{"id":1821,"date":"2022-08-18T23:23:40","date_gmt":"2022-08-18T15:23:40","guid":{"rendered":"http:\/\/hk.khscience.cn\/docs\/?p=1821"},"modified":"2024-10-26T20:47:13","modified_gmt":"2024-10-26T12:47:13","slug":"waveletth","status":"publish","type":"post","link":"https:\/\/www.khsci.com\/docs\/index.php\/2022\/08\/18\/waveletth\/","title":{"rendered":"\u5c0f\u6ce2\u9608\u503c\u6ee4\u6ce2\u7b97\u6cd5\uff08\u8f6f\u9608\u503c\u3001\u786c\u9608\u503c\u3001\u6539\u8fdb\u7684\u9608\u503c\uff09"},"content":{"rendered":"\n<blockquote class=\"wp-block-quote\">\n<p><\/p>\n<\/blockquote>\n\n\n         <style>\r\n             #player69fa2d16c42a6.h5vp_player { widthborder-radius overflow: hidden; }        <\/style>\r\n        <div id=\"h5vp_player\">\r\n            <div id=\"player69fa2d16c42a6\" class=\"h5vp_player h5vp_player_initializer\" data-settings=\"{&quot;options&quot;:{&quot;controls&quot;:[&quot;play-large&quot;,&quot;rewind&quot;,&quot;play&quot;,&quot;fast-forward&quot;,&quot;progress&quot;,&quot;current-time&quot;,&quot;mute&quot;,&quot;volume&quot;,&quot;settings&quot;,&quot;fullscreen&quot;],&quot;loop&quot;:{&quot;active&quot;:false},&quot;muted&quot;:false,&quot;hideControls&quot;:true,&quot;autoplay&quot;:false,&quot;tooltips&quot;:{&quot;controls&quot;:true,&quot;seek&quot;:true},&quot;resetOnEnd&quot;:true,&quot;captions&quot;:{&quot;active&quot;:true,&quot;update&quot;:true}},&quot;infos&quot;:{&quot;source&quot;:&quot;https:\\\/\\\/khscience.vip:555\\\/wp-content\\\/uploads\\\/2023\\\/08\\\/\\u5c0f\\u6ce2\\u9608\\u503c\\u6ee4\\u6ce2_x264.mp4&quot;,&quot;poster&quot;:false,&quot;id&quot;:0}}\">\r\n                <video controls playsinline poster=\"\"  >\r\n                    <source src=\"https:\/\/khscience.vip:555\/wp-content\/uploads\/2023\/08\/\u5c0f\u6ce2\u9608\u503c\u6ee4\u6ce2_x264.mp4\" type=\"video\/mp4\">\r\n                    Your browser does not support the video tag.\r\n                <\/video>\r\n            <\/div>\r\n        <\/div>\r\n        \n\n\n<p><\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-1 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 has-custom-font-size is-style-outline has-small-font-size\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.bilibili.com\/video\/BV1qA14YREBt\/?vd_source=5e65959f8a047340cb194f5cc1d54eb4\" target=\"_blank\" rel=\"noreferrer noopener\">\u89c6\u9891\u5907\u7528\u5730\u5740<\/a><\/div>\n<\/div>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u4e00\u3001\u4ee3\u7801\u8fd0\u884c\u73af\u5883<\/strong><\/h4>\n\n\n\n<p class=\"is-style-iw-2em\"> <span lang=\"EN-US\">MATLAB2018b<\/span>\u53ca\u66f4\u65b0\u7248\u672c\u3002 <\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u4e8c\u3001\u7a0b\u5e8f\u4ecb\u7ecd<\/strong><\/h4>\n\n\n<div class=\"wp-block-image size-full\">\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"169\" height=\"113\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2022\/08\/image-6.png\" alt=\"\" class=\"wp-image-1831\"\/><\/figure><\/div>\n\n\n<p class=\"is-style-iw-2em\"> <span style=\"font-family: \u6977\u4f53;\">\u6ce8\uff1a<img decoding=\"async\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2020\/04\/d2f64ad140f71d4582ec56dfb0893b44.png\">\u56fe\u6807\u4ee3\u8868\u8be5m\u6587\u4ef6\u4e3a\u811a\u672c\u6587\u4ef6\uff0c\u53ef\u4ee5\u76f4\u63a5\u8fd0\u884c\uff1b<img