{"id":1949,"date":"2026-10-16T07:26:03","date_gmt":"2026-10-16T07:26:03","guid":{"rendered":"https:\/\/benlongkj.com\/?p=1949"},"modified":"2026-10-16T07:26:06","modified_gmt":"2026-10-16T07:26:06","slug":"agentic-ai-in-manufacturing","status":"publish","type":"post","link":"https:\/\/benlongkj.com\/zh-ct\/blog\/agentic-ai-in-manufacturing\/","title":{"rendered":"\u88fd\u9020\u696d\u4e2d\u7684\u81ea\u4e3b\u578b AI\uff1aAI 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loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1951\" src=\"https:\/\/benlongkj.com\/wp-content\/uploads\/2026\/10\/Agentic-AI-in-Manufacturing-How-AI-Agents-Are-Changing-the-Factory-Floor-1.webp\" alt=\"\" width=\"1448\" height=\"1086\" 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<strong>\u88fd\u9020\u696d\u4e2d\u7684\u4eba\u5de5\u667a\u6167\u4ee3\u7406<\/strong> \u53ef\u4ee5\u88ab\u8996\u70ba\u57f7\u884c\u4e09\u9805\u529f\u80fd\u7684\u96fb\u8166\u7a0b\u5f0f\uff1a\u6709\u76ee\u6a19\uff08\u7dad\u6301\u7b2c3\u7dda\u7684\u7522\u51fa\u76ee\u6a19\u4e26\u8655\u7406\u54c1\u8cea\u8b66\u5831\uff09\u3001\u64c1\u6709\u7279\u5b9a\u5de5\u5177\u7684\u5b58\u53d6\u6b0a\uff08\u8b80\u53d6MES\u3001\u5efa\u7acb\u8a2d\u5099\u7dad\u8b77\u5de5\u55ae\u3001\u67e5\u8a62\u4f9b\u61c9\u5546\u5eab\u5b58\u6c34\u5e73\uff09\uff0c\u4e26\u4f9d\u64da\u884c\u52d5\u898f\u5247\u9032\u884c\u6307\u5c0e\u3002.<\/p>\n<h3>\u4eba\u5de5\u667a\u6167\u4ee3\u7406 vs \u50b3\u7d71\u4eba\u5de5\u667a\u6167 vs 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\/>\n\u63a8\u7406\uff1a\u4f7f\u7528\u8a9e\u8a00\u6a21\u578b\u52a0\u4e0a\u9818\u57df\u898f\u5247\u4f86\u7406\u89e3\u60c5\u6cc1\u4e26\u5236\u5b9a\u8a08\u5283\uff0c\u4f8b\u5982\uff0c\u300c\u8df3\u812b\u7d50\u679c\u6b63\u5728\u6f02\u79fb\uff1b\u9996\u5148\u6aa2\u67e5\u662f\u5426\u6709\u4e00\u500b\u6e2c\u8a66\u593e\u5177\u8ca0\u8cac\u3002\u300d\u201c<br \/>\n\u555f\u52d5\u3002\u547c\u53eb\u5de5\u5177\uff1a\u57f7\u884c\u67e5\u8a62\u3001\u5efa\u7acb\u5de5\u4f5c\u8a02\u55ae\u3001\u66f4\u65b0\u6392\u7a0b\uff0c\u4e26\u767c\u9001\u8a0a\u606f\u3002\u6bcf\u6b21\u547c\u53eb\u7686\u6709\u7d00\u9304\u3002.