{"id":60751,"date":"2025-05-01T00:00:42","date_gmt":"2025-04-30T16:00:42","guid":{"rendered":"https:\/\/naipnews.naipo.com\/?p=60751"},"modified":"2026-04-30T10:15:44","modified_gmt":"2026-04-30T02:15:44","slug":"%e4%bb%8e%e7%bb%93%e6%9e%84%e5%88%b0%e7%b3%bb%e7%bb%9f%e7%9a%84%e5%85%a8%e9%9d%a2%e8%bf%9b%e5%8c%96%ef%bc%9aai%e5%a6%82%e4%bd%95%e8%b5%8b%e8%83%bd%e5%b7%a5%e5%85%b7%e6%9c%ba%e8%bf%88%e5%90%91%e6%99%ba","status":"publish","type":"post","link":"https:\/\/naipnews.naipo.com\/zh-hans\/60751\/","title":{"rendered":"\u4ece\u7ed3\u6784\u5230\u7cfb\u7edf\u7684\u5168\u9762\u8fdb\u5316\uff1aAI\u5982\u4f55\u8d4b\u80fd\u5de5\u5177\u673a\u8fc8\u5411\u667a\u80fd\u81ea\u4e3b"},"content":{"rendered":"<figure id=\"attachment_3665\" aria-describedby=\"caption-attachment-3665\" style=\"width: 2560px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-3665 size-full\" 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https:\/\/naipnews.naipo.com\/wp-content\/uploads\/2025\/01\/732734518_34M-1920x1277.jpg 1920w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" \/><figcaption id=\"caption-attachment-3665\" class=\"wp-caption-text\">\u56fe\u7247\u6765\u6e90 : shutterstock\u3001\u8fbe\u5fd7\u5f71\u50cf<\/figcaption><\/figure>\n<blockquote><p>AI\u4eba\u5de5\u667a\u80fd\u6b63\u5168\u9762\u8d4b\u80fd\u5de5\u5177\u673a\uff0c\u63a8\u52a8\u4f20\u7edf\u673a\u68b0\u8fd0\u8f6c\u8fdb\u5316\u5230\u667a\u80fd\u81ea\u4e3b\u8fd0\u4f5c\u3002\u900f\u8fc7\u5404\u7cfb\u7edf\u7684\u8fb9\u7f18\u611f\u77e5\u5c40\u90e8AI\u5316\uff0c\u518d\u642d\u914d\u6838\u5fc3\u63a7\u5236\u5668\u7684\u96c6\u4e2d\u51b3\u7b56\uff0c\u8ba9\u673a\u53f0\u80fd\u987a\u5229\u5b9e\u73b0\u8df3\u9891\u907f\u9707\u3001\u5b9e\u65f6\u70ed\u8865\u507f\u3001\u7cbe\u51c6\u8282\u80fd\u4f9b\u6cb9\u7b49\u8fdb\u9636\u529f\u80fd\uff0c\u751a\u81f3\u80fd\u900f\u8fc7\u81ea\u7136\u8bed\u8a00\u5904\u7406\u200c\uff08NLP\uff09\u4e0e\u64cd\u4f5c\u8005\u8fdb\u884c\u4e92\u52a8\u63a7\u5236\u3002AI\u5de5\u5177\u673a\u4e0d\u4ec5\u7a81\u7834\u4e86\u7a81\u7834\u4f20\u7edf\u673a\u68b0\u7684\u64cd\u4f5c\u9650\u5236\u4e0e\u52a0\u5de5\u7cbe\u5ea6\uff0c\u66f4\u5927\u5e45\u964d\u4f4e\u64cd\u4f5c\u95e8\u574e\uff0c\u6210\u4e3a\u4f01\u4e1a\u8fc8\u5411\u6570\u5b57\u8f6c\u578b\u53ca\u7eff\u8272\u6c38\u7eed\u751f\u4ea7\u7684\u91cd\u8981\u63a8\u624b\u3002<\/p><\/blockquote>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_69_1 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u76ee\u9304<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" 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title=\"1.\u4e2a\u522b\u7cfb\u7edf\u7684\u5c40\u90e8 AI \u5316\uff08\u5177\u5907\u611f\u77e5\u7684\u667a\u80fd\u5355\u5143\uff09\">1.\u4e2a\u522b\u7cfb\u7edf\u7684\u5c40\u90e8 AI \u5316\uff08\u5177\u5907\u611f\u77e5\u7684\u667a\u80fd\u5355\u5143\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/naipnews.naipo.com\/zh-hans\/60751\/#2%E6%8E%A7%E5%88%B6%E7%B3%BB%E7%BB%9FAI%E5%8C%96%E5%90%8E%E7%9A%84%E6%95%B4%E5%90%88%E6%8E%A7%E5%88%B6\" title=\"2.