decoding=\"async\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2020\/04\/5823613e4f686c23a078445e25e3e8eb.png\">\u56fe\u6807\u4ee3\u8868\u51fd\u6570\u6587\u4ef6\uff0c\u5728\u6ca1\u6709\u8f93\u5165\u53d8\u91cf\u7684\u60c5\u51b5\u4e0b\u65e0\u6cd5\u76f4\u63a5\u8fd0\u884c\u3002\u66f4\u8be6\u7ec6\u7684\u89e3\u91ca\u53ef\u4ee5\u770b<a rel=\"nofollow noopener noreferrer\" href=\"https:\/\/ww2.mathworks.cn\/help\/matlab\/learn_matlab\/scripts-and-functions.html\" target=\"_blank\">\u8fd9\u91cc<\/a>\u3002<\/span> <\/p>\n\n\n\n<p class=\"is-style-iw-2em\"> <span style=\"color: #ff6600;\"><strong>1.demoWaletThFilter.m\u6587\u4ef6<\/strong><\/span><\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u5c0f\u6ce2\u9608\u503c\u6ee4\u6ce2\u51fd\u6570filterWaveletTh.m\u7684\u6d4b\u8bd5\u811a\u672c\u6587\u4ef6\u53ef\u4ee5\u76f4\u63a5\u8fd0\u884c\u3002\u7a0b\u5e8f\u8fd0\u884c\u5b8c\u6210\u540e\uff0c\u5728MATLAB\u7684\u5de5\u4f5c\u533a\uff0c\u53cc\u51fbfil\u53d8\u91cf\uff0c\u53ef\u4ee5\u67e5\u770b\u6ee4\u6ce2\u5f97\u5230\u7684\u5177\u4f53\u6570\u503c\u3002<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u540c\u65f6\u7a0b\u5e8f\u5c06\u4f1a\u753b\u51fa\u6ee4\u6ce2\u524d\u540e\u5bf9\u6bd4\u56fe\uff1a<\/p>\n\n\n<div class=\"wp-block-image size-full\">\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"525\" height=\"409\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2022\/08\/image-2.png\" alt=\"\" class=\"wp-image-1825\" srcset=\"https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/08\/image-2.png 525w, https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/08\/image-2-300x234.png 300w\" sizes=\"(max-width: 525px) 100vw, 525px\" \/><\/figure><\/div>\n\n\n<p class=\"is-style-iw-2em\">\u540c\u65f6\u5728\u547d\u4ee4\u884c\u7a97\u53e3\u5c06\u4f1a\u6253\u5370\u51fa\u6ee4\u6ce2\u7ed3\u679c\u8bc4\u4ef7\u6307\u6807\uff1a<\/p>\n\n\n<div class=\"wp-block-image size-full\">\n<figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"406\" height=\"46\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2022\/08\/image-3.png\" alt=\"\" class=\"wp-image-1826\" style=\"width:397px;height:45px\" srcset=\"https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/08\/image-3.png 406w, https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/08\/image-3-300x34.png 300w\" sizes=\"(max-width: 406px) 100vw, 406px\" \/><\/figure><\/div>\n\n\n<p class=\"is-style-iw-2em\"><span style=\"color: #ff6600;\"><strong>2.filterWaveletTh.m\u6587\u4ef6<\/strong><\/span><\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u4f7f\u7528\u5c0f\u6ce2\u9608\u503c\u6cd5\u5b9e\u73b0\u6ee4\u6ce2\u7684\u4e3b\u51fd\u6570\u3002<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u9608\u503c\u6ee4\u6ce2\u7684\u4e0d\u540c\u53c2\u6570\u8bbe\u7f6e\u5168\u90e8\u5c01\u88c5\u5728\u6b64\u51fd\u6570\uff0c\u53ea\u9700\u8981\u8f93\u5165\u5f85\u6ee4\u6ce2\u6570\u636e\u3001\u5c0f\u6ce2\u540d\u79f0\u3001\u9608\u503c\u7c7b\u578b\u3001\u5c0f\u6ce2\u5206\u89e3\u6c34\u5e73\u548c\u9608\u503c\u9009\u62e9\u89c4\u5219\uff0c\u5b9e\u73b0\u4e00\u884c\u4ee3\u7801\u5b8c\u6210\u5c0f\u6ce2\u9608\u503c\u6ee4\u6ce2\u3002<\/p>\n\n\n\n<pre class=\"wp-block-prismatic-blocks\"><code class=\"language-matlab\">function s = filterWaveletTh(data,wname,SORH,lev,tptr)\n\n% \u4f7f\u7528\u5c0f\u6ce2\u9608\u503c\u6cd5\u5b9e\u73b0\u6ee4\u6ce2\uff0c\u672c\u6587\u4ef6\u662f\u4e3a\u4e86\u5f62\u5f0f\u7edf\u4e00\u65b9\u4fbf\u8c03\u7528\u7684\u4e00\u5c42\u5c01\u88c5\uff0c\u5177\u4f53\u5b9e\u73b0\u5728kwden.m\u3001kwdencmp.m\u3001kwthresh.m\u3001kthselect.m\u6587\u4ef6\u4e2d\n% \u8fd94\u4e2a\u6587\u4ef6\u5747\u4e3a\u7ecf\u672c\u4eba\u8c03\u6574\u8fc7\u540e\u7684\u51fd\u6570\u6587\u4ef6\uff0c\u539f\u51fd\u6570\u5206\u522b\u4e3awden,wdencmp,wthresh,thselect\uff0c\u6240\u4ee5\u5173\u4e8e\u8fd9\u51e0\u4e2a\u51fd\u6570\u66f4\u591a\u4ecb\u7ecd\u53ef\u4ee5\u67e5\u770b\u5bf9\u5e94\u7684\u5b98\u65b9\u5e2e\u52a9\u6587\u6863\n% \u8f93\u5165\uff1a\n% data\uff1a\u5f85\u6ee4\u6ce2\u6570\u636e\n% wname\uff1a\u5c0f\u6ce2\u540d\u79f0\uff0c\u53ef\u9009\u8303\u56f4\u53c2\u8003\u8fd9\u91cc\uff1ahttps:\/\/ww2.mathworks.cn\/help\/wavelet\/ref\/wfilters.html?searchHighlight=wname&amp;s_tid=srchtitle_wname_2#d123e130597\n% SORH\uff1a  \u9608\u503c\u7c7b\u578b \u53ef\u4ee5\u9009\u62e9\uff1a\n%       -&#039;s&#039; \u8f6f\u9608\u503c\n%       -&#039;h&#039; \u786c\u9608\u503c\n% \n%       SORH =&#039;a1&#039;\u65f6\uff0c\u91c7\u7528\u6539\u8fdb\u65b9\u6cd51\uff0c\u6539\u8fdb\u540e\u7684\u8f6f\u9608\u503c\uff1a\n%                     \u53c2\u8003\u8bba\u6587\uff1a\u5b59\u4e07\u9e9f, \u738b\u8d85. \u57fa\u4e8e\u6539\u8fdb\u7684\u8f6f\u9608\u503c\u5c0f\u6ce2\u5305\u7f51\u7edc\u7684\u7535\u529b\u4fe1\u53f7\u6d88\u566a[J]. \u6d77\u519b\u5de5\u7a0b\u5927\u5b66\u5b66\u62a5, 2019(4).\n%       SORH = &#039;a2&#039;\u65f6\uff0c\u91c7\u7528\u6539\u8fdb\u65b9\u6cd52\uff1a\n%                     \u53c2\u8003\u8bba\u6587\uff1a\u5218\u51b2, \u9a6c\u7acb\u4fee, \u6f58\u91d1\u51e4,\u7b49. \u8054\u5408VMD\u4e0e\u6539\u8fdb\u5c0f\u6ce2\u9608\u503c\u7684\u5c40\u653e\u4fe1\u53f7\u53bb\u566a[J]. \u73b0\u4ee3\u7535\u5b50\u6280\u672f, 2021, 44(21):6.\n%       SORH = &#039;a3&#039;\u65f6\uff0c\u91c7\u7528\u6539\u8fdb\u65b9\u6cd54\uff1a\n%                     \u53c2\u8003\u8bba\u6587\uff1a\u57fa\u4e8e\u6539\u8fdb\u5c0f\u6ce2\u9608\u503c-CEEMDAN\u7b97\u6cd5\u7684ECG\u4fe1\u53f7\u53bb\u566a\u7814\u7a76\n%       SORH = &#039;a4&#039;\u65f6\uff0c\u91c7\u7528\u6539\u8fdb\u65b9\u6cd53\uff1a\n%                     \u53c2\u8003\u8bba\u6587\uff1a\u57fa\u4e8e\u6539\u8fdb\u5c0f\u6ce2\u9608\u503c\u51fd\u6570\u7684\u8bed\u97f3\u589e\u5f3a\u7b97\u6cd5\u7814\u7a76\n%                     \u91c7\u7528\u8be5\u65b9\u6cd5\u9700\u8981\u8f93\u5165\u4e24\u4e2a\u8c03\u8282\u56e0\u5b50\uff0c\u5206\u522b\u662fa4_alpha\u548ca4_gamma\uff0c\u53d6a4_alpha&gt;0\uff0c0&lt;a4_gamma&lt;1\n%       SORH = &#039;a5&#039;\u65f6\uff0c\u91c7\u7528\u6539\u8fdb\u65b9\u6cd53\uff1a\n%                     \u53c2\u8003\u8bba\u6587\uff1a\u300a\u57fa\u4e8eVMD\u4e0e\u6539\u8fdb\u5c0f\u6ce2\u9608\u503c\u7684\u5730\u9707\u4fe1\u53f7\u53bb\u566a\u65b9\u6cd5\u7814\u7a76\u300b\n%                     \u91c7\u7528\u8be5\u65b9\u6cd5\u9700\u8981\u8f93\u5165\u4e24\u4e2a\u8c03\u8282\u56e0\u5b50\uff0c\u5206\u522b\u662falpha\u548cbeta\n% lev\uff1a  \u5c0f\u6ce2\u5206\u89e3\u6c34\u5e73\n% tptr\uff1a \u9608\u503c\u9009\u62e9\u89c4\u5219\uff0c\u6709\u53ef\u9009\u7c7b\u578b\uff1a\n%       &#039;&#039; \u2014 Adaptive threshold selection using the principle of Stein&#039;s Unbiased Risk Estimate (SURE).\n%       &#039;sqtwolog&#039; \u2014 Fixed-form threshold is sqrt(2*log(length(X))).\n%       &#039;heursure&#039; \u2014 Heuristic variant of &#039;rigrsure&#039; and &#039;sqtwolog&#039;.