9ad8\u5206\u8fa8\u7387\u6570\u636e\u6216\u5b8c\u7f8e\u7684\u7269\u7406\u6a21\u578b\u3002<\/strong>\u4ed6\u8bf4\uff1a\u201c\u6211\u4eec\u5e94\u8be5\u5229\u7528\u6211\u4eec\u6240\u638c\u63e1\u7684\u826f\u597d\u77e5\u8bc6\uff0c\u5982\u679c\u6211\u4eec\u5bf9\u67d0\u4e2a\u4e8b\u7269\u4e00\u65e0\u6240\u77e5\uff0c\u6211\u4eec\u5c31\u5e94\u8be5\u5229\u7528\u673a\u5668\u5b66\u4e60\u6765\u586b\u8865\u65e0\u77e5\u3002\u201d<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong><br  \/><\/strong><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong>\u5e93\u8ba1\u7b97\u7684\u9884\u6d4b\u53ef\u4ee5\u6821\u51c6\u6c14\u8c61\u6a21\u578b\uff0c<\/strong>\u5728 Kuramoto-Sivashinsky \u65b9\u7a0b\u4e2d\uff0c\u51c6\u786e\u7684\u9884\u6d4b\u65f6\u957f\u88ab\u8fdb\u4e00\u6b65\u63a8\u5e7f\u5230\u4e8612\u4e2aLyapunov\u65f6\u95f4\u3002<span style=\"letter-spacing: 0px;\">\u4e0d\u540c\u7cfb\u7edf\u5230\u8fbeLyapunov\u65f6\u95f4\u6240\u7ecf\u5386\u7684\u65f6\u95f4\u957f\u5ea6\u662f\u4e0d\u540c\u7684\uff0c\u4ece\u6beb\u79d2\u5230\u6570\u767e\u4e07\u5e74\u4e0d\u7b49\u3002 \u5c31\u5929\u6c14\u800c\u8a00\uff0c\u53ea\u6709\u51e0\u5929\u3002\u65f6\u95f4\u8d8a\u77ed\uff0c\u7cfb\u7edf\u66f4\u5bb9\u6613\u53d7\u8774\u8776\u6548\u5e94\u7684\u5f71\u54cd\u3002<\/span><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"letter-spacing: 0px;\"><\/span><\/p>\n<p style=\"text-align: center;\"><img class=\"\"         style=\"width: 100%;height: auto;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma4-1534231410.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: center;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"letter-spacing: 0px;\"><\/span><span style=\"color: rgb(136, 136, 136);\"><strong><span style=\"font-size: 13px;\">\u5728 netlogo \u4eff\u771f\u8f6f\u4ef6\u4e2d\u6a21\u62df\u68ee\u6797\u706b\u707e\u7684\u8513\u5ef6<\/span><\/strong><\/span><\/p>\n<p><br  \/><\/p>\n<section class=\"mpa-template\"   >\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" ><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">8.\u65e0\u5904\u4e0d\u5728\u7684\u6df7\u6c8c<span style=\"font-size: 16px;color: rgb(123, 12, 0);border-color: rgb(123, 12, 0);\"><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong>\u6df7\u6c8c\u7cfb\u7edf\u5728\u81ea\u7136\u754c\u4e2d\u65e0\u5904\u4e0d\u5728\uff0c\u7136\u800c\u5947\u602a\u7684\u662f\uff0c\u6df7\u6c8c\u672c\u8eab\u662f\u5f88\u96be\u786e\u5b9a\u7684\u3002<br  \/><\/strong><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u829d\u52a0\u54e5\u5927\u5b66\u7684\u6570\u5b66\u6559\u6388Amie Wilkinson\u8bf4\uff1a\u201c\u5728\u52a8\u529b\u7cfb\u7edf\u4e2d\uff0c\u5927\u591a\u6570\u4eba\u90fd\u4f7f\u7528\u6df7\u6c8c\u8fd9\u4e2a\u672f\u8bed\uff0c\u4f46\u8fd9\u4e9b\u4eba\u5728\u4f7f\u7528\u2018\u6df7\u6c8c\u2019\u65f6\u4f1a\u89c9\u5f97\u6709\u4e9b\u5c34\u5c2c\u3002\u56e0\u4e3a\u5b83\u5728\u6ca1\u6709\u51c6\u786e\u7684\u6570\u5b66\u5b9a\u4e49\u7684\u60c5\u51b5\u4e0b\u5438\u5f15\u4e86\u4eba\u4eec\u7684\u6ce8\u610f\u529b\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">Kantz\uff08\u5fb7\u56fd\u9a6c\u666e\u6240\u7684\u6df7\u6c8c\u7406\u8bba\u5bb6\uff09\u540c\u610f\u8fd9\u6837\u7684\u8bf4\u6cd5\uff1a<strong>\u201c\u6df7\u6c8c\u5e76\u4e0d\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u6982\u5ff5\u3002\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u8c03\u6574\u4e00\u4e2a\u7cfb\u7edf\u7684\u5355\u4e2a\u53c2\u6570\u53ef\u4ee5\u4f7f\u7cfb\u7edf\u4ece\u6df7\u6c8c\u53d8\u4e3a\u7a33\u5b9a\uff0c\u53cd\u4e4b\u4ea6\u7136\u3002\u201d<\/strong><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">Wilkinson \u7528\u62c9\u4f38\u548c\u6298\u53e0\u6765\u63cf\u8ff0\u6df7\u6c8c\uff0c\u5c31\u50cf\u5728\u505a\u9165\u76ae\u7cd5\u70b9\u65f6\u53cd\u590d\u62c9\u4f38\u548c\u6298\u53e0\u9762\u56e2\u4e00\u6837\u3002\u6bcf\u4e00\u5757\u9762\u56e2\u5728\u64c0\u9762\u6756\u4e0b\u6c34\u5e73\u4f38\u5c55\uff0c\u5728\u4e24\u4e2a\u7a7a\u95f4\u65b9\u5411\u4e0a\u4ee5\u6307\u6570\u7684\u901f\u5ea6\u8fc5\u901f\u5206\u79bb\uff0c\u7136\u540e\u5c06\u9762\u56e2\u6298\u53e0\u538b\u5e73\uff0c\u5728\u5782\u76f4\u7684\u65b9\u5411\u4e0a\u5c06\u9762\u56e2\u8868\u9762\u51f8\u8d77\u51f9\u9677\u7684\u90e8\u5206\u518d\u538b\u5e73\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u5929\u6c14\u3001\u68ee\u6797\u5927\u706b\u3001\u592a\u9633\u8868\u9762\u7684\u2018\u98ce\u66b4\u2019\u4ee5\u53ca\u6240\u6709\u5176\u4ed6\u6df7\u6c8c\u7684\u7cfb\u7edf\u5c31\u662f\u8fd9\u6837\u8fd0\u4f5c\u7684\uff0c\u4e3a\u4e86\u8ba9\u6df7\u6c8c\u7cfb\u7edf\u7684\u8f68\u8ff9\u6307\u6570\u53d1\u6563\uff0c\u9700\u8981\u8fd9\u79cd\u62c9\u4f38\uff0c\u4e3a\u4e86\u4e0d\u4f7f\u7cfb\u7edf\u53d1\u6563\u5230\u65e0\u7a77\u8fdc\u5904\uff0c\u9700\u8981\u4e00\u4e9b\u6298\u53e0\u3002\u6298\u53e0\u6765\u81ea\u7cfb\u7edf\u4e2d\u53d8\u91cf\u4e4b\u95f4\u7684\u975e\u7ebf\u6027\u5173\u7cfb\u3002\u4e0d\u540c\u7ef4\u5ea6\u7684\u62c9\u4f38\u548c\u538b\u7f29\u5206\u522b\u5bf9\u5e94\u4e8e\u4e00\u4e2a\u7cfb\u7edf\u7684\u6b63\u8d1f&#8221;Lyapunov\u6307\u6570&#8221;\u3002<\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\">\n<section style=\"white-space: normal;text-align: center;\"><img class=\"\"     style=\"box-shadow: none;width: 100%;height: auto;visibility: visible !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma0-1534231410.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<p style=\"margin: 5px 0px;text-align: center;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong><span style=\"font-size: 13px;color: rgb(136, 136, 136);\">\u5728\u72b6\u6001\u4e2d\u5207\u6362\uff0c\u72b9\u5982\u949f\u6446<\/span><\/strong><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"title\">\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" ><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">9.\u4e3a\u4ec0\u4e48\u6709\u6548\uff1f<\/strong><\/span><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">\u795e\u7ecf\u7f51\u7edc\u7684\u673a\u5236\u4ecd\u5f85\u63a2\u7a76<span style=\"font-size: 16px;color: rgb(123, 12, 0);border-color: rgb(123, 12, 0);\"><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u5728\u300aChaos\u300b\u53e6\u4e00\u7bc7\u6700\u65b0\u7684\u8bba\u6587\u4e2d\uff08\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/aip.scitation.org\/doi\/abs\/10.1063\/1.5010300?journalCode=cha&amp;\uff09\uff0cOtt \u56e2\u961f\u62a5\u544a\u8bf4\uff0c\u4ed6\u4eec\u7684\u5e93\u8ba1\u7b97\u6a21\u578b\uff0c\u53ef\u4ee5\u6210\u529f\u5730\u4ece\u6df7\u6c8c\u7cfb\u7edf\u8fdb\u5316\u6570\u636e\u4e2d\uff0c\u5b66\u4e60\u5230\u8fd9\u4e9b\u62c9\u4f38\u548c\u538b\u7f29\u7684\u7279\u5f81\u6307\u6570\u7684\u503c\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong>\u5e93\u8ba1\u7b97\u7684\u4e3b\u8981\u601d\u60f3\u662f\uff0c\u8ba1\u7b97\u673a\u6839\u636e\u53cd\u9988\u7684\u6570\u636e\u8c03\u6574\u6df7\u6c8c\u7cfb\u7edf\u52a8\u529b\u5b66\u7684\u516c\u5f0f\uff0c\u76f4\u5230\u8fd9\u4e2a\u516c\u5f0f\u80fd\u591f\u590d\u5236\u6df7\u6c8c\u7cfb\u7edf\u7684\u52a8\u6001\u53d8\u5316\u8fc7\u7a0b\u3002\u8fd9\u4e2a\u6280\u672f\u7684\u6548\u679c\u975e\u5e