\u63a7\u5236\u7cfb\u7edfAI\u5316\u540e\u7684\u6574\u5408\u63a7\u5236\">2.\u63a7\u5236\u7cfb\u7edfAI\u5316\u540e\u7684\u6574\u5408\u63a7\u5236<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E6%8E%A7%E5%88%B6%E7%B3%BB%E7%BB%9F%E5%A6%82%E4%BD%95%E6%8C%87%E6%8C%A5%E5%85%A8%E5%B1%80\"><\/span><strong>\u63a7\u5236\u7cfb\u7edf\u5982\u4f55\u6307\u6325\u5168\u5c40<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u63a7\u5236\u7cfb\u7edf\u662f\u6574\u53f0\u5de5\u5177\u673a\u7684\u6838\u5fc3\u5927\u8111\uff0c\u4e3b\u5bb0\u5e76\u63a7\u5236\u7740\u4e3b\u8f74\u7cfb\u7edf\u3001\u8fdb\u7ed9\u7cfb\u7edf\u3001\u52a8\u529b\u4e0e\u4f20\u52a8\u7cfb\u7edf\u3001\u5200\u5e93\u4e0e\u6362\u5200\u7cfb\u7edf\u3001\u6da6\u6ed1\u7cfb\u7edf\u3001\u6392\u5c51\u4e0e\u51b7\u5374\u7cfb\u7edf\u3001\u5468\u8fb9\u8f85\u52a9\u7cfb\u7edf\u7b49\u6240\u6709\u7684\u6b21\u7cfb\u7edf\u3002\u5176\u63a7\u5236\u65b9\u5f0f\u4e3b\u8981\u4f53\u73b0\u4e8e\u4ee5\u4e0b\u4e09\u4e2a\u5c42\u9762\uff1a<\/p>\n<ol>\n<li><strong>\u5b9e\u65f6\u7535\u6c14\u63a7\u5236<\/strong><a href=\"#_ftn1\" name=\"_ftnref1\">[1]<\/a>\uff1a\u63a7\u5236\u5668\u900f\u8fc7\u4f3a\u670d\u9a71\u52a8\u5668\u4f20\u9012\u7535\u5b50\u8baf\u53f7\u7ed9\u52a8\u529b\u9a6c\u8fbe\uff0c\u7cbe\u786e\u4e14\u5b9e\u65f6\u5730\u63a7\u5236\u4e3b\u8f74\u8f6c\u901f\u4e0e\u8fdb\u7ed9\u8f74\u7684\u79fb\u52a8\u4f4d\u7f6e\u3002<\/li>\n<li><strong>\u903b\u8f91\u8fc7\u7a0b\u63a7\u5236<\/strong>\uff08PLC\uff09<a href=\"#_ftn2\" name=\"_ftnref2\">[2]<\/a>\uff1a\u5bf9\u4e8e\u5200\u5e93\u6362\u5200\u3001\u6da6\u6ed1\u4f9b\u7ed9\u3001\u6392\u5c51\u8fd0\u4f5c\u4ee5\u53ca\u6db2\u538b\u5355\u5143\u7b49\u7cfb\u7edf\uff0c\u63a7\u5236\u5668\u900f\u8fc7\u7f16\u5199\u597d\u7684\u903b\u8f91\u7a0b\u5e8f\uff0c\u6839\u636e\u7279\u5b9a\u7684\u52a0\u5de5\u72b6\u6001\uff08\u4f8b\u5982\u52a0\u5de5\u65f6\u95f4\u5230\u4e86\u6216\u662f\u63a5\u6536\u5230\u6362\u5200\u6307\u4ee4 M-Code\uff09\u6765\u51b3\u5b9a\u4f55\u65f6\u542f\u52a8\u6cf5\u6d66\u6216\u6362\u5200\u81c2\u3002<\/li>\n<li><strong>\u56de\u9988\u8865\u507f<\/strong><a href=\"#_ftn3\" name=\"_ftnref3\">[3]<\/a>\uff1a\u63a7\u5236\u5668\u4f1a\u4e0d\u65ad\u63a5\u6536\u6765\u81ea\u673a\u53f0\u5404\u7cfb\u7edf\u4f20\u611f\u5668\u7684\u6570\u636e\uff08\u5982\u6e29\u5ea6\u3001\u632f\u52a8\u3001\u7535\u6d41\u7b49\uff09\uff0c\u5e76\u5b9e\u65f6\u4fee\u6b63\u8fd0\u52a8\u53c2\u6570\uff1b\u4f8b\u5982\u63a5\u6536\u5230\u70ed\u53d8\u4f4d\u6570\u636e\u540e\uff0c\u4f1a\u81ea\u52a8\u4fee\u6539\u52a0\u5de5\u5750\u6807\u8fdb\u884c\u70ed\u8865\u507f\u3002<\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"%E6%AC%A1%E7%B3%BB%E7%BB%9F%E9%97%B4%E7%9A%84%E4%BA%92%E5%8A%A8%E4%B8%8E%E5%85%B3%E7%B3%BB\"><\/span><strong>\u6b21\u7cfb\u7edf\u95f4\u7684\u4e92\u52a8\u4e0e\u5173\u7cfb<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5de5\u5177\u673a\u7684\u8fd0\u4f5c\u662f\u4e00\u573a\u9ad8\