{"id":62,"date":"2020-04-09T20:34:18","date_gmt":"2020-04-09T12:34:18","guid":{"rendered":"http:\/\/hk.khscience.cn\/docs\/?p=62"},"modified":"2024-10-07T22:53:37","modified_gmt":"2024-10-07T14:53:37","slug":"11","status":"publish","type":"post","link":"https:\/\/www.khsci.com\/docs\/index.php\/2020\/04\/09\/11\/","title":{"rendered":"ARIMA\u4ee3\u7801\u8bf4\u660e\u6587\u6863\uff08\u516c\u5f00\u7248\uff09"},"content":{"rendered":"         <style>\r\n             #player69ed56e5387ea.h5vp_player { widthborder-radius overflow: hidden; }        <\/style>\r\n        <div id=\"h5vp_player\">\r\n            <div id=\"player69ed56e5387ea\" 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:\\\/\\\/khsci.com\\\/docs\\\/wp-content\\\/uploads\\\/2020\\\/05\\\/ARMA_x264.mp4&quot;,&quot;poster&quot;:false,&quot;id&quot;:0}}\">\r\n                <video controls playsinline poster=\"\"  >\r\n                    <source src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2020\/05\/ARMA_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<h4 class=\"wp-block-heading\" id=\"-623d37b9-7264-4c94-befa-850bea4c5268\"><strong>\u4e00\u3001\u4ee3\u7801\u8fd0\u884c\u73af\u5883<\/strong><\/h4>\n\n\n\n<p class=\"is-style-iw-2em\">MATLAB2017~2021\uff08\u5b8c\u6574\u7248\u53ef\u652f\u63012022\uff09<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"--03db61f2-01fd-44d6-9f62-1f2c665d9cb0\"> \u4e8c\u3001\u4ee3\u7801\u8bf4\u660e<\/h4>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"320\" height=\"224\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2022\/01\/image-13.png\" alt=\"\" class=\"wp-image-1267\" srcset=\"https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/01\/image-13.png 320w, https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/01\/image-13-300x210.png 300w\" sizes=\"(max-width: 320px) 100vw, 320px\" \/><\/figure><\/div>\n\n\n<p class=\"is-style-iw-2em\">\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=\"noreferrer noopener\" href=\"https:\/\/ww2.mathworks.cn\/help\/matlab\/learn_matlab\/scripts-and-functions.html\" target=\"_blank\">\u8fd9\u91cc<\/a>\u3002<a href=\"https:\/\/khsci.com\/docs\/index.php\/2020\/04\/19\/123\/#1.demos%E6%96%87%E4%BB%B6%E5%A4%B9\"><\/a><\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"1-demos-06781bb8-2e9b-4c55-b2a8-f3de45935d21\">1.demos\u6587\u4ef6\u5939<\/h4>\n\n\n\n<p class=\"is-style-iw-2em\">demos\u6587\u4ef6\u5939\u4e2d\u5168\u90e8\u4e3a\u811a\u672c\u6587\u4ef6\uff0c\u5176\u4e2d\u7684\u6587\u4ef6\u4f7f\u7528\u4e86funs\u6587\u4ef6\u5939\u4e2d\u7684\u51fd\u6570\u6587\u4ef6\u5b9e\u73b0\u5404\u79cd\u529f\u80fd\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"1-1-demo_arima-m-d1a3eb44-a2f5-4463-a808-ad098c229bc7\">1.1.Demo_ARIMA.m<\/h5>\n\n\n\n<p class=\"is-style-iw-2em\">\u8c03\u7528funs\u4e2d\u7684Fun_ARIMA_Forecast\u51fd\u6570\u8fdb\u884c<strong>\u591a\u6b65\u9884\u6d4b<\/strong>\u7684\u4f8b\u5b50\uff0c\u6f14\u793a\u4e86Fun_ARIMA_Forecast\u51fd\u6570\u7684\u5e38\u89c4\u7528\u6cd5\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"1-2-demo_arma_mulcomp-m-e884fd40-d5eb-45d3-87dc-f2b201c97cc7\">1.2.Demo_ARMA_MulComp.m<\/h5>\n\n\n\n<p class=\"is-style-iw-2em\">\u8c03\u7528funs\u4e2d\u7684 Fun_ARIMA_Forecast_MulComp \u51fd\u6570\u5b9e\u73b0<strong>\u5212\u5206\u8bad\u7ec3\u96c6\u3001\u6d4b\u8bd5\u96c6\u7684\u591a\u6b65\u9884\u6d4b<\/strong>\uff0c\u5e76\u7ed8\u5236\u51fa\u9884\u6d4b\u6548\u679c\u5bf9\u6bd4\u56fe\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"1-3-demo_arma_onestep_new-m-e91e359b-c4c2-4b93-be68-9822f6fb23ae\">1.3.Demo_ARMA_onestep_new.m<\/h5>\n\n\n\n<p