<br \/>\n\u5b78\u7fd2\u3002\u6aa2\u8996\u7d50\u679c\u4e26\u8207\u9810\u671f\u9032\u884c\u6bd4\u8f03\uff1b\u7136\u5f8c\uff0c\u8abf\u6574\u4e0b\u4e00\u6b21\u6c7a\u7b56\u3002.<\/p>\n<p>\u5927\u578b\u5de5\u5ee0\u5f88\u5c11\u6703\u4f7f\u7528\u4e00\u9ad4\u9069\u7528\u7684\u55ae\u4e00\u4ee3\u7406\u3002\u4ed6\u5011\u63a1\u7528\u591a\u500b\u5c08\u9580\u4ee3\u7406\uff0c\u7531\u4e00\u500b\u5354\u8abf\u8005\u8ca0\u8cac\u3002\u9019\u6b63\u662f\u897f\u9580\u5b50\u6240\u6307\u7684\uff1a\u5176\u5de5\u696d\u526f\u99d5\u99db\u662f\u5c0d\u8a71\u5f0f\u524d\u7aef\uff0c\u800c\u5354\u8abf\u4ee3\u7406\u5247\u9078\u64c7\u54ea\u500b\u5c08\u5bb6\u4ee3\u7406\u5b8c\u6210\u5de5\u4f5c\u7684\u54ea\u4e00\u90e8\u5206\u3002IBM\u5247\u7a31\u6b64\u6a21\u578b\u70ba\u8de8\u5de5\u4f5c\u6d41\u7a0b\u904b\u4f5c\u7684\u591a\u4ee3\u7406\u7cfb\u7d71\uff0c\u800c\u975e\u50c5\u9650\u65bc\u5b64\u7acb\u4efb\u52d9\u3002.<\/p>\n<h3>IBM\u3001\u897f\u9580\u5b50\u8207\u5fae\u8edf\u7684\u89c0\u9ede<\/h3>\n<p>\u9019\u4e09\u5bb6\u516c\u53f8\u5f9e\u4e0d\u540c\u89d2\u5ea6\u5207\u5165\u6b64\u8b70\u984c\uff1b\u9019\u5f88\u6709\u5e6b\u52a9\uff0c\u56e0\u70ba\u4ee3\u8868\u4ed6\u5011\u6db5\u84cb\u4e86\u7b56\u7565\u3001\u5de5\u696d\u8edf\u9ad4\u8207\u96f2\u7aef\u57fa\u790e\u8a2d\u65bd\u7684\u5404\u500b\u9762\u5411\u3002.<\/p>\n<p>IBM\u5c07\u4ee3\u7406\u5f0fAI\u8996\u70ba\u4e00\u500b\u6301\u7e8c\u7684\u6c7a\u7b56\u904e\u7a0b\uff0c\u540c\u6642\u8a55\u4f30\u6210\u672c\u3001\u54c1\u8cea\u8207\u4ea4\u4ed8\u3002\u8a72\u516c\u53f82026\u5e74\u7684\u6982\u8ff0\u5448\u73fe\u516b\u500b\u61c9\u7528\u9818\u57df\uff0c\u5f9e\u54c1\u8cea\u8207\u6392\u7a0b\u5230\u92b7\u552e\u8207\u4f9b\u61c9\u93c8\uff0c\u4e26\u5f15\u7528Gartner\u9810\u6e2c\uff0c\u52302028\u5e74\u4ee3\u7406\u5f0fAI\u5c07\u61c9\u7528\u65bc33%\u7684\u4f01\u696d\u8edf\u9ad4\u4e2d\uff0c\u800c2024\u5e74\u4e0d\u52301%\u3002.