\n%       &#039;minimaxi&#039; \u2014 Minimax thresholding.\n%       &#039;visushrink&#039; - \u901a\u7528\u9608\u503c\u53bb\u566a\u65b9\u6cd5\n% options\uff1a\u90e8\u5206\u9608\u503c\u51fd\u6570\u9700\u8981\u8865\u5145\u7684\u53c2\u6570\u8bbe\u7f6e\uff0c\u5373\u67d0\u4e9b\u8c03\u8282\u56e0\u5b50\uff0c\u9700\u8981\u7528\u7ed3\u6784\u4f53\u65b9\u5f0f\u8c03\u7528\u5e45\u503c\uff0c\u5982options.a4_alpha=2\u3002\u5982\u679c\u4e0d\u9700\u8981\u8bbe\u7f6e\uff0c\u53ef\u4ee5\u8d4b\u503c\u4e3aoptions=[]\u3002\u5177\u4f53\u5982\u4e0b\uff1a\n%          -a4_alpha\uff1a\u6539\u8fdb\u65b9\u6cd54\u7684alpha\u503c\u8bbe\u7f6e a4_alpha&gt;0\n%          -a4_gamma\uff1a\u6539\u8fdb\u65b9\u6cd54\u7684gamma\u503c\u8bbe\u7f6e 0&lt;a4_gamma&lt;1\n%          -a5_alpha\uff1a\u6539\u8fdb\u65b9\u6cd55\u7684alpha\u503c\u8bbe\u7f6e\n%          -a5_beta\uff1a\u6539\u8fdb\u65b9\u6cd55\u7684beta\u503c\u8bbe\u7f6e\n% \u8f93\u51fa\uff1a\n% s\uff1a\u7ecf\u8fc7\u6ee4\u6ce2\u540e\u5f97\u5230\u7684\u6570\u636e<\/code><\/pre>\n\n\n\n<p class=\"is-style-iw-2em\"><span style=\"color: #ff6600;\"><strong>3.FilterEffectEvaluation.m\u6587\u4ef6<\/strong><\/span><\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u5bf9\u6ee4\u6ce2\u6548\u679c\u8fdb\u884c\u8bc4\u4f30\u3002\u76ee\u524d\u5305\u542b\u7684\u8bc4\u4f30\u6307\u6807\u6709\uff1a\u4fe1\u566a\u6bd4SNR\uff0c\u5747\u65b9\u5deeMSE\uff0c\u6ce2\u5f62\u76f8\u4f3c\u7cfb\u6570NCC\u3002<\/p>\n\n\n\n<pre class=\"wp-block-prismatic-blocks\"><code class=\"language-matlab\">function [SNR,MSE,NCC] = FilterEffectEvaluation(ori,fil)\n\n% \u5bf9\u6ee4\u6ce2\u6548\u679c\u8fdb\u884c\u8bc4\u4f30\n% \u76ee\u524d\u5305\u542b\u7684\u8bc4\u4f30\u6307\u6807\u6709\uff1a\u4fe1\u566a\u6bd4SNR\uff0c\u5747\u65b9\u5deeMSE\uff0c\u6ce2\u5f62\u76f8\u4f3c\u7cfb\u6570NCC\n% \u8f93\u5165\uff1a\n% ori\uff1a\u65e0\u566a\u58f0\u7684\u539f\u59cb\u6570\u636e\uff0c\u4e00\u7ef4\u5e8f\u5217\n% fil\uff1a\u6ee4\u6ce2\u540e\u7684\u6570\u636e\uff0c\u4e00\u7ef4\u5e8f\u5217\n% \u8f93\u51fa\uff1a\n% SNR\uff1a\u4fe1\u566a\u6bd4\n% MSE\uff1a\u5747\u65b9\u8bef\u5dee\n% NCC\uff1a\u6ce2\u5f62\u76f8\u4f3c\u7cfb\u6570<\/code><\/pre>\n\n\n\n<p class=\"is-style-iw-2em\"><span style=\"color: #ff6600;\"><strong>4.kthselect.m\u6587\u4ef6<\/strong><\/span><\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u7ecf\u5e97\u957f\u4fee\u6539\u540e\u7684\u5c0f\u6ce2\u9608\u503c\u6ee4\u6ce2\u9608\u503c\u9009\u62e9\u51fd\u6570\uff08\u539f\u51fd\u6570\u4e3athselect\uff09\uff0c\u52a0\u5165\u4e86 VisuShrink \u65b9\u6cd5\uff0c\u5373\u7edf\u4e00\u9608\u503c\u53bb\u566a\u65b9\u6cd5\u3002<\/p>\n\n\n\n<pre class=\"wp-block-prismatic-blocks\"><code class=\"language-matlab\">function thr = kthselect(x,tptr,lev,wname)\n\n\n% \u7ecf Mr.\u770b\u6d77 \u4fee\u6539\u540e\u7684\u5c0f\u6ce2\u9608\u503c\u6ee4\u6ce2\u9608\u503c\u9009\u62e9\u51fd\u6570\uff08\u539f\u51fd\u6570\u4e3athselect\uff09\n% \u52a0\u5165\u4e86 VisuShrink \u65b9\u6cd5\uff0c\u5373\u901a\u7528\u9608\u503c\u53bb\u566a\u65b9\u6cd5\n% \u8be5\u65b9\u6cd5\u7684\u5b9e\u73b0\u4e3b\u8981\u53c2\u8003\uff1ahttps:\/\/core.ac.uk\/download\/pdf\/217399263.pdf \uff08Denoising techniques - a comparison\uff09\n% \u5982\u679c\u8981\u4f7f\u7528VisuShrink\u65b9\u6cd5\uff0c\u9700\u8981\u4ee4TPTR =\n% &#039;visushrink&#039;\uff0c\u6ce8\u610f\u5927\u5c0f\u5199\uff0c\u5e76\u6307\u5b9alev\u548cwname\u503c\u3002\u6b64\u65f6\u8f93\u51fathr\u4e3alev*1\u7ef4\u5ea6\u7684\u6570\u7ec4\n% \u5176\u4e2dlev\uff1a  \u5c0f\u6ce2\u5206\u89e3\u6c34\u5e73\n%     wname\uff1a\u5c0f\u6ce2\u540d\u79f0<\/code><\/pre>\n\n\n\n<p class=\"is-style-iw-2em\"><span style=\"color: #ff6600;\"><strong>5.kwden.m\u6587\u4ef6<\/strong><\/span><\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u7ecf\u5e97\u957f\u4fee\u6539\u540e\u7684\u5c0f\u6ce2\u9608\u503c\u6ee4\u6ce2\u51fd\u6570\uff08\u539f\u51fd\u6570\u4e3akwden\uff09\uff0c\u52a0\u5165\u4e86 visushrink \u65b9\u6cd5\uff0c\u5373\u7edf\u4e00\u9608\u503c\u53bb\u566a\u65b9\u6cd5\u3002<\/p>\n\n\n\n<pre class=\"wp-block-prismatic-blocks\"><code class=\"language-matlab\">function [xd,cxd,lxd,thrs] = kwden(in1,in2,in3,in4,in5,in6,in7)\n\n% \u7ecf Mr.\u770b\u6d77 \u4fee\u6539\u540e\u7684\u5c0f\u6ce2\u9608\u503c\u6ee4\u6ce2\u51fd\u6570\uff08\u539f\u51fd\u6570\u4e3awden\uff09\n% \u52a0\u5165\u4e86 visushrink \u65b9\u6cd5\uff0c\u5373\u7edf\u4e00\u9608\u503c\u53bb\u566a\u65b9\u6cd5\n% \u52a0\u5165\u4e86\u6539\u8fdb\u9608\u503c\u51fd\u6570\uff0c\u5177\u4f53\u89c1kwthresh.m\u6587\u4ef6\n% \u52a0\u5165\u4e86\u4e3a\u6ee1\u8db3\u6539\u8fdb\u9608\u503c\u51fd\u6570\u989d\u5916\u7684\u8c03\u8282\u56e0\u5b50\u7684\u5165\u53e3\u53c2\u6570<\/code><\/pre>\n\n\n\n<p class=\"is-style-iw-2em\"><span style=\"color: #ff6600;\"><strong>6.kwthresh.m\u6587\u4ef6<\/strong><\/span><\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u7ecf\u5e97\u957f\u4fee\u6539\u8fc7\u540e\u7684\u9608\u503c\u51fd\u6570\uff08\u539f\u51fd\u6570\u4e3awthresh\uff09\u3002\u9664\u8f6f\u9608\u503c\u3001\u786c\u9608\u503c\u5916\uff0c\u6dfb\u52a0\u4e86\u6539\u8fdb\u9608\u503c\u51fd\u6570\u7c7b\u578b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-prismatic-blocks\"><code class=\"language-matlab\">function y = kwthresh(x,sorh,t)\n\n% \u7ecf Mr.\u770b\u6d77 \u4fee\u6539\u8fc7\u540e\u7684\u9608\u503c\u51fd\u6570\uff08\u539f\u51fd\u6570\u4e3awthresh\uff09\n% \u6dfb\u52a0\u4e86\u6539\u8fdb\u9608\u503c\u51fd\u6570\u7c7b\u578b\n% \u8f93\u5165\uff1a\n% x\uff1a\u9608\u503c\u51fd\u6570\u7684\u8f93\u5165\u503c\uff0c\u4e0d\u9700\u4fee\u6539\n% sorh\uff1a\u9608\u503c\u51fd\u6570\u7c7b\u578b\n%       sorh =&#039;a1&#039;\u65f6\uff0c\u91c7\u7528\u6539\u8fdb\u65b9\u6cd51\uff0c\u6539\u8fdb\u540e\u7684\u8f6f\u9608\u503c\uff1a\n%                     \u53c2\u8003\u8bba\u6587\uff1a\u5b59\u4e07\u9e9f, \u738b\u8d85. \u57fa\u4e8e\u6539\u8fdb\u7684\u8f6f\u9608\u503c\u5c0f\u6ce2\u5305\u7f51\u7edc\u7684\u7535\u529b\u4fe1\u53f7\u6d88\u566a[J]. \u6d77\u519b\u5de5\u7a0b\u5927\u5b66\u5b66\u62a5, 2019(4).\n%       sorh = &#039;a2&#039;\u65f6\uff0c\u91c7\u7528\u6539\u8fdb\u65b9\u6cd52\uff1a\n%                     \u53c2\u8003\u8bba\u6587\uff1a\u5218\u51b2, \u9a6c\u7acb\u4fee, \u6f58\u91d1\u51e4,\u7b49. \u8054\u5408VMD\u4e0e\u6539\u8fdb\u5c0f\u6ce2\u9608\u503c\u7684\u5c40\u653e\u4fe1\u53f7\u53bb\u566a[J]. \u73b0\u4ee3\u7535\u5b50\u6280\u672f, 2021, 44(21):6.