{"id":3825,"date":"2025-10-19T00:50:45","date_gmt":"2025-10-18T16:50:45","guid":{"rendered":"https:\/\/www.khsci.com\/docs\/?page_id=3825"},"modified":"2025-10-27T23:38:28","modified_gmt":"2025-10-27T15:38:28","slug":"algorithms","status":"publish","type":"page","link":"https:\/\/www.khsci.com\/docs\/","title":{"rendered":"\u7b97\u6cd5\u4ee3\u7801\u76ee\u5f55"},"content":{"rendered":"\n<style>\n\/* \u5168\u5c40\u6837\u5f0f *\/\n.algo-hub-container {\n    font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, sans-serif;\n    max-width: 1400px;\n    margin: 0 auto;\n    padding: 20px;\n}\n\n\/* \u9875\u9762\u6807\u9898 *\/\n.algo-hub-title {\n    background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);\n    -webkit-background-clip: text;\n    -webkit-text-fill-color: transparent;\n    background-clip: text;\n    font-size: 56px;\n    font-weight: 800;\n    text-align: center;\n    margin-bottom: 15px;\n    letter-spacing: 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class=\"category-header category-classification\">\ud83e\udd16 \u6a21\u5f0f\u8bc6\u522b\u4e0e\u5206\u7c7b<\/div>\n        <div class=\"algo-grid\">\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">SVM\u591a\u5206\u7c7b\u7b97\u6cd5<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2025\/10\/11\/svmclassmat\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2025\/10\/11\/svmclasspy\/\" class=\"version-btn btn-python\">Python\u7248<\/a>\n                <\/div>\n                <div class=\"algo-description\">\u57fa\u4e8e\u652f\u6301\u5411\u91cf\u673a\u7684\u591a\u7c7b\u522b\u5206\u7c7b\uff0c\u652f\u6301\u591a\u79cd\u6838\u51fd\u6570<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">CNN\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u5206\u7c7b<\/div>\n              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btn-python\">Python\u7248<\/a>\n                <\/div>\n                <div class=\"algo-description\">\u57fa\u4e8e\u652f\u6301\u5411\u91cf\u673a\u7684\u56de\u5f52\u9884\u6d4b\u5206\u6790<\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n\n    <!-- \u65f6\u95f4\u5e8f\u5217\u9884\u6d4b -->\n    <div class=\"category-section\">\n        <div class=\"category-header category-timeseries\">\u23f1\ufe0f \u65f6\u95f4\u5e8f\u5217\u9884\u6d4b<\/div>\n        <div class=\"algo-grid\">\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">ARIMA\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\uff08\u516c\u5f00\u7248\uff09<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2020\/04\/09\/11\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div 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class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u53ef\u89c6\u5316\u64cd\u4f5c\u754c\u9762<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">ARIMA\u56fe\u5f62\u754c\u9762\u7248\uff08\u5b8c\u6574\u7248\uff09<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2021\/11\/07\/arima_ui_official\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u5b8c\u6574\u7248\u56fe\u5f62\u754c\u9762\u8f6f\u4ef6<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">SARIMA\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\uff08\u516c\u5f00\u7248\uff09<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2020\/04\/09\/111\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u5b63\u8282\u6027\u81ea\u56de\u5f52\u79fb\u52a8\u5e73\u5747<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">SARIMA\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\uff08\u5b8c\u6574\u7248\uff09<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2020\/04\/26\/sarima-full\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">SARIMA\u5b8c\u6574\u5de5\u5177\u7bb1<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">SARIMA\u56fe\u5f62\u754c\u9762\u7248\uff08\u8bd5\u7528\u7248\uff09<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2021\/11\/13\/sarima_ui_tr\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u53ef\u89c6\u5316\u64cd\u4f5c\u754c\u9762<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">SARIMA\u56fe\u5f62\u754c\u9762\u7248\uff08\u5b8c\u6574\u7248\uff09<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