u5ea6\u7cbe\u786e\u7684\u300c\u540c\u6b65\u534f\u4f5c\u300d\u8fc7\u7a0b\uff0c\u673a\u53f0\u5185\u5404\u6b21\u7cfb\u7edf\u95f4\u7684\u590d\u6742\u5173\u7cfb\uff0c\u53ef\u4ee5\u5f52\u7eb3\u4e3a\uff1a\u63a7\u5236\u5668\uff08\u5927\u8111\uff09\u6307\u4ee4\u3001\u63a7\u5236\u9a71\u52a8\u5404\u7cfb\u7edf\uff0c\u5168\u90e8\u7cfb\u7edf\u5055\u540c\u4e92\u52a8\u8fd0\u4f5c\u6267\u884c\u4efb\u52a1\u52a0\u5de5\u3002<\/p>\n<p><strong>\u63a7\u5236\u7cfb\u7edf<\/strong>\u626e\u6f14\u7740\u53d1\u51fa\u6838\u5fc3\u6307\u4ee4\u7684\u89d2\u8272\uff0c\u9a71\u52a8\u4e3b\u8f74\u7cfb\u7edf\u65cb\u8f6c\u4ee5\u8fdb\u884c\u5207\u524a\uff0c\u540c\u65f6\u6307\u6325<strong>\u8fdb\u7ed9\u7cfb\u7edf<\/strong>\uff08\u5982\u6eda\u73e0\u87ba\u6746\uff09\u8fdb\u884c\u7cbe\u786e\u79fb\u52a8\uff0c\u4e24\u8005\u7d27\u5bc6\u914d\u5408\u624d\u80fd\u4ea7\u751f\u51c6\u786e\u7684\u52a0\u5de5\u8def\u5f84\uff1b<strong>\u52a8\u529b\u7cfb\u7edf<\/strong>\uff08\u5982\u9a6c\u8fbe\uff09\u63d0\u4f9b\u8fd0\u4f5c\u80fd\u91cf\uff0c\u900f\u8fc7\u4f20\u52a8\u7cfb\u7edf\u5c06\u52a8\u80fd\u4f20\u9012\u81f3\u8fdb\u7ed9\u8f74\u4e0e\u4e3b\u8f74\uff1b<strong>\u6362\u5200\u7cfb\u7edf<\/strong>\u8d1f\u8d23\u52a0\u5de5\u8fc7\u7a0b\u4e2d\u7e41\u6742\u7684\u5de5\u5e8f\u5207\u6362\uff1b<strong>\u6392\u5c51\u4e0e\u51b7\u5374\u7cfb\u7edf<\/strong>\u5219\u786e\u4fdd\u52a0\u5de5\u533a\u57df\u7684\u6e05\u6d01\u5e76\u5feb\u901f\u5e26\u8d70\u70ed\u91cf\uff0c\u4fdd\u62a4\u4e3b\u8f74\u4e0e\u5200\u5177\u4e0d\u56e0\u9ad8\u6e29\u53d7\u635f\u3002<strong>\u6da6\u6ed1\u7cfb\u7edf<\/strong>\u5219\u80fd\u6709\u6548\u51cf\u5c11\u5185\u90e8\u4f20\u52a8\u96f6\u4ef6\u7684\u78e8\u635f\uff1b<strong>\u5468\u8fb9\u8f85\u52a9\u7cfb\u7edf<\/strong>\uff08\u5982\u6db2\u538b\u3001\u6c14\u538b\u5355\u5143\u4e0e\u6cb9\u51b7\u673a\uff09\u5219\u63d0\u4f9b\u7a33\u5b9a\u7684\u538b\u529b\u6e90\u4e0e\u6052\u6e29\u73af\u5883\uff0c\u652f\u6491\u673a\u53f0\u7684\u6574\u4f53\u7a33\u5b9a\u8fd0\u4f5c\u3002\u800c\u5de5\u5177\u673a\u8fd0\u4f5c\u65f6\uff0c\u76f8\u5173\u7cfb\u7edf\u8fd0\u52a8\u6240\u4ea7\u751f\u7684\u53cd\u4f5c\u7528\u529b\u7686\u7531\u575a\u56fa\u7684<strong>\u7ed3\u6784\u672c\u4f53<\/strong>\u627f\u8f7d\u3002<\/p>\n<figure id=\"attachment_60726\" aria-describedby=\"caption-attachment-60726\" style=\"width: 964px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-60726 size-full\" src=\"https:\/\/naipnews.naipo.com\/wp-content\/uploads\/2026\/04\/0428-3.jpg\" alt=\"\" width=\"964\" height=\"527\" srcset=\"https:\/\/naipnews.naipo.com\/wp-content\/uploads\/2026\/04\/0428-3.jpg 964w, https:\/\/naipnews.naipo.com\/wp-content\/uploads\/2026\/04\/0428-3-768x420.jpg 768w\" sizes=\"auto, (max-width: 964px) 100vw, 964px\" \/><figcaption id=\"caption-attachment-60726\" class=\"wp-caption-text\">\u56fe1. \u5de5\u5177\u673a\u4e3b\u8981\u6784\u9020\u793a\u610f\u56fe\uff1b\u56fe\u7247\u6765\u6e90\uff1a\u7531Gemini 3.0\u3001Nano Banana\u751f\u6210<\/figcaption><\/figure>\n<h2><span