class=\"is-style-iw-2em\">\u8c03\u7528funs\u4e2d\u7684Fun_ARIMA_Forecast_Onestep\u51fd\u6570\u8fdb\u884c<strong>\u5355\u6b65\u9884\u6d4b<\/strong>\u7684\u4f8b\u5b50\uff0c\u6f14\u793a\u4e86Fun_ARIMA_Forecast_Onestep\u51fd\u6570\u7684\u5e38\u89c4\u7528\u6cd5\u3002<a href=\"https:\/\/khsci.com\/docs\/index.php\/2020\/04\/19\/123\/#2.funs%E6%96%87%E4%BB%B6%E5%A4%B9\"><\/a><\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"2-funs--d1a22697-6013-462a-b23b-3f78ee32c47b\">2.funs\u6587\u4ef6\u5939&nbsp; &nbsp; &nbsp; &nbsp; <\/h4>\n\n\n\n<p class=\"is-style-iw-2em\">funs\u6587\u4ef6\u5939\u4e2d\u4e3a\u8be5\u5de5\u5177\u7bb1\u76f8\u5173\u7684\u51fd\u6570\u6587\u4ef6\uff0c\u8be5\u6587\u4ef6\u5939\u4e2d\u7684\u6587\u4ef6\u65e0\u6cd5\u76f4\u63a5\u8fd0\u884c\uff0c\u9700\u8981\u5728\u5176\u4ed6\u6587\u4ef6\u6216\u547d\u4ee4\u884c\u7a97\u53e3\u4e2d\u5bf9\u5165\u53e3\u53c2\u6570\u8d4b\u503c\u5e76\u8c03\u7528\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"2-1-arma_order_select-m-39f41a59-6a97-4000-8c13-3924a5121d6a\">2.1.ARMA_Order_Select.m<\/h5>\n\n\n\n<p class=\"is-style-iw-2em\">\u901a\u8fc7AIC\uff0cBIC\u7b49\u51c6\u5219\u66b4\u529b\u9009\u5b9a\u9636\u6570\uff0c\u5e26\u6709\u5dee\u5206\u9879\u3002<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u8c03\u7528\u8be5\u51fd\u6570\u53ef\u4ee5\u5f97\u5230\u901a\u8fc7\u51c6\u5219\u9009\u5b9a\u7684p\u3001q\u503c\uff0c\u51c6\u5219\u53ef\u4ee5\u4ece&#8221;aic&#8221;\u3001&#8221;bic&#8221;\u3001&#8221;aic+bic&#8221;\u4e09\u79cd\u6a21\u5f0f\u4e2d\u4efb\u610f\u9009\u62e9\u3002<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u51fd\u6570\u53c2\u6570\u8bf4\u660e\u5982\u4e0b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-prismatic-blocks\"><code class=\"language-matlab\">function [AR_Order,MA_Order,aicorbic] = ARMA_Order_Select(data,max_ar,max_ma,di,criterion)\n% \u901a\u8fc7AIC\uff0cBIC\u7b49\u51c6\u5219\u66b4\u529b\u9009\u5b9a\u9636\u6570\uff0c\u5e26\u6709\u5dee\u5206\u9879\n% \u8f93\u5165\uff1a\n% data\u5bf9\u8c61\u6570\u636e\n% max_ar\u4e3aAR\u6a21\u578b\u641c\u5bfb\u7684\u6700\u5927\u9636\u6570\n% max_ma\u4e3aMA\u6a21\u578b\u641c\u5bfb\u7684\u6700\u5927\u9636\u6570\n% di\u5dee\u5206\u9636\u6570\n% criterion \u4e3a\u5b9a\u9636\u51c6\u5219\uff0c&#039;aic&#039;\/&#039;bic&#039;\/&#039;aic+bic&#039;\u4e09\u79cd\u9009\u62e9\uff0c\u6b64\u53d8\u91cf\u53ef\u4ee5\u4e0d\u8f93\u5165\u6216\u8005\u8f93\u5165\u4e3a[]\uff0c\u6b64\u65f6\u5c06\u4f7f\u7528\u9ed8\u8ba4&#039;aic+bic&#039;\u51c6\u5219\n% \u8f93\u51fa\uff1a\n% AR_Orderr\u4e3aAR\u6a21\u578b\u8f93\u51fa\u9636\u6570\n% MA_Orderr\u4e3aAR\u6a21\u578b\u8f93\u51fa\u9636\u6570\n% aicorbic\u4e3aaic+bic\u5728\u6240\u6709pq\u7ec4\u5408\u4e0b\u7684\u503c\uff0c\u8fd4\u56de\u503c\u4e3a\u77e9\u9635\uff0c\n% \u4f8b\u5982\u5f53\u8bbe\u7f6emax_ar= 1\uff0cmax_ma=2\u65f6\n% \u5219\u8fd4\u56de\u77e9\u9635\u4e3a\uff1a a b c\n% d e f\n% a\u4ee3\u8868 p=0,q=0\u65f6\u7684aic+bic\u7684\u503c\uff0cb\u4ee3\u8868p=0,q=1\u65f6\u7684\u503c\uff0cd\u4ee3\u8868p=1,q=0\u65f6\u7684\u503c\uff0c\u4ee5\u6b64\u7c7b\u63a8\n% \u77e9\u9635\u4e2d\u53ef\u80fd\u4f1a\u5b58\u5728NaN\u503c\uff0c\u6bd4\u5982a\u5fc5\u5b9a\u4e3aNaN\uff0c\u5f53p\u3001q\u7684\u9636\u6570\u8f83\u9ad8\u65f6\uff0c\u4e5f\u4f1a\u56e0\u4e3a\u8f6f\u4ef6\u65e0\u6cd5\u6b63\u786e\u4f30\u8ba1\u53c2\u6570\u800c\u4ea7\u751fNaN\u503c<\/code><\/pre>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"2-2-fun_arima_forecast-m-a5fcd410-4250-422f-ac03-e3d955fd30b0\">2.2.Fun_ARIMA_Forecast.m<\/h5>\n\n\n\n<p