2021\/11\/13\/sarima_ui\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u5b8c\u6574\u7248\u56fe\u5f62\u754c\u9762\u8f6f\u4ef6<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">LSTM\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2020\/10\/25\/lstm\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc\u9884\u6d4b<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">BP\u795e\u7ecf\u7f51\u7edc\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2021\/08\/11\/bpforecast\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">BP\u7f51\u7edc\u9884\u6d4b\u7a0b\u5e8f<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">SVM\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2021\/10\/23\/svm_forecast\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u652f\u6301\u5411\u91cf\u673a\u9884\u6d4b<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">EMDs-ARIMA\u7ec4\u5408\u9884\u6d4b<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2021\/03\/07\/emds-arima\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u6a21\u6001\u5206\u89e3+ARIMA<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">EMDs-RNNs\u7ec4\u5408\u9884\u6d4b<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2021\/03\/13\/emds-rnns\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u6a21\u6001\u5206\u89e3+\u5faa\u73af\u795e\u7ecf\u7f51\u7edc<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">\u7c7bEMD-LSTM\u7ec4\u5408\u9884\u6d4b<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2021\/03\/23\/emds-lstm\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u6a21\u6001\u5206\u89e3+LSTM<\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n\n    <!-- \u4f18\u5316\u7b97\u6cd5 -->\n    <div class=\"category-section\">\n        <div class=\"category-header category-optimization\">\ud83c\udfaf \u4f18\u5316\u7b97\u6cd5<\/div>\n        <div class=\"algo-grid\">\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">16\u79cd\u4f18\u5316\u7b97\u6cd5\u5408\u96c6<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2024\/03\/17\/optalg16\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u9057\u4f20\u7b97\u6cd5\u3001\u7c92\u5b50\u7fa4\u3001\u5dee\u5206\u8fdb\u5316\u7b4916\u79cd\u7b97\u6cd5<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">VMD\u4f18\u5316\u7b97\u6cd516\u79cd<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2024\/04\/01\/vmdoptalg16\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u667a\u80fd\u7b97\u6cd5\u4f18\u5316VMD\u53c2\u6570<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">\u4f18\u5316\u7b97\u6cd5\u4fee\u6539\u9002\u5e94\u5ea6\u51fd\u6570\u6559\u7a0b<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2024\/03\/18\/optalgmodify\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u89c6\u9891\u6559\u7a0b\uff1a\u5982\u4f55\u4fee\u6539\u9002\u5e94\u5ea6\u51fd\u6570<\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n\n    <!-- \u4fe1\u53f7\u5904\u7406\u4e0e\u6ee4\u6ce2\u964d\u566a -->\n    <div class=\"category-section\">\n        <div class=\"category-header category-signal\">\ud83d\udd0a \u4fe1\u53f7\u5904\u7406\u4e0e\u6ee4\u6ce2\u964d\u566a<\/div>\n        \n        <div class=\"subcategory-title\">\ud83d\udcca \u6a21\u6001\u5206\u89e3\u7b97\u6cd5<\/div>\n        <div class=\"algo-grid\">\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">\u7c7bEMD\u5206\u89e37\u54081\u753b\u56fe\u5de5\u5177<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2024\/06\/27\/emdallin1mat\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2024\/07\/29\/emdallin1py\/\" class=\"version-btn btn-python\">Python\u7248<\/a>\n                <\/div>\n                <div class=\"algo-description\">EMD\/EEMD\/CEEMDAN\u7b497\u79cd\u7b97\u6cd5\u5408\u96c6<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">VMD\u53d8\u5206\u6a21\u6001\u5206\u89e3<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2021\/08\/19\/vmd\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u53d8\u5206\u6a21\u6001\u5206\u89e3\u753b\u56fe\u5de5\u5177<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">EMD\u7ecf\u9a8c\u6a21\u6001\u5206\u89e3<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2020\/04\/10\/11-2\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2022\/11\/08\/emd_py\/\" class=\"version-btn