class=\"ez-toc-section\" id=\"%E5%B7%A5%E5%85%B7%E6%9C%BA_AI_%E5%8C%96%E7%9A%84%E5%AE%9E%E6%96%BD%E6%96%B9%E5%BC%8F\"><\/span><strong>\u5de5\u5177\u673a<\/strong><strong> AI <\/strong><strong>\u5316\u7684\u5b9e\u65bd\u65b9\u5f0f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u968f\u7740\u6280\u672f\u7684\u6f14\u8fdb\uff0c\u5de5\u5177\u673a\u7684 AI \u5316\u91c7\u53d6\u4e86\u300c\u8fb9\u7f18\u611f\u77e5\u300d\uff08\u7cfb\u7edf\u5c40\u90e8 AI\uff09\u4e0e\u300c\u6838\u5fc3\u51b3\u7b56\u300d\uff08\u63a7\u5236\u5668 AI\uff09\u53cc\u7ba1\u9f50\u4e0b\u3001\u5e76\u884c\u53d1\u5c55\u7684\u67b6\u6784\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1%E4%B8%AA%E5%88%AB%E7%B3%BB%E7%BB%9F%E7%9A%84%E5%B1%80%E9%83%A8_AI_%E5%8C%96%EF%BC%88%E5%85%B7%E5%A4%87%E6%84%9F%E7%9F%A5%E7%9A%84%E6%99%BA%E8%83%BD%E5%8D%95%E5%85%83%EF%BC%89\"><\/span><strong>1.\u4e2a\u522b\u7cfb\u7edf\u7684\u5c40\u90e8<\/strong><strong> AI <\/strong><strong>\u5316\uff08\u5177\u5907\u611f\u77e5\u7684\u667a\u80fd\u5355\u5143\uff09<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u90e8\u5206\u6b21\u7cfb\u7edf\u900f\u8fc7\u589e\u52a0\u4e13\u5c5e\u7684\u4f20\u611f\u5668\u4e0e\u8fb9\u7f18 AI \u8fd0\u7b97\u5355\u5143\uff0c\u5b9e\u73b0\u4e86\u72ec\u7acb\u7684\u81ea\u6211\u7ba1\u7406\u4e0e\u9632\u62a4\u529f\u80fd\uff0c\u518d\u5c06\u9ad8\u4ef7\u503c\u7684\u5206\u6790\u7ed3\u679c\u56de\u4f20\u63a7\u5236\u7cfb\u7edf\u3002<\/p>\n<p><strong>\u5200\u5e93\u4e0e\u6362\u5200\u7cfb\u7edf<\/strong><a href=\"#_ftn4\" name=\"_ftnref4\">[4]<\/a>\uff08AI\u89c6\u89c9\u8fa8\u8bc6\uff09\uff1a\u5bfc\u5165\u8ba1\u7b97\u673a\u89c6\u89c9\uff08CV\uff09\u4e0e\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\uff0c \u72ec\u7acb\u76d1\u63a7\u6362\u5200\u5168\u8fc7\u7a0b\u3002\u82e5\u53d1\u73b0\u5200\u67c4\u6709\u810f\u6c61\u6216\u6293\u624b\u6b6a\u659c\uff0cAI \u4f1a\u5728\u53d1\u751f\u78b0\u649e\u524d\u5f3a\u5236\u505c\u6b62\u52a8\u4f5c\u4ee5\u4fdd\u62a4\u4e3b\u8f74\u3002\u540c\u65f6\uff0c\u5728\u6362\u5200\u7684\u6781\u77ed\u65f6\u523b\u5185\uff0cAI \u4f1a\u626b\u63cf\u5200\u5203\uff0c\u81ea\u52a8\u8fa8\u8bc6\u662f\u5426\u6709\u7f3a\u635f\uff08Chipping\uff09\u6216\u79ef\u5c51\u7624\uff08BUE\uff09\uff0c\u5e76\u4e3b\u52a8\u4f18\u5316\u6362\u5200\u987a\u5e8f\uff0c\u51cf\u5c11\u5200\u5e93\u8f6c\u52a8\u7684\u7269\u7406\u4f4d\u79fb\uff0c\u85c9\u6b64\u63d0\u5347\u751f\u4ea7\u6548\u7387\u3002<\/p>\n<p><strong>\u6392\u5c51\u4e0e\u51b7\u5374\u7cfb\u7edf<\/strong><a href=\"#_ftn5\" name=\"_ftnref5\">[5]<\/a>\uff08AI\u5e9f\u6599\u76d1\u63a7\uff09\uff1a\u5229\u7528\u5f71\u50cf\u8fa8\u8bc6\u76d1\u63a7\u5207\u5c51\u5f62\u6001\uff0cAI \u80fd\u6839\u636e\u6d41\u4f53\u529b\u5b66\u5224\u65ad\u52a0\u5de5\u72b6\u6001\uff0c\u4f8b\u5982\u5377\u5c51\u72b6\u6216\u4ee3\u8868\u6392\u70ed\u826f\u597d\uff0c\u957f\u6761\u9488\u72b6\u5219\u53ef\u80fd\u522e\u4f24\u5de5\u4ef6\u3002AI \u6839\u636e\u8fd9\u4e9b\u5206\u6790\u7ed3\u679c\uff0c\u4e3b\u52a8\u7ed9\u51fa\u53c2\u6570\u8c03\u6574\u7684\u5efa\u8bae\uff0c\u8ba9\u6392\u5c51\u7cfb\u7edf\u6210\u529f\u8f6c\u578b\u4e3a\u5236\u7a0b\u4f18\u5316\u7684\u73af\u8282\u4e4b\u4e00\u3002<\/p>\n<p><strong>\u52a8\u529b\u4e0e\u4f20\u52a8\u7cfb\u7edf<\/strong><a href=\"#_ftn6\" name=\"_ftnref6\">[6]<\/a>\uff1a\u900f\u8fc7\u9a6c\u8fbe\u4e0a\u7684\u7535\u6d41\u4e0e\u632f\u52a8\u4f20\u611f\u5668\uff0c\u5229\u7528\u6df1\u5ea6\u5b66\u4e60\uff08RNN\/CNN\uff09 \u7b97\u6cd5\uff0cAI \u80fd\u7cbe\u786e\u9884\u6d4b\u6eda\u73e0\u87ba\u6746\u6216\u8f74\u627f\u7684\u5269\u4f59\u5bff\u547d\uff08RUL\uff09\uff0c\u5e76\u8ba9\u87ba\u6746\u6216\u8f74\u8f74\u94a2\u73e0\u7834\u635f\u524d\u6570\u5468\u63d0\u9192\u7ef4\u62a4\u3002\u6b64\u5916\uff0c\u5f3a\u5316\u5b66\u4e60\u6280\u672f\u5b9e\u73b0\u4e86\u81ea\u9002\u5e94\u4f3a\u670d\u8c03\u673a\uff08AI Servo Tuning\uff09\uff0c\u5f53\u52a0\u5de5\u4e0d\u540c\u91cd\u91cf\u7684\u5de5\u4ef6\u65f6\uff0c\u673a\u5668\u80fd\u81ea\u52a8\u4f18\u5316\u9a6c\u8fbe\u53c2\u6570\u5e76\u52a8\u6001\u6291\u5236\u9707\u52a8\u3002<\/p>\n<p><strong>\u4e3b\u8f74\u7cfb\u7edf<\/strong><a href=\"#_ftn7\" name=\"_ftnref7\">[7]<\/a>\uff08AI\u9884\u8b66\u8bca\u65ad\uff09\uff1aAI \u85c9\u7531\u5f02\u5e38\u4fa6\u6d4b\u7b97\u6cd5\u8bb0\u5f55\u6b63\u5e38\u7684\u300c\u58f0\u5b66\u4e0e\u632f\u52a8\u6307\u7eb9\u300d\u3002\u4e00\u65e6\u8fa8\u8bc6\u51fa\u7ec6\u5fae\u7684\u9891\u7387\u504f\u79fb\uff08\u5982\u8f74\u627f\u78e8\u635f\uff09\uff0cAI \u80fd\u5728\u6545\u969c\u524d\u6570\u5468\u53d1\u51fa\u9884\u8b66\uff0c\u5b9e\u73b0\u9884\u6d4b\u6027\u7ef4\u62a4\uff0c\u907f\u514d\u7a81\u53d1\u505c\u673a\u3002<\/p>\n<p><strong>\u5468\u8fb9\u8f85\u52a9\u7cfb\u7edf<\/strong><a href=\"#_ftn8\" name=\"_ftnref8\">[8]<\/a>\uff08AI\u6d4b\u6f0f\u4e0e\u9632\u62a4\uff09\uff1a\u900f\u8fc7\u7269\u7406\u5f15\u5bfc\u673a\u5668\u5b66\u4e60\uff08Physics-guided ML\uff09\u6280\u672f\uff0c\u5c40\u90e8 AI \u80fd\u591f\u4fa6\u6d4b\u8089\u773c\u4e0d\u53ef\u89c1\u7684\u5fae\u5c0f\u538b\u529b\u6ce2\u52a8\uff0c\u85c9\u6b64\u8fa8\u8bc6\u51fa\u6db2\u538b\u7ba1\u8def\u662f\u5426\u53d1\u751f\u6cc4\u6f0f\u6216\u662f\u5bc6\u5c01\u4ef6\u5df2\u7ecf\u8001\u5316\u3002<\/p>\n<p>\u53e6\u5916\uff0c\u5173\u4e8e<strong>\u7ed3\u6784\u672c\u4f53\u4e4b\u8bbe\u8ba1<\/strong><a href=\"#_ftn9\" name=\"_ftnref9\">[9]<\/a>\uff0c\u5728\u8bbe\u8ba1\u65f6\u95f4\u4fbf\u85c9AI\u8fdb\u884c\u51e0\u4f55\u4f18\u5316\u3002\u4e5f\u5c31\u662f\u5728\u673a\u53f0\u5f00\u53d1\u521d\u671f\uff0c\u85c9AI \u5bfc\u5165\u9057\u4f20\u7b97\u6cd5\uff08GA\uff09\uff0c\u4eff\u771f\u6570\u4e07\u79cd\u7ed3\u6784\u5e03\u5c40\uff0c\u5728\u7ef4\u6301\u7edd\u5bf9\u521a\u6027\u7684\u524d\u63d0\u4e0b\u5bfb\u627e\u6700\u7406\u60f3\u7684\u6750\u6599\u5206\u5e03\uff0c\u4ece\u7269\u7406\u53ca\u51e0\u4f55\u6e90\u5934\u51cf\u8f7b\u91cd\u91cf\u5e76\u89e3\u51b3\u53d7\u70ed\u53d8\u5f62\u7684\u95ee\u9898\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2%E6%8E%A7%E5%88%B6%E7%B3%BB%E7%BB%9FAI%E5%8C%96%E5%90%8E%E7%9A%84%E6%95%B4%E5%90%88%E6%8E%A7%E5%88%B6\"><\/span><strong>2.