<br \/>\n\u897f\u9580\u5b50\u5c08\u6ce8\u65bc\u5de5\u696d\u50f9\u503c\u93c8\uff0c\u5305\u62ec\u8a2d\u8a08\u3001\u898f\u5283\u3001\u5de5\u7a0b\u3001\u904b\u71df\u8207\u7dad\u8b77\u3002\u57282025\u5e74Automate\u5c55\u63a8\u5ee3\u5176\u4ee3\u7406\u5f0fAI\u6642\uff0c\u57f7\u884c\u9577Rainer Brehm\u7a31\u6b64\u6280\u8853\u70ba\u300c\u8d85\u8d8a\u554f\u7b54\u7bc4\u5f0f\u300d\u7684\u7cfb\u7d71\uff0c\u80fd\u5b8c\u6210\u5de5\u4f5c\u6d41\u7a0b\u3002\u8a72\u516c\u53f8\u8072\u7a31\u53ef\u63d0\u5347\u751f\u7522\u529b\u9ad8\u905450%\uff0c\u4e26\u4fdd\u8b49\u5ba2\u6236\u638c\u63a7\u4ea4\u4ed8\u7d66\u4ee3\u7406\u7684\u4efb\u52d9\u3002.<\/p>\n<p>\u5fae\u8edf\u5c08\u6ce8\u65bc\u5354\u8abf\u8207\u4fe1\u4efb\u3002\u5176\u65bc2026\u5e743\u6708\u767c\u8868\u7684\u6587\u7ae0\u63cf\u8ff0\u4e09\u5927\u8f49\u8b8a\u2014\u2014\u7cfb\u7d71\u3001\u8cc7\u6599\u8207\u5de5\u4f5c\uff0c\u4e26\u4ecb\u7d39\u8b93\u4f7f\u7528\u8005\u8207\u52a9\u7406\u5354\u4f5c\u7684\u5de5\u5177\u5c07\u88ab\u80fd\u57f7\u884c\u4efb\u52d9\u7684\u4ee3\u7406\u53d6\u4ee3\u3002. <span style=\"color: #800000;\">\u6839\u64da\u8a72\u516c\u53f8\uff0c\u4e00\u65e6\u4eba\u5de5\u667a\u6167\u5f9e\u63d0\u4f9b\u5efa\u8b70\u6210\u9577\u70ba\u57f7\u884c\u4efb\u52d9\uff0c\u5c31\u6703\u7522\u751f\u6a21\u578b\u7ba1\u7406\u3001\u5b58\u53d6\u63a7\u5236\u3001\u8cc7\u6599\u3001OT\u53ca\u6c7a\u7b56\u53ef\u89e3\u91cb\u6027\u7684\u9700\u6c42\u3002.<\/span><\/p>\n<h2>\u88fd\u9020\u696d\u4e2d\u4ee3\u7406\u5f0fAI\u7684\u61c9\u7528\u6848\u4f8b<\/h2>\n<p>\u9019\u88e1\u7684\u5c0d\u8a71\u8b8a\u5f97\u5be6\u969b\u3002\u4ee5\u4e0b\u662f <strong>\u88fd\u9020\u696d\u4e2d\u4ee3\u7406\u5f0fAI\u7684\u61c9\u7528\u6848\u4f8b<\/strong> \u9019\u4e9b\u6848\u4f8b\u5728\u4f9b\u61c9\u5546\u8cc7\u6599\u8207\u65e9\u671f\u90e8\u7f72\u4e2d\u6700\u5e38\u51fa\u73fe\uff0c\u4e26\u8aaa\u660e\u4ee3\u7406\u5728\u6bcf\u500b\u6848\u4f8b\u4e2d\u5be6\u969b\u57f7\u884c\u7684\u5de5\u4f5c\u985e\u578b\u3002.<\/p>\n<h3>\u81ea\u4e3b\u54c1\u8cea\u7ba1\u7406<\/h3>\n<p>\u56e0\u70ba\u8cc7\u8a0a\u5df2\u7d93\u53ef\u7528\uff0c\u54c1\u8cea\u5728\u6b64\u70ba\u8d77\u59cb\u72c0\u614b\u3002\u7121\u6578\u6aa2\u6e2c\u651d\u5f71\u6a5f\u3001\u6e2c\u8a66\u53f0\u6216\u91cf\u5177\u90fd\u6703\u7522\u751f\u6578\u64da\uff0c\u800c\u9019\u4e9b\u6578\u64da\u5927\u591a\u6578\u6642\u9593\u53ea\u88ab\u67e5\u770b\u4e00\u6b21\u3002.