38\u597d\uff0c\u4f46\u5176\u5185\u90e8\u7684\u5b66\u4e60\u673a\u5236\u5374\u5f88\u5c11\u6709\u4eba\u6e05\u695a\u3002<\/strong><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u6700\u7ec8\uff0c\u867d\u7136\u5e93\u8ba1\u7b97\u53ef\u4ee5\u5f88\u597d\u7684\u5b66\u4e60\u6df7\u6c8c\u52a8\u529b\u5b66\uff0c\u4f46\u5f88\u591a\u4eba\u5e76\u4e0d\u7406\u89e3\u5e93\u8ba1\u7b97\u5230\u5e95\u4e3a\u4ec0\u4e48\u80fd\u5b66\u7684\u8fd9\u4e48\u597d\u3002\u4e8b\u5b9e\u4e0a\uff0cOtt\u548c\u5176\u4ed6\u4e00\u4e9b\u9a6c\u91cc\u5170\u5dde\u7684\u7814\u7a76\u4eba\u5458\u73b0\u5728\u6253\u7b97\u7528\u6df7\u6c8c\u7406\u8bba\u6765\u66f4\u597d\u5730\u7406\u89e3\u795e\u7ecf\u7f51\u7edc\u7684\u5185\u90e8\u673a\u5236\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\">\n<section style=\"white-space: normal;text-align: center;\"><img class=\"\"     style=\"box-shadow: none;width: 100%;height: auto;visibility: visible !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma5-1534231410.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<p><br  \/><\/p>\n<section class=\"mpa-template\"    style=\"white-space: normal;\">\n<section  style=\"margin-top: 20px;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">\u63a8\u8350\u9605\u8bfb<span style=\"border-color: rgb(123, 12, 0);\"><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"white-space: normal;text-align: center;\"><br  \/><\/p>\n<p style=\"margin-top: 10px;margin-bottom: 15px;white-space: normal;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487018&amp;idx=1&amp;sn=6e06dc93c48fa81ef5092cb840a21f6f&amp;chksm=e89454a7dfe3ddb1184739bb331ac76ab40e2052e964306a72529984eca556935ed36ddf3a4d&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline;font-size: 14px;\"><strong><span style=\"font-size: 14px;\">\u5f69\u4e91ICLR 2018\u9876\u4f1a\u8bba\u6587\u5e26\u4f60\u8fdb\u5165\u201c\u7ec4\u5408\u5f0f\u795e\u7ecf\u7f16\u7a0b\u201d\u7684\u4e16\u754c<\/span><\/strong><\/a><br  \/><\/p>\n<p style=\"margin-top: 10px;margin-bottom: 15px;white-space: normal;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487075&amp;idx=1&amp;sn=60703f576dd7e9834be96694dde869ec&amp;chksm=e89454eedfe3ddf837c84114e3c9a331452b71315a62e1c6f5c271a50b090582ac981acbf491&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 14px;text-decoration: underline;\"><strong><span style=\"font-size: 14px;\">3.14\uff1a\u795e\u5947\u7684 \u03c0 \u65e5\u80cc\u540e\u7684\u795e\u5947\u6570\u5b66<\/span><\/strong><\/a><\/p>\n<p style=\"margin-top: 10px;margin-bottom: 15px;white-space: normal;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487520&amp;idx=1&amp;sn=1aeaaa65078c19624fe996989d60c95d&amp;chksm=e8944aaddfe3c3bbe6bb0a2c561128f34e40803ee32db22949df13de41383adea031d183f72e&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 14px;text-decoration: underline;\"><strong><span style=\"font-size: 14px;\">\u4faf\u4e16\u8fbe\uff1a\u673a\u5668\u53ef\u4ee5\u201c\u7ffb\u8bd1\u201d\u4f46\u4e0d\u80fd\u771f\u6b63\u7406\u89e3 | AI&amp;Society<\/span><\/strong><\/a><\/p>\n<p style=\"margin-top: 10px;margin-bottom: 15px;white-space: normal;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247486209&amp;idx=1&amp;sn=56103336c57f9eb10ad2f772a51d5502&amp;chksm=e894518cdfe3d89a1187c992b6c56404dbb1e15f7eb3555dd1a252f427cd988a1938f4184c8f&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 14px;text-decoration: underline;\"><strong><span style=\"font-size: 14px;\">\u91cf\u5b50\u8ba1\u7b97\u65f6\u4ee3\u7684\u673a\u5668\u5b66\u4e60<\/span><\/strong><\/a><\/p>\n<p