class=\"is-style-iw-2em\">&nbsp; &nbsp; &nbsp; &nbsp; \u5c01\u88c5\u597d\u7684\u4f7f\u7528ARIMA\u65b9\u6cd5\u8fdb\u884c\u591a\u6b65\u9884\u6d4b\u7684\u7a0b\u5e8f\uff0c\u53ef\u4ee5\u901a\u8fc7\u8f93\u5165\u539f\u59cb\u6570\u636e\u3001\u9884\u6d4b\u6b65\u6570\u7b49\u76f4\u63a5\u83b7\u5f97\u9884\u6d4b\u7ed3\u679c\u3002\u8be5\u51fd\u6570\u7684\u8c03\u7528\u65b9\u6cd5\u5728<strong>Demo_ARIMA.m<\/strong>\u6587\u4ef6\u4e2d\u6f14\u793a\u3002<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">&nbsp; &nbsp; &nbsp; &nbsp; \u53ef\u4ee5\u76f4\u63a5\u8c03\u7528\uff0c\u5dee\u5206\u9636\u6570\u3001p\u3001q\u503c\u81ea\u52a8\u786e\u5b9a\u3002<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">&nbsp; &nbsp; &nbsp; &nbsp; \u53ef\u4ee5\u8f93\u51fa\u9884\u6d4b\u7ed3\u679c\u3001\u9884\u6d4b\u7f6e\u4fe1\u533a\u95f4\u4e0a\u4e0b\u9650\u3001aicbic\u503c\u3001\u6b8b\u5dee\u503c\u3002<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">&nbsp; &nbsp; &nbsp; &nbsp; \u53ef\u4ee5\u76f4\u63a5\u753b\u51fa\u9884\u6d4b\u7ed3\u679c\u56fe\u3001ACF\u56fe\u3001PACF\u56fe\u3001\u6b8b\u5dee\u68c0\u9a8c\u56fe\uff0c\u5982\u4e0b\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"522\" height=\"313\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2022\/01\/image-2.png\" alt=\"\" class=\"wp-image-1048\" srcset=\"https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/01\/image-2.png 522w, https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/01\/image-2-300x180.png 300w\" sizes=\"(max-width: 522px) 100vw, 522px\" \/><\/figure><\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"525\" height=\"275\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2022\/01\/image-3.png\" alt=\"\" class=\"wp-image-1049\" srcset=\"https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/01\/image-3.png 525w, https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/01\/image-3-300x157.png 300w\" sizes=\"(max-width: 525px) 100vw, 525px\" \/><\/figure><\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"563\" height=\"284\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2022\/01\/image-4.png\" alt=\"\" class=\"wp-image-1050\" srcset=\"https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/01\/image-4.png 563w, https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/01\/image-4-300x151.png 300w\" sizes=\"(max-width: 563px) 100vw, 563px\" \/><\/figure><\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"792\" height=\"399\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2022\/01\/image-1.png\" alt=\"\" class=\"wp-image-1047\" srcset=\"https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/01\/image-1.png 792w, https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/01\/image-1-300x151.png 300w, https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/01\/image-1-768x387.png 768w\" sizes=\"(max-width: 792px) 100vw, 792px\" \/><\/figure><\/div>\n\n\n<p class=\"is-style-iw-2em\">&nbsp; &nbsp; &nbsp; &nbsp; \u51fd\u6570\u53c2\u6570\u8bf4\u660e\u5982\u4e0b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-prismatic-blocks\"><code class=\"language-\">function [forData,lower,upper,aicorbic,res] = Fun_ARIMA_Forecast(data,step,max_ar,max_ma,figflag,criterion)\n% \u4f7f\u7528ARIMA\u8fdb\u884c\u9884\u6d4b\u7684\u51fd\u6570\uff08\u4f7f\u7528n\u9636\u5dee\u5206\u3001\u4e0d\u4f7f\u7528\u5bf9\u6570\uff09\uff0c\u53ef\u4ee5\u76f4\u63a5\u8c03\u7528\uff0c\u5dee\u5206\u9636\u6570\u81ea\u52a8\u786e\u5b9a\u3002\n% \u8f93\u5165\uff1a\n% data\u4e3a\u5f85\u9884\u6d4b\u6570\u636e\uff0c\u4e00\u7ef4\u6570\u636e\uff0c\u6700\u5c0f11\u4e2a\u6570\u636e\u3002\u4f46\u662f\u6570\u636e\u957f\u5ea6\u5904\u4e8e11~15\u65f6\u4f9d\u65e7\u53ef\u80fd\u51fa\u73b0\u62a5\u9519\u7684\u60c5\u51b5\u3002\n% step\u4e3a\u62df\u9884\u6d4b\u6b65\u6570\n% max_ar \u4e3a\u6700\u5927p\u503c\n% max_ma \u4e3a\u6700\u5927q\u503c\n% figflag \u4e3a\u753b\u56fe\u6807\u5fd7\u4f4d\uff0c&#039;on&#039;\u4e3a\u753b\u56fe\uff0c&#039;off&#039;\u4e3a\u4e0d\u753b\n% criterion \u4e3a\u5b9a\u9636\u51c6\u5219\uff0c&#039;aic&#039;\/&#039;bic&#039;\/&#039;aic+bic&#039;\u4e09\u79cd\u9009\u62e9\uff0c\u6b64\u53d8\u91cf\u53ef\u4ee5\u4e0d\u8f93\u5165\u6216\u8005\u8f93\u5165\u4e3a[]\uff0c\u6b64\u65f6\u5c06\u4f7f\u7528\u9ed8\u8ba4&#039;aic+bic&#039;\u51c6\u5219\n% \u8f93\u51fa\uff1a\n% forData\u4e3a\u9884\u6d4b\u7ed3\u679c\uff0c\u5176\u957f\u5ea6\u7b49\u4e8estep\n% lower\u4e3a\u9884\u6d4b\u7ed3\u679c\u768495%\u7f6e\u4fe1\u4e0b\u9650\u503c\n% upper\u4e3a\u9884\u6d4b\u7ed3\u679c\u768495%\u7f6e\u4fe1\u4e0a\u9650\u503c\n% aicorbic\u4e3aaic+bic\u5728\u6240\u6709pq\u7ec4\u5408\u4e0b\u7684\u503c\uff0c\u8fd4\u56de\u503c\u4e3a\u77e9\u9635\uff0c\n% \u4f8b\u5982\u5f53\u8bbe\u7f6emax_ar= 1\uff0cmax_ma=2\u65f6\n% \u5219\u8fd4\u56de\u77e9\u9635\u4e3a\uff1a a b c\n% d e f\n% a\u4ee3\u8868 p=0,q=0\u65f6\u7684aic+bic\u7684\u503c\uff0cb\u4ee3\u8868p=0,q=1\u65f6\u7684\u503c\uff0cd\u4ee3\u8868p=1,q=0\u65f6\u7684\u503c\uff0c\u4ee5\u6b64\u7c7b\u63a8\n% \u77e9\u9635\u4e2d\u53ef\u80fd\u4f1a\u5b58\u5728NaN\u503c\uff0c\u6bd4\u5982a\u5fc5\u5b9a\u4e3aNaN\uff0c\u5f53p\u3001q\u7684\u9636\u6570\u8f83\u9ad8\u65f6\uff0c\u4e5f\u4f1a\u56e0\u4e3a\u8f6f\u4ef6\u65e0\u6cd5\u6b63\u786e\u4f30\u8ba1\u53c2\u6570\u800c\u4ea7\u751fNaN\u503c\n% res\uff1a\u62df\u5408\u6b8b\u5dee\u503c<\/code><\/pre>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"          <strong&gt;2.3.Fun_ARIMA_Forecast_Onestep<\/strong&gt;\">2.3.Fun_ARIMA_Forecast_Onestep&nbsp; &nbsp; &nbsp; &nbsp; <\/h5>\n\n\n\n<p class=\"is-style-iw-2em\">\u5c01\u88c5\u597d\u7684\u201c\u5355\u6b65\u201d\u9884\u6d4b\u7a0b\u5e8f\uff0c\u73b0\u5728\u8fd9\u4e2a\u6700\u5e38\u7528\u7684\u56fe\u53ef\u4ee5\u50bb\u74dc\u5f0f\u5b9e\u73b0\u5566\u3002<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u53ef\u4ee5\u6307\u5b9a\u8bad\u7ec3\u96c6\/\u6d4b\u8bd5\u96c6\u6bd4\u4f8b\uff0c\u4f7f\u7528\u8bad\u7ec3\u96c6\u6570\u636e\u8bad\u7ec3\u6a21\u578b\uff0c\u4f7f\u7528\u6d4b\u8bd5\u96c6\u6570\u636e\u5bf9\u6bd4\u9a8c\u8bc1\u3002<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u53ef\u4ee5\u76f4\u63a5\u8c03\u7528\uff0c\u5dee\u5206\u9636\u6570\u3001p\u3001q\u503c\u81ea\u52a8\u786e\u5b9a\u3002<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u53ef\u4ee5\u8f93\u51fa\u9884\u6d4b\u7ed3\u679c\u3001\u8bad\u7ec3\u96c6\u6570\u636e\u3001\u6d4b\u8bd5\u96c6\u6570\u636e\u3001aicbic\u503c\u3001\u6b8b\u5dee\u503c\u3002<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u53ef\u4ee5\u76f4\u63a5\u753b\u51fa\u9884\u6d4b\u7ed3\u679c\u56fe\u3001ACF\u56fe\u3001PACF\u56fe\u3001\u6b8b\u5dee\u68c0\u9a8c\u56fe\uff0c\u5176\u4e2d\u9884\u6d4b\u7ed3\u679c\u56fe\u5982\u4e0b\uff1a<\/p>\n\n\n<div class=\"wp-block-image aligncenter\">\n<figure class=\"\"><img loading=\"lazy\" decoding=\"async\" width=\"556\" height=\"378\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2022\/01\/image-15.png\" alt=\"\" class=\"wp-image-1270\" srcset=\"https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/01\/image-15.png 556w, https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/01\/image-15-300x204.png 