\n%       sorh = &#039;a3&#039;\u65f6\uff0c\u91c7\u7528\u6539\u8fdb\u65b9\u6cd54\uff1a\n%                     \u53c2\u8003\u8bba\u6587\uff1a\u57fa\u4e8e\u6539\u8fdb\u5c0f\u6ce2\u9608\u503c-CEEMDAN\u7b97\u6cd5\u7684ECG\u4fe1\u53f7\u53bb\u566a\u7814\u7a76\n%       sorh = &#039;a4&#039;\u65f6\uff0c\u91c7\u7528\u6539\u8fdb\u65b9\u6cd53\uff1a\n%                     \u53c2\u8003\u8bba\u6587\uff1a\u57fa\u4e8e\u6539\u8fdb\u5c0f\u6ce2\u9608\u503c\u51fd\u6570\u7684\u8bed\u97f3\u589e\u5f3a\u7b97\u6cd5\u7814\u7a76\n%                     \u91c7\u7528\u8be5\u65b9\u6cd5\u9700\u8981\u8f93\u5165\u4e24\u4e2a\u8c03\u8282\u56e0\u5b50\uff0c\u5206\u522b\u662falpha\u548cgamma\uff0c\u53d6alpha&gt;0\uff0c0&lt;gamma&lt;1\n%       sorh = &#039;a5&#039;\u65f6\uff0c\u91c7\u7528\u6539\u8fdb\u65b9\u6cd53\uff1a\n%                     \u53c2\u8003\u8bba\u6587\uff1a\u300a\u57fa\u4e8eVMD\u4e0e\u6539\u8fdb\u5c0f\u6ce2\u9608\u503c\u7684\u5730\u9707\u4fe1\u53f7\u53bb\u566a\u65b9\u6cd5\u7814\u7a76\u300b\n%                     \u91c7\u7528\u8be5\u65b9\u6cd5\u9700\u8981\u8f93\u5165\u4e24\u4e2a\u8c03\u8282\u56e0\u5b50\uff0c\u5206\u522b\u662falpha\u548cbeta\n% t\uff1a\u9608\u503c\n% \u8f93\u51fa\uff1a\n% y\uff1a\u9608\u503c\u51fd\u6570\u8f93\u51fa\u503c\n% \u6d4b\u8bd5\u9608\u503c\u51fd\u6570\u56fe\u7ebf\u53ef\u4ee5\u7528\u4e0b\u8ff0\u4ee3\u7801\uff1a\n% figure(&#039;color&#039;,&#039;w&#039;);plot(-5:0.1:5,kwthresh(-5:0.1:5,&#039;a1&#039;,1));\n% \u6d4b\u8bd5\u9608\u503c\u51fd\u6570\u56fe\u7ebf\u4e0e\u8f6f\u786c\u9608\u503c\u56fe\u7ebf\u5bf9\u6bd4\u56fe\u53ef\u7528\u4e0b\u8ff0\u4ee3\u7801\uff1a\n% figure(&#039;color&#039;,&#039;w&#039;);plot(-5:0.1:5,kwthresh(-5:0.1:5,&#039;a1&#039;,1));hold on\n% plot(-5:0.1:5,kwthresh(-5:0.1:5,&#039;s&#039;,1))\n% plot(-5:0.1:5,kwthresh(-5:0.1:5,&#039;h&#039;,1))\n% legend(&#039;\u6539\u8fdb\u9608\u503c\u65b9\u6cd5&#039;,&#039;\u8f6f\u9608\u503c&#039;,&#039;\u786c\u9608\u503c&#039;)<\/code><\/pre>\n\n\n\n<p class=\"is-style-iw-2em\">\u786c\u9608\u503c\u3001\u8f6f\u9608\u503c\u3001\u6539\u8fdb\u9608\u503c\u65b9\u6cd51\u3001\u6539\u8fdb\u9608\u503c\u65b9\u6cd52\u7684\u9608\u503c\u51fd\u6570\u5206\u522b\u5982\u4e0b\u56fe\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"492\" height=\"398\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2022\/12\/image.png\" alt=\"\" class=\"wp-image-2274\" srcset=\"https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/12\/image.png 492w, https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/12\/image-300x243.png 300w\" sizes=\"(max-width: 492px) 100vw, 492px\" \/><\/figure><\/div>\n\n\n<p class=\"has-text-align-center is-style-iw-2em has-cyan-bluish-gray-color has-text-color\">\u8f6f\u9608\u503c<\/p>\n\n\n\n<hr class=\"wp-block-separator has-css-opacity\"\/>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"558\" height=\"419\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2022\/12\/image-1.png\" alt=\"\" class=\"wp-image-2275\" srcset=\"https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/12\/image-1.png 558w, https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/12\/image-1-300x225.png 300w\" sizes=\"(max-width: 558px) 100vw, 558px\" \/><\/figure><\/div>\n\n\n<p class=\"has-text-align-center is-style-iw-2em has-cyan-bluish-gray-color has-text-color\">\u786c\u9608\u503c<\/p>\n\n\n\n<hr class=\"wp-block-separator has-css-opacity\"\/>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"518\" height=\"412\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2022\/12\/image-3.png\" alt=\"\" class=\"wp-image-2277\" srcset=\"https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/12\/image-3.png 518w, https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/12\/image-3-300x239.png 300w\" sizes=\"(max-width: 518px) 100vw, 518px\" \/><\/figure><\/div>\n\n\n<p