<\/p>\n<p>\u7136\u800c\uff0c\u8207\u5176\u4ed6\u7cfb\u7d71\u4e0d\u540c\u7684\u662f\uff0c\u54c1\u8cea\u4ee3\u7406\u6703\u6301\u7e8c\u76e3\u63a7\u6578\u64da\u3002\u9019\u610f\u5473\u8457\u4e00\u65e6\u4ee3\u7406\u767c\u73fe\u6578\u64da\u4e2d\u6709\u4efb\u4f55\u7570\u5e38\uff08\u4f8b\u5982\u7f3a\u9677\u7387\u4e0a\u5347\u3001\u63a5\u8fd1\u9650\u5236\u6216\u7279\u5b9a\u73ed\u6b21\u51fa\u73fe\u5927\u91cf\u6545\u969c\uff09\uff0c\u5b83\u4e0d\u50c5\u50c5\u662f\u8a18\u9304\u7570\u5e38\uff0c\u800c\u662f\u6703\u8abf\u67e5\u662f\u54ea\u500b\u751f\u7522\u7ad9\u6216\u593e\u5177\u7522\u751f\u4e86\u9019\u4e9b\u7d50\u679c\u3002.<\/p>\n<p>\u4ee5\u96fb\u5b50\u9818\u57df\u7684 IBM \u70ba\u4f8b\uff1a\u7576\u7cfb\u7d71\u5075\u6e2c\u5230\u710a\u63a5\u6642\u53cd\u8986\u51fa\u73fe\u7f3a\u9677\uff0c\u5b83\u6709\u80fd\u529b\u8abf\u6574\u8a2d\u5099\u7684\u6eab\u5ea6\u548c\u6642\u9593\uff0c\u6216\u91dd\u5c0d\u6240\u6709\u6700\u8fd1\u710a\u63a5\u7684\u96fb\u8def\u677f\u9032\u884c\u76ee\u6a19\u6e2c\u8a66\u3002.<\/p>\n<p>\u5c0d\u65bc\u5b89\u5168\u95dc\u9375\u7522\u54c1\uff0c\u4ee3\u7406\u7684\u529f\u80fd\u901a\u5e38\u50c5\u9650\u65bc\u8abf\u67e5\uff0c\u800c\u4efb\u4f55\u88fd\u7a0b\u8b8a\u66f4\u90fd\u9700\u7d93\u904e\u6301\u724c\u5de5\u7a0b\u5e2b\u7684\u6279\u51c6\u3002.<\/p>\n<h3>\u52d5\u614b\u751f\u7522\u6392\u7a0b<\/h3>\n<p>\u751f\u7522\u6392\u7a0b\u4e00\u65e6\u5efa\u7acb\uff0c\u4fbf\u958b\u59cb\u904e\u6642\u3002\u9019\u53ef\u80fd\u662f\u56e0\u70ba\u6a5f\u5668\u6545\u969c\u3001\u6025\u55ae\u6216\u4ea4\u8ca8\u554f\u984c\u3002\u9019\u610f\u5473\u8457\u5de5\u4eba\u5fc5\u9808\u4e0d\u65b7\u5728\u4ed6\u5011\u7684\u8a66\u7b97\u8868\u4e0a\u91cd\u65b0\u6392\u7a0b\uff0c\u5c24\u5176\u662f\u5728\u767d\u5929\u3002.<\/p>\n<p>\u6392\u7a0b\u4ee3\u7406\u6703\u6301\u7e8c\u5229\u7528\u8a02\u55ae\u72c0\u614b\u3001\u6a5f\u5668\u3001\u52de\u52d5\u529b\u53ef\u7528\u6027\u548c\u7269\u6599\u53ef\u7528\u6027\u7684\u5373\u6642\u8cc7\u8a0a\u91cd\u65b0\u6392\u7a0b\u8a02\u55ae\u3002IBM \u63d0\u4f9b\u4e86\u4e00\u500b\u4f8b\u5b50\uff1a\u6c7d\u8eca\u5de5\u5ee0\u56e0\u95dc\u9375\u96f6\u4ef6\u4ea4\u8ca8\u5ef6\u9072\u800c\u66ab\u505c\u751f\u7522\uff0c\u4f46\u6392\u7a0b\u4ee3\u7406\u80fd\u8f15\u9b06\u91cd\u65b0\u7d44\u7e54\u751f\u7522\u6d41\u7a0b\uff0c\u512a\u5148\u88fd\u9020\u4e0d\u9700\u8a72\u96f6\u4ef6\u7684\u8eca\u8f1b\uff0c\u4e26\u5728\u751f\u7522\u7dda\u5de5\u4eba\u9593\u5e73\u8861\u5de5\u4f5c\u8ca0\u8f09\u3002.