300w\" sizes=\"(max-width: 556px) 100vw, 556px\" \/><figcaption class=\"wp-element-caption\">\u5355\u6b65\u9884\u6d4b\u7ed3\u679c\u56fe<\/figcaption><\/figure><\/div>\n\n\n<pre class=\"wp-block-prismatic-blocks\"><code class=\"language-\">function [forData,dataTrain,dataTest,aicorbic,res] = Fun_ARIMA_Forecast_Onestep(data,TrainR,max_ar,max_ma,figflag,criterion)\n% \u4f7f\u7528ARIMA\u8fdb\u884c\u5355\u6b65\u9884\u6d4b\u7684\u51fd\u6570\uff08\u4f7f\u7528n\u9636\u5dee\u5206\u3001\u4e0d\u4f7f\u7528\u5bf9\u6570\uff09\uff0c\u53ef\u4ee5\u76f4\u63a5\u8c03\u7528\uff0c\u5dee\u5206\u9636\u6570\u81ea\u52a8\u786e\u5b9a\u3002\n% \u8f93\u5165\uff1a\n% data \u4e3a\u5168\u90e8\u6570\u636e\uff0c\u8981\u6c42\u4e3a\u4e00\u7ef4\u6570\u636e\u3002\u8be5\u6570\u636e\u5728\u7a0b\u5e8f\u4e2d\u4f1a\u4f9d\u7167TrainR\u7684\u6570\u503c\u88ab\u8fdb\u4e00\u6b65\u5212\u5206\u4e3a\u8bad\u7ec3\u96c6\u548c\u6d4b\u8bd5\u96c6\n% TrainR \u4e3a\u8bad\u7ec3\u96c6\u6bd4\u4f8b\uff0c\u5982\u679cTrainR\u4e3a\u5c0f\u4e8e1\u7684\u5c0f\u6570\uff0c\u5219\u4ee3\u8868\u6bd4\u4f8b\u503c\uff0c\u5982\u679cTrain\u4e3a\u5927\u4e8e1\u7684\u6574\u6570\uff0c\u5219\u4ee3\u8868\u8bad\u7ec3\u96c6\u6570\u636e\u70b9\u6570\u3002\n% max_ar \u4e3a\u6700\u5927p\u503c\n% max_ma \u4e3a\u6700\u5927q\u503c\n% figflag \u4e3a\u753b\u56fe\u6807\u5fd7\u4f4d\uff0c&#039;on&#039;\u4e3a\u753b\u56fe\uff0c&#039;off&#039;\u4e3a\u4e0d\u753b\n% criterion \u4e3a\u5b9a\u9636\u51c6\u5219\uff0c&#039;aic&#039;\/&#039;bic&#039;\/&#039;aic+bic&#039;\u4e09\u79cd\u9009\u62e9\uff0c\u6b64\u53d8\u91cf\u53ef\u4ee5\u4e0d\u8f93\u5165\u6216\u8005\u8f93\u5165\u4e3a[]\uff0c\u6b64\u65f6\u5c06\u4f7f\u7528\u9ed8\u8ba4&#039;aic+bic&#039;\u51c6\u5219\n% \u8f93\u51fa\uff1a\n% forData\u4e3a\u9884\u6d4b\u7ed3\u679c\n% dataTrain\u4e3a\u8bad\u7ec3\u96c6\u6570\u636e\n% dataTest\u4e3a\u6d4b\u8bd5\u96c6\u6570\u636e\n% aicorbic\u4e3aaic+bic\u5728\u6240\u6709pq\u7ec4\u5408\u4e0b\u7684\u503c\uff0c\u8fd4\u56de\u503c\u4e3a\u77e9\u9635\uff0c\n% \u4f8b\u5982\u5f53\u8bbe\u7f6emax_ar= 1\uff0cmax_ma=2\u65f6\n% \u5219\u8fd4\u56de\u77e9\u9635\u4e3a\uff1a a b c\n% d e f\n% a\u4ee3\u8868 p=0,q=0\u65f6\u7684aic+bic\u7684\u503c\uff0cb\u4ee3\u8868p=0,q=1\u65f6\u7684\u503c\uff0cd\u4ee3\u8868p=1,q=0\u65f6\u7684\u503c\uff0c\u4ee5\u6b64\u7c7b\u63a8\n% \u77e9\u9635\u4e2d\u53ef\u80fd\u4f1a\u5b58\u5728NaN\u503c\uff0c\u6bd4\u5982a\u5fc5\u5b9a\u4e3aNaN\uff0c\u5f53p\u3001q\u7684\u9636\u6570\u8f83\u9ad8\u65f6\uff0c\u4e5f\u4f1a\u56e0\u4e3a\u8f6f\u4ef6\u65e0\u6cd5\u6b63\u786e\u4f30\u8ba1\u53c2\u6570\u800c\u4ea7\u751fNaN\u503c\n% res\uff1a\u62df\u5408\u6b8b\u5dee\u503c<\/code><\/pre>\n\n\n\n<h5 class=\"wp-block-heading\" id=\"          <strong&gt;2.4.<\/strong&gt;Fun_ARIMA_Forecast_MulComp\">2.4.Fun_ARIMA_Forecast_MulComp<\/h5>\n\n\n\n<p class=\"is-style-iw-2em\">\u5212\u5206\u8bad\u7ec3\u96c6\u3001\u6d4b\u8bd5\u96c6\u8fdb\u884c\u4f7f\u7528ARIMA\u8fdb\u884c\u201c\u591a\u6b65\u201d\u9884\u6d4b\uff0c\u5e76\u8fdb\u884c\u9884\u6d4b\u6548\u679c\u5bf9\u6bd4\u7684\u51fd\u6570\u3002<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u53ef\u4ee5\u76f4\u63a5\u753b\u51fa\u9884\u6d4b\u7ed3\u679c\u56fe\u3001ACF\u56fe\u3001PACF\u56fe\u3001\u6b8b\u5dee\u68c0\u9a8c\u56fe\uff0c\u5176\u4e2d\u9884\u6d4b\u7ed3\u679c\u56fe\u5982\u4e0b\uff1a<\/p>\n\n\n<div class=\"wp-block-image aligncenter\">\n<figure class=\"\"><img loading=\"lazy\" decoding=\"async\" width=\"533\" height=\"361\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2022\/01\/image-14.png\" alt=\"\" class=\"wp-image-1269\" srcset=\"https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/01\/image-14.png 