style=\"margin-top: 10px;margin-bottom: 15px;white-space: normal;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247486065&amp;idx=1&amp;sn=cdd5ffb1f5b43c81dfa92ba0d9d315e2&amp;chksm=e89450fcdfe3d9ea697342dcd6c87e840a33bd7bad06a16bfa93008e196945659f232ded7a24&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 14px;text-decoration: underline;\"><strong><span style=\"font-size: 14px;\">\u673a\u5668\u5b66\u4e60\u3001\u7406\u8bba\u7269\u7406\u3001\u8ba1\u7b97\u793e\u4f1a\u5b66\u7684\u78b0\u649e<\/span><\/strong><\/a><\/p>\n<p style=\"margin-top: 10px;margin-bottom: 15px;white-space: normal;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485723&amp;idx=1&amp;sn=ef60e683e1d9377f0ebc583d761a0066&amp;chksm=e8945396dfe3da808b84c9dcafe65c02920b77847ed3831066a376c01112de6777a476a3de2e&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 14px;text-decoration: underline;\"><strong><span style=\"font-size: 14px;\">\u900f\u89c6\u6df1\u5ea6\u5b66\u4e60\uff0c\u7545\u60f3\u672a\u6765\u5e94\u7528<\/span><\/strong><\/a><\/p>\n<p style=\"margin-top: 10px;margin-bottom: 15px;white-space: normal;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485150&amp;idx=1&amp;sn=3dd07074138dbe575f491511f8954a5e&amp;chksm=e8945c53dfe3d54506dbe24b5b6e311bccc3c9f797e6041ce7dfd643eb41180c5395135a186b&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 14px;text-decoration: underline;\"><strong><span style=\"font-size: 14px;\">\u96c6\u667a\u2014\u51ef\u98ce\u7814\u8bfb\u8425\u300c\u7f51\u7edc\u3001\u51e0\u4f55\u4e0e\u673a\u5668\u5b66\u4e60\u300d\u611f\u60f3&nbsp;<\/span><\/strong><\/a><\/p>\n<p style=\"margin-top: 10px;margin-bottom: 15px;white-space: normal;text-align: center;\"><strong style=\"font-size: 14px;text-decoration: underline;\"><span style=\"font-size: 14px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485195&amp;idx=1&amp;sn=44f65c72ec6e672c31c9c99d32df0eda&amp;chksm=e8945d86dfe3d490355b87c7f85b19b59b0f8f2da2800f56ffe999ebb3ce8033ddd721ebd99c&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 14px;text-decoration: underline;\">\u5bf9\u673a\u5668\u5b66\u4e60\u3001\u5f20\u91cf\u7f51\u7edc\u548c\u7269\u7406\u7684\u4e00\u4e9b\u770b\u6cd5&nbsp;<\/a><\/span><\/strong><\/p>\n<p style=\"margin-top: 10px;margin-bottom: 15px;font-size: 16px;white-space: normal;color: rgb(62, 62, 62);text-align: center;\"><span style=\"text-decoration: underline;font-size: 14px;\"><strong><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485530&amp;idx=1&amp;sn=8b06e3cc598693ca67ff8ba696184958&amp;chksm=e89452d7dfe3dbc1074348d8a1a47f863cf21a37d25aef3663c967557b8b6fa2c34297c0cc7d&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline;font-size: 14px;\">\u7f51\u7edc\u4e0e\u51e0\u4f55\u7684\u7ea0\u7f20<\/a><\/strong><\/span><\/p>\n<p><br  \/><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"ignored\">\n<hr style=\"margin: 0px;padding: 0px;color: rgb(62, 62, 62);font-size: 16px;line-height: 25.6px;white-space: normal;widows: 1;background-color: rgb(255, 255, 255);\"  \/>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;clear: both;min-height: 1em;color: rgb(62, 62, 62);font-size: 16px;line-height: 25.6px;white-space: normal;widows: 1;text-align: center;background-color: rgb(255, 255, 255);\"><img class=\"__bg_gif\"     style=\"margin: 0px;padding: 0px;letter-spacing: 0.5px;height: auto !important;visibility: visible !important;width: 64px !important;\" width=\"100%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534231410.