btn-python\">Python\u7248<\/a>\n                <\/div>\n          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class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u5b8c\u5168\u96c6\u5408\u7ecf\u9a8c\u6a21\u6001\u5206\u89e3<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">CEEMDAN\u81ea\u9002\u5e94\u566a\u58f0EEMD<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2021\/08\/09\/ceemdan\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u81ea\u9002\u5e94\u566a\u58f0\u5b8c\u5168EEMD<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">ICEEMDAN\u6539\u8fdbCEEMDAN<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2021\/11\/18\/iceemdan\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u6539\u8fdb\u7684CEEMDAN\u7b97\u6cd5<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">EWT\u7ecf\u9a8c\u5c0f\u6ce2\u53d8\u6362<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2022\/02\/24\/ewt\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u7ed3\u5408EMD\u548c\u5c0f\u6ce2\u7684\u5206\u89e3\u65b9\u6cd5<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">DWT\u5c0f\u6ce2\u5206\u89e3<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2023\/10\/29\/dwt\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u79bb\u6563\u5c0f\u6ce2\u53d8\u6362\u753b\u56fe<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">\u5c0f\u6ce2\u5305\u5206\u89e3WPT<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2023\/11\/07\/wpt\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u5c0f\u6ce2\u5305\u5206\u89e3\u753b\u56fe\u4ee3\u7801<\/div>\n            <\/div>\n        <\/div>\n\n        <div class=\"subcategory-title\">\ud83e\uddf9 \u6ee4\u6ce2\u964d\u566a\u7b97\u6cd5<\/div>\n        <div class=\"algo-grid\">\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">ICEEMDAN-\u6837\u672c\u71b5-\u5c0f\u6ce2\u9608\u503c\u964d\u566a<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2024\/03\/14\/iceemdan-se-wt\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u6a21\u6001\u5206\u89e3+\u71b5\u7b5b\u9009+\u5c0f\u6ce2\u53bb\u566a<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">VMD-ICA\u6ee4\u6ce2\u7b97\u6cd5<\/div>\n         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class=\"algo-card\">\n                <div class=\"algo-name\">FastICA\u76f2\u6e90\u5206\u79bb<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2024\/02\/27\/fastica\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u5feb\u901f\u72ec\u7acb\u6210\u5206\u5206\u6790<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">\u5c0f\u6ce2\u9608\u503c\u6ee4\u6ce2\u7b97\u6cd5<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2022\/08\/18\/waveletth\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u8f6f\u9608\u503c\u3001\u786c\u9608\u503c\u3001\u6539\u8fdb\u9608\u503c<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">FIR\u3001IIR\u6ee4\u6ce2\u7b97\u6cd5<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2022\/10\/24\/firiir\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u6709\u9650\/\u65e0\u9650\u8109\u51b2\u54cd\u5e94\u6ee4\u6ce2\u5668<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">\u7c7bEMD\u6ee4\u6ce2\u7b97\u6cd5<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2021\/10\/04\/emds_filter\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u76f8\u5173\u7cfb\u6570\u3001\u5ced\u5ea6\u3001\u81ea\u9002\u5e94\u65b9\u6cd5<\/div>\n            <\/div>\n        <\/div>\n\n        <div class=\"subcategory-title\">\ud83d\udcc8 \u65f6\u9891\u5206\u6790<\/div>\n        <div