533w, https:\/\/www.khsci.com\/docs\/wp-content\/uploads\/2022\/01\/image-14-300x203.png 300w\" sizes=\"(max-width: 533px) 100vw, 533px\" \/><figcaption class=\"wp-element-caption\">\u591a\u6b65\u9884\u6d4b\u5bf9\u6bd4\u56fe<\/figcaption><\/figure><\/div>\n\n\n<pre class=\"wp-block-prismatic-blocks\"><code class=\"language-\">function [forData,dataTrain,dataTest,aicorbic,res] = Fun_ARIMA_Forecast_MulComp(data,TrainR,max_ar,max_ma,figflag,criterion)\n% \u4f7f\u7528ARIMA\u8fdb\u884c\u591a\u6b65\u9884\u6d4b\u7684\u51fd\u6570\uff08\u4f7f\u7528n\u9636\u5dee\u5206\u3001\u4e0d\u4f7f\u7528\u5bf9\u6570\uff09\uff0c\u53ef\u4ee5\u76f4\u63a5\u8c03\u7528\uff0c\u5dee\u5206\u9636\u6570\u81ea\u52a8\u786e\u5b9a\u3002\n% \u8f93\u5165\uff1a\n% data   \u4e3a\u5168\u90e8\u6570\u636e\uff0c\u8981\u6c42\u4e3a\u4e00\u7ef4\u6570\u636e\u3002\u8be5\u6570\u636e\u5728\u7a0b\u5e8f\u4e2d\u4f1a\u4f9d\u7167TrainR\u7684\u6570\u503c\u88ab\u8fdb\u4e00\u6b65\u5212\u5206\u4e3a\u8bad\u7ec3\u96c6\u548c\u6d4b\u8bd5\u96c6\n% TrainR \u4e3a\u8bad\u7ec3\u96c6\u6bd4\u4f8b\uff0c\u5982\u679cTrainR\u4e3a\u5c0f\u4e8e1\u7684\u5c0f\u6570\uff0c\u5219\u4ee3\u8868\u6bd4\u4f8b\u503c\uff0c\u5982\u679cTrain\u4e3a\u5927\u4e8e1\u7684\u6574\u6570\uff0c\u5219\u4ee3\u8868\u8bad\u7ec3\u96c6\u6570\u636e\u70b9\u6570\u3002\n% max_ar \u4e3a\u6700\u5927p\u503c\n% max_ma \u4e3a\u6700\u5927q\u503c\n% figflag \u4e3a\u753b\u56fe\u6807\u5fd7\u4f4d\uff0c&#039;on&#039;\u4e3a\u753b\u56fe\uff0c&#039;off&#039;\u4e3a\u4e0d\u753b\n% criterion \u4e3a\u5b9a\u9636\u51c6\u5219\uff0c&#039;aic&#039;\/&#039;bic&#039;\/&#039;aic+bic&#039;\u4e09\u79cd\u9009\u62e9\uff0c\u6b64\u53d8\u91cf\u53ef\u4ee5\u4e0d\u8f93\u5165\u6216\u8005\u8f93\u5165\u4e3a[]\uff0c\u6b64\u65f6\u5c06\u4f7f\u7528\u9ed8\u8ba4&#039;aic+bic&#039;\u51c6\u5219\n% \u8f93\u51fa\uff1a\n% forData\u4e3a\u9884\u6d4b\u7ed3\u679c\n% dataTrain\u4e3a\u8bad\u7ec3\u96c6\u6570\u636e\n% dataTest\u4e3a\u6d4b\u8bd5\u96c6\u6570\u636e\n% aicorbic\u4e3aaic+bic\u5728\u6240\u6709pq\u7ec4\u5408\u4e0b\u7684\u503c\uff0c\u8fd4\u56de\u503c\u4e3a\u77e9\u9635\uff0c\n% \u4f8b\u5982\u5f53\u8bbe\u7f6emax_ar= 1\uff0cmax_ma=2\u65f6\n% \u5219\u8fd4\u56de\u77e9\u9635\u4e3a\uff1a a b c\n%               d e f\n% a\u4ee3\u8868 p=0,q=0\u65f6\u7684aic+bic\u7684\u503c\uff0cb\u4ee3\u8868p=0,q=1\u65f6\u7684\u503c\uff0cd\u4ee3\u8868p=1,q=0\u65f6\u7684\u503c\uff0c\u4ee5\u6b64\u7c7b\u63a8\n% \u77e9\u9635\u4e2d\u53ef\u80fd\u4f1a\u5b58\u5728NaN\u503c\uff0c\u6bd4\u5982a\u5fc5\u5b9a\u4e3aNaN\uff0c\u5f53p\u3001q\u7684\u9636\u6570\u8f83\u9ad8\u65f6\uff0c\u4e5f\u4f1a\u56e0\u4e3a\u8f6f\u4ef6\u65e0\u6cd5\u6b63\u786e\u4f30\u8ba1\u53c2\u6570\u800c\u4ea7\u751fNaN\u503c\n% res\uff1a\u62df\u5408\u6b8b\u5dee\u503c<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"<strong&gt;3.install_funs.m<\/strong&gt;\">3.install_funs.m<\/h4>\n\n\n\n<p class=\"is-style-iw-2em\">\u5de5\u5177\u7bb1\u5feb\u901f\u5b89\u88c5\u51fd\u6570\uff0c\u4f7f\u7528\u65b9\u6cd5\u89c1\u7b2c\u56db\u8282\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"4-uninstall_funs-m-84cc3449-8fba-4989-987b-1b3607186eb1\">4.uninstall_funs.m<\/h4>\n\n\n\n<p class=\"is-style-iw-2em\">\u5de5\u5177\u7bb1\u5feb\u901f\u5378\u8f7d\u51fd\u6570\uff0c\u4f7f\u7528\u65b9\u6cd5\u89c1\u7b2c\u56db\u8282\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"5-docx-b58e68ca-764f-4b89-bf68-654ee7bfc31a\">5.