\u63a7\u5236\u7cfb\u7edf<\/strong>AI<strong>\u5316\u540e\u7684\u6574\u5408\u63a7\u5236<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5c06\u5404\u522b\u611f\u6d4b\u5230\u7684\u6570\u636e\u6c47\u96c6\u81f3\u5927\u8111\u5373\u63a7\u5236\u7cfb\u7edf\uff0c\u8ba9AI\u5316\u7684\u63a7\u5236\u5668\u8fdb\u884c\u5168\u5c40\u7684\u6307\u6325\u4e0e\u51b3\u7b56\uff0c\u662f\u76ee\u524d\u5de5\u5177\u673a\u667a\u6167\u5316\u6700\u4e3b\u6d41\u7684\u53d1\u5c55\u8def\u5f84\u3002<\/p>\n<p><strong>\u4e3b\u8f74\u4e0e\u8fdb\u7ed9\u63a7\u5236<\/strong><a href=\"#_ftn10\" name=\"_ftnref10\">[10]<\/a>\uff08\u9ad8\u7cbe\u5ea6\u4e0e\u907f\u9707\uff09\uff1aAI \u63a7\u5236\u5668\u6574\u5408 Edge AI \u5b9e\u65f6\u76d1\u63a7\u5207\u524a\u8d1f\u8f7d\uff0c\u53d1\u73b0\u5171\u632f\u5f81\u5146\u65f6\u4f1a\u81ea\u52a8\u6267\u884c\u300c\u8df3\u9891\u300d\u4ee5\u907f\u5f00\u7269\u7406\u9707\u52a8\u4e34\u754c\u70b9\u3002\u9488\u5bf9\u6750\u6599\u786c\u5ea6\u4e0d\u5747\uff0c\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u80fd\u542f\u52a8\u81ea\u9002\u5e94\u63a7\u5236\uff0c\u81ea\u52a8\u8c03\u6574\u8f6c\u901f\uff08RPM\uff09\u4e0e\u8fdb\u7ed9\u901f\u5ea6\u4ee5\u4e3b\u52a8\u62b5\u9500\u300c\u98a4\u632f\u300d\u3002\u540c\u65f6\uff0c\u5229\u7528\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u4e0e\u6a21\u7cca\u63a7\u5236\uff0cAI \u5b66\u4e60\u6eda\u73e0\u87ba\u6746\u6469\u64e6\u7279\u6027\u4ee5\u8865\u507f\u95f4\u9699\u8bef\u5dee\uff0c\u66f4\u5728\u590d\u6742\u5de5\u4ef6\u7684\u8f6c\u89d2\u5904\u4f18\u5316\u52a0\u51cf\u901f\u66f2\u7ebf\uff08S-Curve\uff09\uff0c\u4f7f\u8fdb\u7ed9\u7cfb\u7edf\u5c55\u73b0\u6781\u81f4\u5e73\u987a\u7684\u7cbe\u5bc6\u52a0\u5de5\u7cbe\u5ea6\u3002<\/p>\n<p><strong>\u5b9e\u65f6\u70ed\u8865\u507f\u6280\u672f<\/strong><a href=\"#_ftn11\" name=\"_ftnref11\">[11]<\/a>\uff1a\u9762\u5bf9\u73af\u5883\u6e29\u5dee\u6216\u9a6c\u8fbe\u53d1\u70ed\u9020\u6210\u7684\u673a\u53f0\u5fae\u5e45\u53d8\u5f62\uff0cAI \u900f\u8fc7\u5e03\u7f72\u591a\u70b9\u6e29\u5ea6\u4f20\u611f\u5668\uff0c\u7ed3\u5408\u6570\u5b57\u5b6a\u751f\uff08Digital Twin\uff09\u6280\u672f\u5efa\u7acb\u865a\u62df\u955c\u50cf\u4e0e\u64cd\u4f5c\u8005\u53c2\u8003\uff0c\u5e76\u5229\u7528\u795e\u7ecf\u7f51\u7edc\uff08NN\uff09\u5b9e\u65f6\u9884\u6d4b\u300c\u70ed\u4f38\u957f\u300d\u91cf\u3002\u8fd9\u4e9b\u504f\u5dee\u6570\u636e\u4f1a\u5b9e\u65f6\u56de\u4f20\u7ed9AI\u63a7\u5236\u5668\uff0c\u7531AI\u63a7\u5236\u5668\u81ea\u52a8\u4fee\u6539\u52a0\u5de5\u5750\u6807\u8fdb\u884c\u70ed\u8865\u507f\uff0c\u786e\u4fdd\u5728\u975e\u6052\u6e29\u73af\u5883\u4e0b\u4f9d\u7136\u7cbe\u51c6\u3002<\/p>\n<p><strong>\u667a\u6167\u6da6\u6ed1\u4e0e\u6574\u4f53\u8282\u80fd\u6392\u7a0b<\/strong><a href=\"#_ftn12\" name=\"_ftnref12\">[12]<\/a>\uff1aAI \u63a7\u5236\u5668\u53ef\u6539\u53d8\u4f20\u7edf\u88ab\u52a8\u7684\u8d44\u6e90\u6d88\u8017\u3002AI\u63a7\u5236\u5668\u5206\u6790\u7535\u6d41\u4e0e\u4f4d\u79fb\u8d1f\u8377\u6570\u636e\uff0c\u4e0b\u4ee4\u6da6\u6ed1\u7cfb\u7edf\u4ec5\u5728\u300c\u963b\u529b\u589e\u52a0\u300d\u65f6\u7cbe\u786e\u55b7\u5c04\u6da6\u6ed1\u6cb9\uff0c\u53ef\u8282\u7701\u9ad8\u8fbe 30% \u4ee5\u4e0a\u7684\u6cb9\u91cf\u3002\u9488\u5bf9\u9ad8\u8017\u80fd\u7684\u5468\u8fb9\u8f85\u52a9\u8bbe\u5907\uff0cAI \u63a7\u5236\u5668\u5229\u7528 XGBoost\u7b49\u6a21\u578b\u6574\u5408\u52a0\u5de5\u8d1f\u8377\u76f8\u5173\u7684\u5927\u6570\u636e\u4ee5\u9884\u6d4b\u70ed\u8d1f\u8f7d\uff0c\u5e76\u6307\u6325\u51b7\u5374\u673a\u300c\u53d8\u9891\u4f9b\u6db2\u300d\uff0c\u907f\u514d\u8f7b\u8d1f\u8377\u65f6\u5168\u901f\u8fd0\u8f6c\uff0c\u53ef\u7701\u4e0b\u8fd1 50% \u80fd\u8017\u3002\u9488\u5bf9\u591a\u53f0\u8054\u673a\u673a\u53f0\uff0cAI \u63a7\u5236\u5668\u66f4\u80fd\u8fdb\u884c\u6574\u4f53\u7684\u8282\u80fd\u6392\u7a0b\uff0c\u907f\u514d\u7a7a\u8f6c\u529f\u8017\u3002<\/p>\n<p><strong>\u751f\u6210\u5f0f\u4e92\u52a8\u4e0e\u63a7\u5236<\/strong><a href=\"#_ftn13\" name=\"_ftnref13\">[13]<\/a>\uff08NLP\uff09\uff1a\u63a7\u5236\u5668\u6574\u5408\u4e86 LLM \uff08\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff09\uff0c\u8ba9\u64cd\u4f5c\u8005\u4e0d\u518d\u9700\u8981\u624b\u52a8\u7f16\u5199\u590d\u6742\u7684 G-Code \u7a0b\u5e8f\u4ee3\u7801\u3002\u900f\u8fc7\u81ea\u7136\u8bed\u8a00\u7684\u53e3\u8bed\u6307\u4ee4\uff0cAI \u5927\u8111\u968f\u5373\u80fd\u7406\u89e3\u8bed\u610f\u3001\u81ea\u52a8\u6539\u5199\u7a0b\u5e8f\u4ee3\u7801\u5e76\u63a7\u5236\u6574\u53f0\u673a\u53f0\u8fd0\u4f5c\uff0c\u6b64\u4e3e\u6839\u672c\u8f6c\u53d8\u4e86\u4f20\u7edf\u7684\u4eba\u673a\u4e92\u52a8\u6a21\u5f0f\u3002<\/p>\n<p>\u5de5\u5177\u673a\u7684 AI \u5316\u6b63\u662f\u300c\u5206\u5e03\u5f0f\u7684\u611f\u5b98\u300d\uff08\u4e2a\u522b\u7cfb\u7edf\u611f\u77e5\uff09\u4e0e\u300c\u96c6\u4e2d\u5f0f\u7684\u667a\u6167\u300d\uff08AI \u63a7\u5236\u5668\u51b3\u7b56\uff09\u7684\u5b8c\u7f8e\u7ed3\u5408\u3002\u4e2a\u522b\u7cfb\u7edf\u63d0\u4f9b\u6e90\u6e90\u4e0d\u7edd\u7684\u5927\u6570\u636e\uff0c\u800c AI \u5316\u7684\u63a7\u5236\u5668\u5219\u5c06\u6570\u636e\u8f6c\u5316\u4e3a\u5177\u4f53\u7684\u53c2\u6570\u4fee\u6b63\u4e0e\u9632\u62a4\u52a8\u4f5c\u3002\u8fd9\u4e0d\u4ec5\u7a81\u7834\u4e86\u673a\u68b0\u8fd0\u4f5c\u9650\u5236\u5e76\u964d\u4f4e\u64cd\u4f5c\u95e8\u574e\uff0c\u66f4\u534f\u52a9\u4f01\u4e1a\u8fbe\u6210\u6570\u5b57\u53ca\u7eff\u8272\u8f6c\u578b\uff0c\u8ba9\u5de5\u5177\u673a\u6b63\u5f0f\u8715\u53d8\u4e3a\u80fd\u81ea\u6211\u8fdb\u5316\u3001\u4e0e\u4eba\u7c7b\u76f4\u89c9\u534f\u4f5c\u7684\u667a\u6167\u81ea\u4e3b\u4f19\u4f34\u3002<\/p>\n<p><strong>\u8d23\u4efb\u7f16\u8f91\uff1a\u5434\u78a7\u5a25<\/strong><\/p>\n<p><strong>\u3010\u672c\u6587\u4ec5\u53cd\u6620\u4e13\u5bb6\u4f5c\u8005\u610f\u89c1\uff0c\u4e0d\u4ee3\u8868\u672c\u62a5\u7acb\u573a\u3011<\/strong><\/p>\n<p><strong>\u5907\u6ce8\uff1a<\/strong><\/p>\n<p><a href=\"#_ftnref1\" name=\"_ftn1\">[1]<\/a> Altintas, Y. (2012). Manufacturing Automation: Metal Cutting Mechanics, Machine