{"id":412,"date":"2020-12-06T17:31:05","date_gmt":"2020-12-06T09:31:05","guid":{"rendered":"http:\/\/hk.khscience.cn\/docs\/?p=412"},"modified":"2023-08-12T10:58:40","modified_gmt":"2023-08-12T02:58:40","slug":"eemd","status":"publish","type":"post","link":"https:\/\/www.khsci.com\/docs\/index.php\/2020\/12\/06\/eemd\/","title":{"rendered":"EEMD\u753b\u56fe\u5de5\u5177\uff08\u516c\u5f00\u7248\uff09"},"content":{"rendered":"\n<h4 class=\"wp-block-heading\"> \u4e00\u3001\u4ee3\u7801\u8fd0\u884c\u73af\u5883<\/h4>\n\n\n\n<p class=\"is-style-iw-2em\">\u5728\u4f7f\u7528\u8be5\u4ee3\u7801\u524d\uff0c\u8bf7<strong>\u52a1\u5fc5<\/strong>\u5b89\u88c5\u65f6\u9891\u57df\u5206\u6790\u5de5\u5177\u7bb1\u3002\uff08\u7136\u540e\u518d\u5728\u6587\u672b\u4e0b\u8f7d\u201cEEMD\u753b\u56fe\u201d\u76f8\u5173\u4ee3\u7801\u5e76\u4f7f\u7528\uff09<\/p>\n\n\n\n<p class=\"is-style-iw-2em\"><a href=\"https:\/\/khsci.com\/docs\/index.php\/2020\/04\/09\/1\/\">\u5de5\u5177\u7bb1\u4e0b\u8f7d\u8def\u5f84\u5728\u8fd9\u91cc<\/a><\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u4e0b\u8f7d\u6587\u4ef6\u5e76\u89e3\u538b\uff0c\u6309\u7167\u6b65\u9aa4\u64cd\u4f5c\u5373\u53ef\u5b8c\u6210\u5de5\u5177\u7bb1\u5b89\u88c5\u3002<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u5df2\u6d4b\u8bd5MATLAB2016\/2018\/2019\uff0c\u5176\u4ed6MATLAB\u7248\u672c\u7406\u8bba\u4e0a\u4e5f\u53ef\u4ee5\u4f7f\u7528\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e8c\u3001\u6587\u4ef6\u8bf4\u660e<\/h4>\n\n\n\n<p class=\"is-style-iw-2em\"><strong>1.demoEEMD.m<\/strong><\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u7528\u4e8e\u6d4b\u8bd5EEMD\u529f\u80fd\u7684\u811a\u672c\u6587\u4ef6\uff0c\u53ef\u4ee5\u76f4\u63a5\u8fd0\u884c\u5176\u4e2d\u8c03\u7528\u4e86pEEMD\u548cpEEMDandFFT\u3002<\/p>\n\n\n\n<p class=\"is-style-iw-2em\"><b>2.pEEMD.p<\/b><\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u5c01\u88c5\u597d\u7684EEMD\u753b\u56fe\u7a0b\u5e8f\uff0cp\u6587\u4ef6\uff0c\u53ef\u4ee5\u8c03\u7528\u3002<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u51fd\u6570\u53c2\u6570\u8bf4\u660e\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-prismatic-blocks\"><code class=\"language-matlab\">function  imf = pEEMD(data,FsOrT,Nstd,NE)\n% \u753b\u4fe1\u53f7EEMD\u5206\u89e3\u56fe\n% \u8f93\u5165\uff1a\n% y\u4e3a\u5f85\u5206\u89e3\u4fe1\u53f7\n% FsOrT\u4e3a\u91c7\u6837\u9891\u7387\u6216\u91c7\u6837\u65f6\u95f4\u5411\u91cf\uff0c\u5982\u679c\u4e3a\u91c7\u6837\u9891\u7387\uff0c\u8be5\u53d8\u91cf\u8f93\u5165\u5355\u4e2a\u503c\uff1b\u5982\u679c\u4e3a\u65f6\u95f4\u5411\u91cf\uff0c\u8be5\u53d8\u91cf\u4e3a\u4e0ey\u76f8\u540c\u957f\u5ea6\u7684\u4e00\u7ef4\u5411\u91cf\u3002\u5982\u679c\u672a\u77e5\u91c7\u6837\u9891\u7387\uff0c\u53ef\u8bbe\u7f6e\u4e3a1\n% Nstd\u4e3a\u9644\u52a0\u566a\u58f0\u6807\u51c6\u5dee\u4e0eY\u6807\u51c6\u5dee\u4e4b\u6bd4\n% NE\u4e3a\u5bf9\u4fe1\u53f7\u7684\u5e73\u5747\u6b21\u6570\n% \u8f93\u51fa\uff1a\n% imf\u4e3a\u7ecfeemd\u5206\u89e3\u540e\u7684\u5404imf\u5206\u91cf\u503c\n% \u4f8b1\uff1a\uff08FsOrT\u4e3a\u91c7\u6837\u9891\u7387\uff09\n% fs = 100;\n% t = 1\/fs:1\/fs:1;\n% data = sin(2*pi*5*t)+2*sin(2*pi*20*t);\n% imf = pEEMD(data,fs,0.2,100);\n% \u4f8b2\uff1a\uff08FsOrT\u4e3a\u65f6\u95f4\u5411\u91cf\uff0c\u9700\u8981\u6ce8\u610f\u6b64\u65f6FsOrT\u7684\u957f\u5ea6\u8981\u4e0ey\u76f8\u540c\uff09\n% t = 0:0.01:1;\n% data = sin(2*pi*5*t)+2*sin(2*pi*20*t);\n% imf = pEEMD(data,t,0.2,100);<\/code><\/pre>\n\n\n\n<p class=\"is-style-iw-2em\">\u753b\u56fe\u6548\u679c\u5982\u4e0b\uff08\u53c2\u8003\uff09\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2020\/12\/beecda54bf7808b0283f5642da6781f5.png\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"is-style-iw-2em\"><strong>3.pEEMDandFFT.p<\/strong><\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u5c01\u88c5\u597d\u7684\u753b\u56fe\u7a0b\u5e8f\uff0c\u53ef\u4ee5\u7ed8\u5236\u51fa\u4fe1\u53f7EMD\u5206\u89e3\u4e0e\u5404IMF\u5206\u91cf\u9891\u8c31\u5bf9\u7167\u56fe\uff0cp\u6587\u4ef6\uff0c\u53ef\u4ee5\u8c03\u7528\u3002<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u51fd\u6570\u53c2\u6570\u8bf4\u660e\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-prismatic-blocks\"><code class=\"language-matlab\">function imf = pEEMDandFFT(y,FsOrT,Nstd,NE)\n% \u753b\u4fe1\u53f7EEMD\u5206\u89e3\u4e0e\u5404IMF\u5206\u91cf\u9891\u8c31\u5bf9\u7167\u56fe\n% \u8f93\u5165\uff1a\n% y\u4e3a\u5f85\u5206\u89e3\u4fe1\u53f7\n% FsOrT\u4e3a\u91c7\u6837\u9891\u7387\u6216\u91c7\u6837\u65f6\u95f4\u5411\u91cf\uff0c\u5982\u679c\u4e3a\u91c7\u6837\u9891\u7387\uff0c\u8be5\u53d8\u91cf\u8f93\u5165\u5355\u4e2a\u503c\uff1b\u5982\u679c\u4e3a\u65f6\u95f4\u5411\u91cf\uff0c\u8be5\u53d8\u91cf\u4e3a\u4e0ey\u76f8\u540c\u957f\u5ea6\u7684\u4e00\u7ef4\u5411\u91cf\n% Nstd\u4e3a\u9644\u52a0\u566a\u58f0\u6807\u51c6\u5dee\u4e0eY\u6807\u51c6\u5dee\u4e4b\u6bd4\n% NE\u4e3a\u5bf9\u4fe1\u53f7\u7684\u5e73\u5747\u6b21\u6570\n% \u8f93\u51fa\uff1a\n% imf\u4e3a\u7ecfeemd\u5206\u89e3\u540e\u7684\u5404imf\u5206\u91cf\u503c\n% \u4f8b1\uff1a\uff08FsOrT\u4e3a\u91c7\u6837\u9891\u7387\uff09\n% fs = 100;\n% t = 1\/fs:1\/fs:1;\n% y = sin(2*pi*5*t)+2*sin(2*pi*20*t);\n% imf = pEEMDandFFT(y,fs,0.2,100);\n% \u4f8b2\uff1a\uff08FsOrT\u4e3a\u65f6\u95f4\u5411\u91cf\uff0c\u9700\u8981\u6ce8\u610f\u6b64\u65f6FsOrT\u7684\u957f\u5ea6\u8981\u4e0ey\u76f8\u540c\uff09\n% t = 0:0.01:1;\n% y = sin(2*pi*5*t)+2*sin(2*pi*20*t);\n% imf = pEEMDandFFT(y,t,0.2,100);\n\n% \u6ce8\u610f\uff1a\u5728\u4f7f\u7528\u8be5\u4ee3\u7801\u4e4b\u524d\uff0c\u8bf7\u52a1\u5fc5\u5b89\u88c5\u5de5\u5177\u7bb1\uff1ahttps:\/\/khsci.com\/docs\/index.php\/2020\/04\/09\/1\/<\/code><\/pre>\n\n\n\n<p class=\"is-style-iw-2em\">\u753b\u56fe\u6548\u679c\u5982\u4e0b\uff08\u53c2\u8003\uff09\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2020\/12\/a7b3b2af74cac62085463016f4c3db80.png\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"is-style-iw-2em\"><strong>4.kEEMD.m<\/strong><\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u8c03\u6574\u540e\u7684EEMD\u51fd\u6570\uff0c\u6574\u5408\u4e86\u4e2d\u592e\u5927\u5b66\u5de5\u5177\u7bb1\u7684EEMD\u5206\u89e3\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u8c03\u6574\u5305\u62ec\uff1a<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">1.\u5c06imf\u5206\u91cf\u7531\u7eb5\u5411\u6539\u4e3a\u6a2a\u5411\uff0c\u4f7f\u4e4b\u4e0e<a href=\"https:\/\/khsci.com\/docs\/index.php\/2020\/04\/09\/1\/\">\u65f6\u9891\u57df\u5206\u6790\u5de5\u5177\u7bb1<\/a>\u4e2d\u5176\u4ed6\u6a21\u6001\u5206\u89e3\u5de5\u5177\u7684\u683c\u5f0f\u4fdd\u6301\u4e00\u81f4\u3002\u65b9\u4fbf\u4e0e\u540e\u7eed\u65b9\u6cd5\u7684\u8854\u63a5<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">2.\u539f\u59cbeemd\u51fd\u6570\u4e2d\u7b2c\u4e00\u4e2a\u5206\u91cf\u4e3a\u539f\u59cb\u4fe1\u53f7\uff0c\u5220\u4e4b<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u51fd\u6570\u53c2\u6570\u8bf4\u660e\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-prismatic-blocks\"><code class=\"language-matlab\">function imf = kEEMD(data,Nstd,NE)\n% \u8c03\u6574\u540e\u7684EEMD\u51fd\u6570\uff0c\u6574\u5408\u4e86\u4e2d\u592e\u5927\u5b66\u5de5\u5177\u7bb1\u7684EEMD\u5206\u89e3\u65b9\u6cd5\n% \u8c03\u6574\u5305\u62ec\uff1a1.\u5c06imf\u5206\u91cf\u7531\u7eb5\u5411\u6539\u4e3a\u6a2a\u5411\uff0c\u4f7f\u4e4b\u4e0e\u65f6\u9891\u57df\u5206\u6790\u5de5\u5177\u7bb1\uff08https:\/\/khsci.com\/docs\/index.php\/2020\/04\/09\/1\/\uff09\u4e2d\u5176\u4ed6\u6a21\u6001\u5206\u89e3\u5de5\u5177\u7684\u683c\u5f0f\u4fdd\u6301\u4e00\u81f4\u3002\u65b9\u4fbf\u4e0e\u540e\u7eed\u65b9\u6cd5\u7684\u8854\u63a5\n%          2.\u539f\u59cbeemd\u51fd\u6570\u4e2d\u7b2c\u4e00\u4e2a\u5206\u91cf\u4e3a\u539f\u59cb\u4fe1\u53f7\uff0c\u5220\u4e4b\n% \u8f93\u5165\uff1a\n% data\uff1a\u5f85\u5206\u89e3\u7684\u6570\u636e\n% Nstd\u4e3a\u9644\u52a0\u566a\u58f0\u6807\u51c6\u5dee\u4e0eY\u6807\u51c6\u5dee\u4e4b\u6bd4\n% NE\u4e3a\u5bf9\u4fe1\u53f7\u7684\u5e73\u5747\u6b21\u6570\n% \u8f93\u51fa\uff1a\n% imf\uff1a\u5185\u6db5\u6a21\u6001\u5206\u91cf\uff0c\u7edf\u4e00\u4e3an*m\u683c\u5f0f\uff0c\u5176\u4e2dn\u4e3a\u6a21\u6001\u6570\uff0cm\u4e3a\u6570\u636e\u70b9\u6570\u3002\u4f8b\u5982 