\u5de5\u5177\u7bb1\u4ecb\u7ecd.docx<\/h4>\n\n\n\n<p class=\"is-style-iw-2em\">\u6709\u5173\u8be5\u5de5\u5177\u7bb1\u7684\u4e00\u4e9b\u8bf4\u660e\uff08word\u7248\uff09\u3002<\/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.\u4e00\u952e\u5f0f\u5b89\u88c5\u5de5\u5177\u7bb1<\/strong><\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\uff081\uff09 <span style=\"color: #ff6600;\"><span style=\"color: #000000;\">\u5148\u5728MATLAB\u91cc\u6253\u5f00\u4e0b\u8f7d\u597d\u7684\u6587\u4ef6\u5939\uff0c<\/span><\/span> \u53f3\u952e\u70b9\u51fb\u201cinstall_funs.m\u201d\uff0c\u518d\u70b9\u8fd0\u884c\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter is-resized\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2020\/04\/25cc39838b241edbfead5c3e322716ea.png\" alt=\"\" style=\"width:178px;height:301px\"\/><\/figure><\/div>\n\n\n<p class=\"is-style-iw-2em\">\uff082\uff09\u5f53\u5728\u547d\u4ee4\u884c\u7a97\u53e3\u51fa\u73b0\u4e0b\u56fe\u63d0\u793a\u65f6\u8bf4\u660e\u5b89\u88c5\u5b8c\u6210<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/khsci.com\/docs\/wp-content\/uploads\/2020\/04\/7cde49877187a470520212fc50ba24f9.png\" alt=\"\"\/><\/figure><\/div>\n\n\n<p class=\"is-style-iw-2em\"><strong>2.\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;\">\u8fdb\u5165demos\u6587\u4ef6\u5939\uff0c\u4f9d\u6b21\u8fd0\u884cDemo_ARIMA.m\u3001Demo_ARIMA_MulComp.m<\/span><\/span>\u3001Demo_ARMA_onestep_new.m\u4e09\u4e2a\u6587\u4ef6\uff0c<span style=\"color: #ff6600;\"><span style=\"color: #000000;\">\u7a0b\u5e8f\u8fd0\u884c\u5b8c\u6bd5\u540e\u5982\u679c\u6ca1\u62a5\u9519\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.<span style=\"font-family: \u9ed1\u4f53;\">\u5bfc\u5165\u6570\u636e<\/span><\/strong><\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u590d\u5236\u4e00\u4e2a<span style=\"color: #ff6600;\">demos\u6587\u4ef6\u5939<\/span>\u7684\u526f\u672c\uff0c\u5728\u8fd9\u4e2a\u526f\u672c\u91cc\u4f60\u9700\u8981\u529f\u80fd\u7684\u811a\u672c\u4e2d\u505a\u5982\u4e0b\u4fee\u6539\uff1a<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\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\u5148\u53c2\u8003<a rel=\"nofollow noopener noreferrer\" href=\"https:\/\/ww2.mathworks.cn\/help\/matlab\/import_export\/supported-file-formats.html\" target=\"_blank\">\u8fd9\u4e2a\u6587\u6863<\/a>\u3002\u6216\u8005\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>\u3002<\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u5982\u679c\u4f60\u5df2\u7ecf\u5b9e\u73b0\u4e86\u6570\u636e\u5bfc\u5165\uff0c\u8fd9\u65f6\u5019\u5e94\u8be5\u62e5\u6709\u4e86\u4e00\u4e2a\u4e00\u7ef4\u6570\u636e\u53d8\u91cf\uff0c\u8fd9\u65f6\u5019\u5c31\u53ef\u4ee5\u8c03\u7528\u51fd\u6570\u8fdb\u884c\u7279\u5f81\u63d0\u53d6\u4e86\u3002<\/p>\n\n\n\n<p class=\"is-style-iw-2em\"><strong>3.\u5b9e\u73b0\u7279\u5f81\u63d0\u53d6<\/strong><\/p>\n\n\n\n<p class=\"is-style-iw-2em\">\u53c2\u7167<span class=\"has-inline-color has-luminous-vivid-orange-color\">demos\u6587\u4ef6\u5939\u7684<\/span><span style=\"color: #ff6600;\">\u811a\u672c\u6587\u4ef6<\/span><span style=\"color: #000000;\">\u4e2d\u7b2c\u4e8c\u6b65\uff0c\u76f8\u5173\u51fd\u6570\u7684\u8c03\u7528\u65b9\u6cd5\uff0c\u8bbe\u7f6estep\u3001max_ar\u3001max_ma\u3001TrainR\u7b49\u5355\u6570\uff0c\u8fd0\u884c\u7a0b\u5e8f\u5373\u53ef\u3002<\/span><\/p>\n\n\n\n<h4 class=\"wp-block-heading\" 