class=\"has-text-align-center is-style-iw-2em has-cyan-bluish-gray-color has-text-color\">\u6539\u8fdb\u9608\u503c\u65b9\u6cd51<\/p>\n\n\n\n<hr class=\"wp-block-separator has-css-opacity\"\/>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"508\" height=\"404\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2022\/12\/image-4.png\" alt=\"\" class=\"wp-image-2278\" srcset=\"https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/12\/image-4.png 508w, https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/12\/image-4-300x239.png 300w\" sizes=\"(max-width: 508px) 100vw, 508px\" \/><\/figure><\/div>\n\n\n<p class=\"has-text-align-center is-style-iw-2em has-cyan-bluish-gray-color has-text-color\">\u6539\u8fdb\u9608\u503c\u65b9\u6cd52<\/p>\n\n\n\n<hr class=\"wp-block-separator has-css-opacity\"\/>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"519\" height=\"413\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2022\/12\/image-5.png\" alt=\"\" class=\"wp-image-2279\" srcset=\"https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/12\/image-5.png 519w, https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/12\/image-5-300x239.png 300w\" sizes=\"(max-width: 519px) 100vw, 519px\" \/><\/figure><\/div>\n\n\n<p class=\"has-text-align-center is-style-iw-2em has-cyan-bluish-gray-color has-text-color\">\u6539\u8fdb\u9608\u503c\u65b9\u6cd53<\/p>\n\n\n\n<hr class=\"wp-block-separator has-css-opacity\"\/>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"513\" height=\"411\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2022\/12\/image-6.png\" alt=\"\" class=\"wp-image-2280\" srcset=\"https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/12\/image-6.png 513w, https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/12\/image-6-300x240.png 300w\" sizes=\"(max-width: 513px) 100vw, 513px\" \/><\/figure><\/div>\n\n\n<p class=\"has-text-align-center is-style-iw-2em has-cyan-bluish-gray-color has-text-color\">\u6539\u8fdb\u9608\u503c\u65b9\u6cd54<\/p>\n\n\n\n<hr class=\"wp-block-separator has-css-opacity\"\/>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"505\" height=\"410\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2022\/12\/image-7.png\" alt=\"\" class=\"wp-image-2281\" srcset=\"https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/12\/image-7.png 505w, https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/12\/image-7-300x244.png 300w\" sizes=\"(max-width: 505px) 100vw, 505px\" \/><\/figure><\/div>\n\n\n<p class=\"has-text-align-center is-style-iw-2em\"><span style=\"color:#abb8c3\" class=\"tadv-color\">\u6539\u8fdb\u9608\u503c\u65b9\u6cd55<\/span><\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u56db\u3001\u5feb\u901f\u5f00\u59cb\">\u4e09\u3001\u5feb\u901f\u5f00\u59cb<\/h4>\n\n\n\n<p class=\"is-style-iw-2em\"><strong>1.\u8fd0\u884c\u6d4b\u8bd5\u811a\u672c<\/strong><\/p>\n\n\n\n<p class=\"is-style-iw-2em\"><span style=\"color: #ff6600;\"><span style=\"color: #000000;\">\u5148\u5728MATLAB\u91cc\u6253\u5f00\u4e0b\u8f7d\u597d\u7684\u6587\u4ef6\u5939\uff0c\u7136\u540e\u8fd0\u884c<\/span><strong>demoWaletThFilter.m<\/strong><span style=\"color: #000000;\">\u7a0b\u5e8f\uff0c\u7a0b\u5e8f\u8fd0\u884c\u5b8c\u6bd5\u540e\u5982\u679c\u6ca1\u62a5\u9519\uff0c\u4e14\u6b63\u5e38\u753b\u51fa\u6ee4\u6ce2\u5bf9\u6bd4\u56fe\u50cf\uff0c\u5219\u8bf4\u660e\u8fd0\u884c\u73af\u5883\u6b63\u5e38\uff0c\u7a0b\u5e8f\u6b63\u786e\u3002<\/span><\/span><\/p>\n\n\n\n<p class=\"is-style-iw-2em\"><strong>2.