class=\"algo-grid\">\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">\u5e0c\u5c14\u4f2f\u7279\u8c31\/\u8fb9\u9645\u8c31\/\u5305\u7edc\u8c31<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2020\/08\/08\/hilbert\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u77ac\u65f6\u9891\u7387\/\u5e45\u503c\/\u76f8\u4f4d\u753b\u56fe<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">\u77ed\u65f6\u5085\u91cc\u53f6\u53d8\u6362STFT<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2023\/11\/17\/stft\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u65f6\u9891\u5206\u6790\u753b\u56fe\u4ee3\u7801<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">\u8fde\u7eed\u5c0f\u6ce2\u53d8\u6362CWT<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2023\/11\/17\/cwt\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u5c0f\u6ce2\u65f6\u9891\u5206\u6790<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">\u9891\u8c31\/\u529f\u7387\u8c31\u5feb\u901f\u753b\u56fe<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2021\/12\/21\/freana\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u9891\u57df\u5206\u6790\u5de5\u5177<\/div>\n            <\/div>\n        <\/div>\n\n        <div class=\"subcategory-title\">\ud83d\udd0d \u7279\u5f81\u63d0\u53d6<\/div>\n        <div class=\"algo-grid\">\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">\u65f6\u57df\u9891\u57df\u7279\u5f81\u63d0\u53d6<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2021\/10\/30\/genfea\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u5747\u503c\u3001\u65b9\u5dee\u3001\u5cf0\u5ea6\u3001\u9891\u8c31\u80fd\u91cf\u7b49<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">\u71b5\u7279\u5f81\u63d0\u53d6<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2022\/05\/25\/feaen\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u6837\u672c\u71b5\u3001\u8fd1\u4f3c\u71b5\u3001\u6392\u5217\u71b5\u7b49<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">\u591a\u5c3a\u5ea6\u71b5MSE<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2024\/01\/29\/feamse\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u591a\u5c3a\u5ea6\u71b5\u7279\u5f81\u63d0\u53d6<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">\u590d\u5408\u591a\u5c3a\u5ea6\u71b5CMSE<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2024\/02\/17\/feacmse\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u6539\u8fdb\u7684\u591a\u5c3a\u5ea6\u71b5<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">IMF\u7edf\u8ba1\u5206\u6790<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2022\/03\/20\/imf\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u65b9\u5dee\u8d21\u732e\u7387\u3001\u5e73\u5747\u5468\u671f\u3001\u76f8\u5173\u7cfb\u6570<\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n\n    <!-- \u6559\u7a0b\u4e0e\u5de5\u5177 -->\n    <div class=\"category-section\">\n        <div class=\"category-header category-tutorial\">\ud83d\udcda \u6559\u7a0b\u4e0e\u5de5\u5177<\/div>\n        <div class=\"algo-grid\">\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">CNN\u6570\u636e\u9884\u5904\u7406\u4e0e\u8c03\u53c2\u6280\u5de7<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2024\/09\/17\/cnntips\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">CNN\u5b9e\u6218\u6280\u5de7\u6559\u7a0b<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">\u5c0f\u6ce2\u9608\u503c\u51fd\u6570\u7ed8\u56fe\u6559\u7a0b<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2024\/05\/18\/wtfunction\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n            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class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2021\/11\/07\/onemul\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u7b54\u7591\uff1a\u9884\u6d4b\u65b9\u6cd5\u5bf9\u6bd4<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">\u91c7\u6837\u9891\u7387fs\u8bbe\u7f6e\u65b9\u6cd5<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2022\/12\/27\/fs\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u7b54\u7591\uff1a\u91c7\u6837\u9891\u7387\u8bbe\u7f6e<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">Python\u6570\u636e\u5bfc\u5165<\/div>\n                <div class=\"algo-buttons\">\n                    <span class=\"version-btn btn-disabled\">MATLAB\u7248<\/span>\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2024\/09\/17\/pydata\/\" class=\"version-btn btn-python\">Python\u7248<\/a>\n                <\/div>\n                <div class=\"algo-description\">Python\u6570\u636e\u5904\u7406\u57fa\u7840<\/div>\n            <\/div>\n\n            <div class=\"algo-card\">\n                <div class=\"algo-name\">\u65f6\u9891\u57df\u5206\u6790\u5de5\u5177\u7bb1TFA<\/div>\n                <div class=\"algo-buttons\">\n                    <a href=\"https:\/\/khsci.com\/docs\/index.php\/2020\/04\/09\/1\/\" class=\"version-btn btn-matlab\">MATLAB\u7248<\/a>\n                    <span class=\"version-btn btn-disabled\">Python\u7248<\/span>\n                <\/div>\n                <div class=\"algo-description\">\u5de5\u5177\u7bb1\u4e0b\u8f7d\u4e0e\u5b89\u88c5<\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n\n    <!