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>\u529f\u80fd<\/td><td>\u516c\u5f00\u7248<\/td><td>\u5b8c\u6574\u7248<\/td><\/tr><tr><td> \u8fdb\u884c\u6570\u636e\u5bfc\u5165\u3001\u53c2\u6570\u8bbe\u7f6e\uff0c\u5b9e\u73b0\u591a\u6b65\u9884\u6d4b\u3001\u591a\u6b65\u9884\u6d4b\u5bf9\u6bd4\u3001\u5355\u6b65\u9884\u6d4b\u5bf9\u6bd4<\/td><td>\u221a<\/td><td>\u221a<\/td><\/tr><tr><td>ARMA_Order_Select\u6587\u4ef6<\/td><td>p*<\/td><td>m*<\/td><\/tr><tr><td>\u5c01\u88c5\u597d\u7684\u5168\u6d41\u7a0b\u51fd\u6570Fun_ARIMA_Forecast.m\u53ca\u6848\u4f8bdemo-\u53ef\u4ee5\u901a\u8fc7\u8f93\u5165\u539f\u59cb\u6570\u636e\u3001\u9884\u6d4b\u6b65\u6570\u7b49<strong>\u76f4\u63a5\u83b7\u5f97\u9884\u6d4b\u7ed3\u679c<\/strong>-\u5c06\u4f7f\u7528ARIMA\u8fdb\u884c\u9884\u6d4b\u7684\u8fc7\u7a0b\u4e2d\u7684\u5927\u90e8\u5206\u5de5\u4f5c\u90fd\u56fa\u5316\u4e0b\u6765\uff0c\u65b9\u4fbf\u4f7f\u7528\u3002<\/td><td> p* <\/td><td> m* <\/td><\/tr><tr><td>\u5c01\u88c5\u597d\u7684\u5168\u6d41\u7a0b\u51fd\u6570Fun_ARIMA_Forecast_Onestep.m\u53ca\u6848\u4f8bdemo-\u53ef\u4ee5\u901a\u8fc7\u8f93\u5165\u539f\u59cb\u6570\u636e\uff0c\u8bad\u7ec3\u3001\u6d4b\u8bd5\u96c6\u5212\u5206\u89c4\u5219\u7b49<strong>\u76f4\u63a5\u83b7\u5f97\u9884\u6d4b\u7ed3\u679c<\/strong>-\u5feb\u901f\u5b9e\u73b0\u6570\u636e\u7684\u5355\u6b65\u9884\u6d4b<\/td><td>&nbsp; p*  <\/td><td>&nbsp; m* <\/td><\/tr><tr><td>\u5c01\u88c5\u597d\u7684\u5168\u6d41\u7a0b\u51fd\u6570Fun_ARIMA_Forecast_MulComp\u53ca\u6848\u4f8bdemo-\u5212\u5206\u8bad\u7ec3\u96c6\u3001\u6d4b\u8bd5\u96c6\u8fdb\u884c\u4f7f\u7528ARIMA\u8fdb\u884c\u201c\u591a\u6b65\u201d\u9884\u6d4b\uff0c\u5e76\u8fdb\u884c\u9884\u6d4b\u6548\u679c\u5bf9\u6bd4\u7684\u51fd\u6570<\/td><td> p*  <\/td><td> m* <\/td><\/tr><tr><td>\u5206\u6790\u6570\u636edata\u7684\u6570\u636e\u957f\u5ea6<\/td><td>100\u4ee5\u5185<\/td><td>\u65e0\u9650\u5236<\/td><\/tr><tr><td>\u9884\u6d4b\u6b65\u6570\u957f\u5ea6<\/td><td>3~8<\/td><td>\u65e0\u9650\u5236<\/td><\/tr><tr><td>p\u3001q\u4e0a\u9650\u503c<\/td><td>\u22643<\/td><td>\u65e0\u9650\u5236<\/td><\/tr><tr><td>\u6570\u636e\u8bad\u7ec3\u96c6\u6bd4\u4f8bTrainR<\/td><td>\u9650\u5b9a\u4e3a0.85<\/td><td>\u65e0\u9650\u5236<\/td><\/tr><tr><td>-\u89c6\u9891\u6559\u7a0b\u5feb\u901f\u4e0a\u624b-\u66f4\u4e3a\u4e30\u5bcc\u3001\u8be6\u7ec6\u7684<strong>\u6ce8\u91ca<\/strong>\uff0c\u6807\u6ce8\u4e86\u540c\u5b66\u4eec\u53cd\u9988\u7684\u5e38\u89c1\u7591\u95ee<\/td><td>\u00d7<\/td><td>\u221a<\/td><\/tr><\/tbody><\/table><figcaption class=\"wp-element-caption\">*p\u6587\u4ef6\u53ef\u4ee5\u88ab\u8c03\u7528\uff0c\u4f46\u65e0\u6cd5\u67e5\u770b\u4ee3\u7801\uff0cm\u6587\u4ef6\u53ef\u4ee5\u67e5\u770b\u6e90\u7801\u5e76\u81ea\u7531\u4fee\u6539<\/figcaption><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u4e94\u3001\u83b7\u53d6\u7a0b\u5e8f\uff08\u9700\u4f7f\u7528\u7535\u8111\u6d4f\u89c8\u5668\u6253\u5f00\uff09\">\u4e94\u3001\u83b7\u53d6\u516c\u5f00\u7248\u7a0b\u5e8f\uff08\u9700\u4f7f\u7528\u7535\u8111\u6d4f\u89c8\u5668\u6253\u5f00\uff09<\/h4>\n\n\n\n<div class=\"wpfd-single-file\">\n\n    <div class=\"wpfd-single-file--details wpfd-file-content\">\n                <h3 class=\"wpfd-file-content--title\">ARMA\u516c\u5f00\u7248\u4ee3\u7801V3<\/h3>\n        <div class=\"wpfd-file-content--meta\">\n                    <div>\u6587\u4ef6\u5c3a\u5bf8: 111.83 KB<\/div>\n                    <div>\u66f4\u65b0: 18-06-2023<\/div>\n        <\/div>\n    <\/div>\n    <div class=\"wpfd-single-file--buttons\">\n                <a href=\"https:\/\/www.khsci.com\/docs\/index.php\/download\/6\/%e6%96%b0%e5%88%86%e7%b1%bb\/2812\/arma%e5%85%ac%e5%bc%80%e7%89%88%e4%bb%a3%e7%a0%81v3.zip\"  data-id=\"2812\" title=\"ARMA\u516c\u5f00\u7248\u4ee3\u7801V3\" class=\"noLightbox 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