imf(1,:)\u5373IMF1\uff0cimf(emd,:)\u5373\u4e3a\u6b8b\u5dee\n\n% \u6ce8\u610f\uff1a\u4f7f\u7528\u4e24\u79cd\u5e93\u6240\u5f97\u5230\u7684imf\u7ed3\u679c\u4f1a\u5b58\u5728\u5dee\u5f02\uff0c\u8fd9\u662f\u7531\u4e24\u4e2a\u5e93\u81ea\u8eab\u7b97\u6cd5\u5dee\u5f02\u5bfc\u81f4\u7684\uff0c\u5c5e\u4e8e\u6b63\u5e38\u73b0\u8c61\u3002\n% \u6709\u4f59\u529b\u7684\u540c\u5b66\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u9700\u8981\u4fee\u6539\u4e0b\u8ff0\u4ee3\u7801\n% \u4f8b\u5982\u5f53type\u8bbe\u7f6e\u4e3a1\u65f6\uff0cmat_emd\u7684\u8f93\u5165\u53c2\u6570\u53ef\u4ee5\u5b8c\u5168\u53c2\u7167\u4e0b\u8ff0\u6587\u6863\u8fdb\u884c\u8bbe\u7f6e\uff1ahttps:\/\/ww2.mathworks.cn\/help\/signal\/ref\/emd.html?s_tid=srchtitle\n% \u6bd4\u5982\u8bbe\u7f6e\u6700\u5927IMF\u6570\u4e3a5\uff0c\u5219\u2460\u884c\u7684\u4ee3\u7801\u53ef\u4ee5\u5199\u4e3a\uff1aimf = mat_emd(data,&#039;MaxNumIMF&#039;,5)&#039;;\n\n% \u6ce8\u610f\uff1a\u5728\u4f7f\u7528\u8be5\u4ee3\u7801\u4e4b\u524d\uff0c\u8bf7\u52a1\u5fc5\u5b89\u88c5\u5de5\u5177\u7bb1\uff1ahttps:\/\/khsci.com\/docs\/index.php\/2020\/04\/09\/1\/<\/code><\/pre>\n\n\n\n<p class=\"is-style-iw-2em\"><strong>5.pFFT.p<\/strong><\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u5c01\u88c5\u597d\u7684fft\u8ba1\u7b97\u7a0b\u5e8f\uff0c\u5728pEMDandFFT.m\u4e2d\u8c03\u7528\uff0c\u4e00\u822c\u4e0d\u9700\u8981\u4fee\u6539\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"-cf7d125d-749b-470f-b24b-c6c6db65aaa8\"><strong>\u4e09\u3001\u4f7f\u7528\u6559\u7a0b<\/strong><\/h4>\n\n\n\n<p class=\"is-style-iw-2em\">\u8be5\u6559\u5b66\u89c6\u9891\u662f\u9488\u5bf9\u201c\u7c7bEMD\u201d\u753b\u56fe\u5de5\u5177\u4ee3\u7801\uff08\u5b8c\u6574\u7248\uff09\u7684\u4f7f\u7528\u6559\u7a0b\u3002<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u89c6\u9891\u4e2d\u662f\u4ee5CEEMD\u4ee3\u7801\u4e3a\u6848\u4f8b\u8bb2\u89e3\u7684\u3002<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u5176\u4ed6\u7684\u201c\u7c7bEMD\u65b9\u6cd5\u201d\u90fd\u53ef\u4ee5\u53c2\u8003\u8be5\u6559\u7a0b\u3002<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u89c6\u9891\u4e2d4:00\u5f00\u59cb\u6f14\u793a\u7684<strong>\u5982\u4f55\u4f7f\u7528\u81ea\u5df1\u7684\u6570\u636e\u5bfc\u5165\u5e76\u8c03\u7528<\/strong>\u3002<\/p>\n\n\n         <style>\r\n             #player69ed7d3f6c986.h5vp_player { widthborder-radius overflow: hidden; }        <\/style>\r\n        <div id=\"h5vp_player\">\r\n            <div id=\"player69ed7d3f6c986\" class=\"h5vp_player h5vp_player_initializer\" 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