-- \u7248\u672c\u8bf4\u660e -->\n    <div class=\"info-card\">\n        <div class=\"info-card-title\">\ud83d\udca1 \u7248\u672c\u8bf4\u660e<\/div>\n        <div class=\"info-columns\">\n            <div class=\"info-column\">\n                <h4>\ud83d\udcd8 MATLAB\u7248\u672c<\/h4>\n                <ul>\n                    <li>\u9700\u8981MATLAB\u8f6f\u4ef6\u73af\u5883<\/li>\n                    <li>\u4ee3\u7801\u53ef\u8bfb\u6027\u5f3a\uff0c\u4fbf\u4e8e\u5b66\u4e60<\/li>\n                    <li>\u9002\u5408\u79d1\u7814\u548c\u6559\u5b66\u4f7f\u7528<\/li>\n                    <li>\u63d0\u4f9b\u5b8c\u6574\u6e90\u7801\u548c\u6ce8\u91ca<\/li>\n                <\/ul>\n            <\/div>\n            <div class=\"info-column\">\n                <h4>\ud83d\udc0d Python\u7248\u672c<\/h4>\n                <ul>\n                    <li>\u5f00\u6e90\u514d\u8d39\uff0c\u8de8\u5e73\u53f0<\/li>\n                    <li>\u4e30\u5bcc\u7684\u7b2c\u4e09\u65b9\u5e93\u652f\u6301<\/li>\n                    <li>\u9002\u5408\u5de5\u7a0b\u90e8\u7f72<\/li>\n                    <li>\u6613\u4e8e\u96c6\u6210\u548c\u6269\u5c55<\/li>\n                <\/ul>\n            <\/div>\n        <\/div>\n        <hr style=\"margin: 25px 0; border: none; border-top: 1px solid rgba(0,0,0,0.1);\">\n        <div class=\"info-card-content\">\n            <p style=\"margin: 0 0 10px 0;\"><strong>\u516c\u5f00\u7248 vs \u5b8c\u6574\u7248<\/strong><\/p>\n            <ul style=\"list-style: none; padding: 0; margin: 0;\">\n                <li style=\"padding: 8px 0;\">\u2022 <strong>\u516c\u5f00\u7248\uff08\u8bd5\u7528\u7248\uff09<\/strong>\uff1a\u63d0\u4f9b\u57fa\u7840\u529f\u80fd\uff0c\u6709\u4e00\u5b9a\u9650\u5236\uff08\u5982\u6570\u636e\u91cf\u3001\u529f\u80fd\uff09\uff0c\u9002\u5408\u5b66\u4e60\u548c\u6d4b\u8bd5<\/li>\n                <li style=\"padding: 8px 0;\">\u2022 <strong>\u5b8c\u6574\u7248<\/strong>\uff1a\u65e0\u9650\u5236\uff0c\u63d0\u4f9b\u5b8c\u6574\u6e90\u7801\u548c\u8be6\u7ec6\u6ce8\u91ca\uff0c\u5305\u542b\u6280\u672f\u652f\u6301\u548c\u89c6\u9891\u6559\u7a0b<\/li>\n            <\/ul>\n        <\/div>\n    <\/div>\n\n    <!-- \u8054\u7cfb\u4e0e\u652f\u6301 -->\n    <div class=\"contact-card\">\n        <div class=\"contact-card-title\">\ud83d\udce7 \u8054\u7cfb\u4e0e\u652f\u6301<\/div>\n        <p style=\"color: #666; margin: 15px 0;\">\u5982\u6709\u4efb\u4f55\u95ee\u9898\u6216\u9700\u8981\u6280\u672f\u652f\u6301\uff0c\u8bf7\u8054\u7cfb\u6211\u4eec\uff1a<\/p>\n        <ul class=\"contact-list\">\n            <li>\ud83d\udcac <strong>\u5728\u7ebf\u5ba2\u670d<\/strong>\uff1a\u5de5\u4f5c\u65e5 9:00-18:00<\/li>\n            <li>\ud83d\udcee <strong>\u90ae\u7bb1\u54a8\u8be2<\/strong>\uff1a\u901a\u8fc7\u7f51\u7ad9\u8054\u7cfb\u9875\u9762<\/li>\n            <li>\ud83c\udf93 <strong>\u6280\u672f\u652f\u6301<\/strong>\uff1a\u8d2d\u4e70\u5b8c\u6574\u7248\u4ee3\u7801\u540e\u4eab\u53d7\u4e13\u5c5e\u6280\u672f\u652f\u6301<\/li>\n            <li>\ud83d\udcdd <strong><a href=\"https:\/\/khsci.com\/docs\/index.php\/2022\/03\/09\/sh\/\" style=\"color: #f57f17; text-decoration: none;\">\u552e\u540e\u652f\u6301\u4e2d\u5fc3<\/a><\/strong>\uff1a\u5e38\u89c1\u95ee\u9898\u89e3\u7b54<\/li>\n        <\/ul>\n    <\/div>\n\n    <!-- \u9875\u811a -->\n    <div class=\"algo-footer\">\n        \u6301\u7eed\u66f4\u65b0\u4e2d\uff0c\u656c\u8bf7\u5173\u6ce8 | \u6700\u540e\u66f4\u65b0\uff1a2025\u5e7410\u6708\n    <\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\ud83c\udfaf \u7b97\u6cd5\u4ee3\u7801\u4e2d\u5fc3 \u7cbe\u9009MATLAB\u548cPython\u7b97\u6cd5\u4ee3\u7801\uff0c\u6db5\u76d6\u673a\u5668\u5b66\u4e60\u3001\u4fe1\u53f7\u5904\u7406\u3001\u6570\u636e\u5206\u6790\u7b49\u591a\u4e2a\u9886\u57df \ud83e\udd16 \u6a21\u5f0f 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