Tool Vibrations, and CNC Design. Cambridge University Press. (\u5173\u4e8e CNC \u63a7\u5236\u5668\u4e0e\u4f3a\u670d\u9a71\u52a8\u4e4b\u57fa\u7840\u67b6\u6784)<\/p>\n<p><a href=\"#_ftnref2\" name=\"_ftn2\">[2]<\/a> Stenerson, J. (2015). Fundamentals of Programmable Logic Controllers, Sensors, and Communications. Pearson. (\u5173\u4e8e PLC \u5728\u5de5\u5177\u673a\u903b\u8f91\u63a7\u5236\u4e2d\u7684\u5e94\u7528)<\/p>\n<p><a href=\"#_ftnref3\" name=\"_ftn3\">[3]<\/a> Ramesh, R., et al. (2000). &#8220;Error compensation in machine tools \u2014 a review.&#8221; International Journal of Machine Tools and Manufacture. (\u5173\u4e8e\u63a7\u5236\u5668\u56de\u9988\u8865\u507f\u4e0e\u8bef\u5dee\u4fee\u6b63\u4e4b\u6f14\u8fdb)<\/p>\n<p><a href=\"#_ftnref4\" name=\"_ftn4\">[4]<\/a> Krolczyk, G. M., et al. (2022). &#8220;Applications of machine learning in metal cutting: A review.&#8221; Mechanical Systems and Signal Processing. 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(\u5173\u4e8e\u4e3b\u8f74\u58f0\u5b66\u53d1\u5c04\u4e0e\u632f\u52a8\u8baf\u53f7\u4e4b\u9884\u8b66\u8bca\u65ad)<\/p>\n<p><a href=\"#_ftnref8\" name=\"_ftn8\">[8]<\/a> Karpat, K. (2023). &#8220;Physics-guided Machine Learning for Industrial Fluid Power Systems.&#8221; Advanced Engineering Informatics. (\u5173\u4e8e\u7269\u7406\u5f15\u5bfc\u673a\u5668\u5b66\u4e60\u4e8e\u6db2\u538b\/\u6c14\u538b\u7cfb\u7edf\u4e4b\u6d4b\u6f0f\u5e94\u7528)<\/p>\n<p><a href=\"#_ftnref9\" name=\"_ftn9\">[9]<\/a> Zuo, B., et al. (2019). &#8220;Structural optimization of machine tool components using Genetic Algorithms.&#8221; Applied Sciences. (\u5173\u4e8e\u9057\u4f20\u7b97\u6cd5\u4e8e\u5e8a\u53f0\u4e0e\u7acb\u67f1\u51e0\u4f55\u4f18\u5316)<\/p>\n<p><a href=\"#_ftnref10\" name=\"_ftn10\">[10]<\/a> Chen, Y., et al. (2022). &#8220;Deep Reinforcement Learning for Servo Control in CNC Machine Tools.&#8221; IEEE\/ASME Transactions on Mechatronics. (\u5173\u4e8e\u5f3a\u5316\u5b66\u4e60\u4e8e\u6469\u64e6\u8865\u507f\u4e0e\u4f3a\u670d\u53c2\u6570\u4f18\u5316)<\/p>\n<p><a href=\"#_ftnref11\" name=\"_ftn11\">[11]<\/a> Mayr, J., et al. (2012). &#8220;Thermal error compensation of machine tools.&#8221; CIRP Annals. (\u5173\u4e8e\u6570\u5b57\u5b6a\u751f\u4e0e\u795e\u7ecf\u7f51\u7edc\u4e8e\u673a\u53f0\u70ed\u8865\u507f\u4e4b\u5e94\u7528)<\/p>\n<p><a href=\"#_ftnref12\" name=\"_ftn12\">[12]<\/a> He, Y., et al. (2024). &#8220;Energy Consumption Modeling and Optimization of Machine Tools Using XGBoost.&#8221; Journal of Cleaner Production. (\u5173\u4e8e XGBoost \u4e8e\u51b7\u5374\u7cfb\u7edf\u53d8\u9891\u8282\u80fd\u4e0e\u8d1f\u8377\u9884\u6d4b)<\/p>\n<p><a href=\"#_ftnref13\" name=\"_ftn13\">[13]<\/a> Mourtzis, D., et al. (2025). &#8220;Generative AI and LLMs in Manufacturing: Natural Language Interaction with Industrial Equipment.&#8221; International Journal of Computer Integrated Manufacturing. 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