\u4fee\u6539\u4eff\u771f\u6570\u636e\/\u5bfc\u5165\u6570\u636e<\/strong><\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u590d\u5236\u4e00\u4e2a<span style=\"color: #ff6600;\"><strong>demoWaletThFilter.m<\/strong><\/span>\u7684\u6587\u4ef6\u526f\u672c\uff0c\u5728\u8fd9\u4e2a\u526f\u672c\u91cc\u505a\u5982\u4e0b\u4fee\u6539\uff1a<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\uff081\uff09\u7b2c\u4e00\u79cd\u60c5\u51b5\uff0c\u4f60\u53ef\u80fd\u60f3\u8981\u5bf9\u4f60\u81ea\u5df1\u8981\u7814\u7a76\u7684<strong>\u4eff\u771f\u6570\u636e<\/strong>\u8fdb\u884c\u6ee4\u6ce2\u6d4b\u8bd5\uff0c\u6b64\u65f6\u4f60\u9700\u8981\u5bf9 <span style=\"color: #ff6600;\"><strong>demoWaletThFilter.m<\/strong><\/span> \u811a\u672c\u6587\u4ef6\u4e2d\u7684\u7b2c1\u5c0f\u8282\u5185\u5bb9\u8fdb\u884c\u4fee\u6539\u66ff\u6362\u5373\u53ef\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u8bf7\u6700\u597d<strong>\u4fdd\u6301\u53d8\u91cf\u540d\u7684\u4e00\u81f4<\/strong>\uff0c\u5373\u5c06\u65e0\u566a\u58f0\u4fe1\u53f7\u547d\u540d\u4e3ax\uff0c\u6dfb\u52a0\u566a\u58f0\u540e\u7684\u4fe1\u53f7\u547d\u540d\u4e3asig\uff0cx\u548csig\u90fd\u5e94\u8be5\u662f\u4e00\u7ef4\u6570\u636e\u3002\u6b64\u65f6\u6570\u636e\u66ff\u6362\u5b8c\u6210\u3002<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\uff082\uff09\u7b2c\u4e8c\u79cd\u60c5\u51b5\uff0c\u4f60\u53ef\u80fd\u662f\u60f3\u5bf9\u4e00\u6bb5<strong>\u771f\u5b9e\u91c7\u96c6<\/strong>\u7684\u6570\u636e\u8fdb\u884c\u6ee4\u6ce2\uff0c\u6b64\u65f6\u9700\u8981\u6839\u636e\u4f60\u7684\u6587\u4ef6\u7c7b\u578b\u7684\u4e0d\u540c\uff08excel,txt,csv\u7b49\uff09\uff0c\u5c06\u6570\u636e\u5bfc\u5165MATLAB\u7684\u65b9\u6cd5\u6709\u6240\u4e0d\u540c\u3002\u540c\u5b66\u4eec\u53ef\u4ee5\u770b\u535a\u4e3b\u9488\u5bf9\u5e38\u7528\u6587\u4ef6\u7684\u5bfc\u5165\u65b9\u6cd5\u7684<a href=\"https:\/\/khsci.com\/docs\/index.php\/2020\/05\/17\/loaddata\/\">\u8fd9\u4e2a\u6559\u7a0b<\/a>\uff0c\u6559\u7a0b\u4e0a\u672a\u5305\u542b\u7684\u6570\u636e\u7c7b\u578b\uff0c\u5927\u5bb6\u53ef\u4ee5\u518d\u53c2\u8003<a 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id=\"\u4e94\u3001\u83b7\u53d6\u7a0b\u5e8f\uff08\u9700\u4f7f\u7528\u7535\u8111\u6d4f\u89c8\u5668\u6253\u5f00\uff09\">\u56db\u3001\u5173\u4e8e\u5b8c\u6574\u7248\u4e0e\u516c\u5f00\u7248\u4ee3\u7801<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td><strong>\u529f\u80fd<\/strong><\/td><td><strong>\u5b8c\u6574\u7248<\/strong><\/td><td><strong>\u516c\u5f00\u7248<\/strong><\/td><\/tr><tr><td>\u6570\u636e\u5bfc\u5165\u3001\u53c2\u6570\u8bbe\u7f6e\u3001\u5b9e\u73b0\u6ee4\u6ce2<\/td><td>\u221a<\/td><td>\u221a<\/td><\/tr><tr><td>\u8f6f\u4ef6\u5168\u90e8\u6e90\u7801\uff08\u51fd\u6570m\u6587\u4ef6\uff09<\/td><td>\u221a<\/td><td>\u00d7<\/td><\/tr><tr><td>\u6ee4\u6ce2\u6570\u636e\u957f\u5ea6<\/td><td>\u65e0\u9650\u5236<\/td><td>200\u4e2a\u70b9\u4ee5\u5185<\/td><\/tr><tr><td>1.\u5982\u4f55\u4fee\u6539\u6dfb\u52a0\u65b0\u7684\u9608\u503c\u51fd\u6570\u4ee3\u7801\u7684\u89c6\u9891\u6559\u7a0b<br>2.\u7ed8\u5236\u5c0f\u6ce2\u9608\u503c\u51fd\u6570\u56fe\u50cf\uff08a1-a5\uff09\u7684\u89c6\u9891\u6559\u7a0b<\/td><td>\u221a<\/td><td>\u00d7<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" 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