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/p>\n<section   style=\"margin: 0px 0.5em;padding: 0px;color: rgb(62, 62, 62);font-size: 16px;line-height: 25.6px;white-space: normal;widows: 1;letter-spacing: 0.5px;background-color: rgb(255, 255, 255);\">\n<section   style=\"margin: 0px 0.5em;padding: 0px;line-height: 25.6px;text-align: center;outline: none;\">\n<section   style=\"margin: 0px 0.5em;padding: 0px;line-height: 25.6px;outline: none;\">\n<section   style=\"margin: 0px;padding: 0px;outline: none;\">\n<section  style=\"margin: 0px 0.5em;padding: 0px;font-size: 15px;outline: none;\">\n<section  style=\"margin: 0px;padding: 0px;line-height: 25.6px;border-color: rgb(123, 12, 0);\">\n<p style=\"margin-top: 10px;margin-bottom: 10px;padding-right: 3px;padding-left: 3px;clear: both;min-height: 1em;transform: translate3d(0px, 0px, 0px);border-color: rgb(123, 12, 0);line-height: 1.5em;\"><strong style=\"margin: 0px;padding: 0px;\" mpa-from-tpl=\"t\"><span style=\"margin: 0px;padding: 0px;font-size: 12px;color: rgb(136, 136, 136);\">\u96c6\u667aQQ\u7fa4\uff5c292641157<br style=\"margin: 0px;padding: 0px;\"  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style=\"margin-right: 0.5em;margin-left: 0.5em;clear: both;min-height: 1em;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;overflow-wrap: break-word !important;\"><span style=\"margin: 0px;padding: 0px;color: rgb(0, 0, 0);\"><strong style=\"margin: 0px;padding: 0px;\" mpa-from-tpl=\"t\"><span style=\"margin: 0px;padding: 0px;font-size: 14px;\">\u52a0\u5165\u201c\u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240\u201d<\/span><\/strong><\/span><\/p>\n<section style=\"margin: 0px 0.5em;padding: 0px;font-size: 14px;color: rgb(71, 193, 168);line-height: 20px;overflow-wrap: break-word !important;\">\n<p style=\"margin: 5px auto;padding: 10px;clear: both;min-height: 1em;width: 180px;border-width: 2px;border-style: dashed;border-color: rgb(132, 132, 132);line-height: normal;overflow-wrap: break-word !important;\"><img class=\"\"      style=\"margin: 0px;padding: 0px;height: auto !important;overflow-wrap: break-word !important;visibility: visible !important;width: auto !important;\" width=\"auto\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534231411.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<\/section>\n<p style=\"clear: both;min-height: 1em;\"><span style=\"margin: 0px;padding: 0px;font-size: 14px;\">\u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427\uff01<\/span><\/p>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<div class=\"post-image\"><img class=\"\"       style=\"color: rgb(62, 62, 62);font-size: 14px;letter-spacing: 0.5px;text-align: center;white-space: normal;widows: 1;background-color: rgb(255, 255, 255);\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534231411-1.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/div>\n<blockquote class='keep-source'>\n<p>\u59cb\u53d1\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7\uff1a                         \u96c6\u667a\u4ff1\u4e50\u90e8                      <\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u53ef\u4ee5\u51c6\u786e\u6a21\u62df\u706b\u7130\u5728\u4e00\u5b9a\u65f6\u95f4\u5185\u7684\u6269\u6563 \u8bd1\u8005\uff1aFrank\u3001\u9648\u5b5f\u56ed\u3001\u5f20\u7ae0 \u539f\u6587\uff1ahttps:\/\/www.quantamagazine.org\/machine-learnings-amazing-ability-to-predict-chaos-20180418\/\uff08\u6216\u70b9\u51fb\u9605\u8bfb\u539f\u6587\uff09 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