<\/p>\n<p>\u9019\u7a2e\u65b9\u6cd5\u540c\u6a23\u9069\u7528\u65bc\u5927\u591a\u6578\u88fd\u9020\u6d41\u7a0b\u3002\u5373\u4f7f\u662f\u751f\u7522\u591a\u6b3e\u4e0d\u540c\u578b\u865f\u7684\u5c0f\u578b\u65b7\u8def\u5668\u88fd\u9020\u5546\uff0c\u4e5f\u80fd\u5f9e\u6e1b\u5c11\u63db\u7dda\u6b21\u6578\u4e2d\u53d7\u76ca\u3002.<\/p>\n<h3>\u9810\u6e2c\u6027\u7dad\u8b77\u5354\u8abf<\/h3>\n<p>\u9810\u6e2c\u6027\u7dad\u8b77\u5df2\u5b58\u5728\u5f88\u9577\u6642\u9593\uff0c\u4f46\u6311\u6230\u4e00\u76f4\u662f\u9810\u6e2c\u4e4b\u5f8c\u7684\u8655\u7406\u3002\u6709\u4eba\u9700\u8981\u63a5\u6536\u8b66\u5831\u3001\u6aa2\u67e5\u6642\u9593\u8868\u3001\u5c0b\u627e\u6280\u8853\u4eba\u54e1\u3001\u8a02\u8cfc\u6240\u9700\u96f6\u4ef6\u4e26\u8207\u751f\u7522\u5354\u5546\u505c\u6a5f\u6642\u9593\u3002.<\/p>\n<p>\u9019\u9805\u5de5\u4f5c\u7531\u4ee3\u7406\u8ca0\u8cac\u3002IBM \u63cf\u8ff0\u4ee3\u7406\u80fd\u5728\u9810\u671f\u751f\u7522\u505c\u6a5f\u671f\u9593\u5b89\u6392\u5de5\u4f5c\u3001\u8a02\u8cfc\u66ff\u63db\u96f6\u4ef6\u3001\u6307\u6d3e\u6280\u8853\u4eba\u54e1\u4e26\u66ab\u6642\u8abf\u6574\u5176\u4ed6\u6a5f\u5668\u7684\u8ca0\u8f09\u3002\u897f\u9580\u5b50\u5728 Senseye Maintenance Copilot \u9805\u76ee\u4e2d\u63a1\u7528\u4e86\u76f8\u540c\u65b9\u6cd5\u3002\u6839\u64da\u897f\u9580\u5b50\uff0c\u8a66\u9ede\u5ba2\u6236\u5e73\u5747\u6e1b\u5c11\u4e86 25% \u7684\u53cd\u61c9\u6027\u7dad\u8b77\u6642\u9593\u3002.<\/p>\n<h3>\u4f9b\u61c9\u93c8\u8207\u5eab\u5b58\u5354\u8abf<\/h3>\n<p>\u5fae\u8edf\u8a8d\u70ba\u65e9\u671f\u7684\u4f9b\u61c9\u93c8 AI \u50c5\u751f\u6210\u5831\u544a\u548c\u5100\u8868\u677f\uff0c\u63a5\u8457\u7531\u4eba\u54e1\u6839\u64da\u6240\u7372\u5f97\u7684\u6d1e\u5bdf\u63a1\u53d6\u884c\u52d5\u3002\u4e0b\u4e00\u968e\u6bb5\u662f\u64c1\u6709\u80fd\u5920\u884c\u52d5\u7684 AI\uff0c\u900f\u904e\u8207\u4f9b\u61c9\u5546\u5354\u8abf\u3001\u89f8\u767c\u8cc7\u6e90\u8abf\u914d\u6216\u91cd\u65b0\u898f\u5283\uff0c\u4ee5\u53ca\u7ba1\u7406\u4efb\u4f55\u6f5b\u5728\u7684\u7269\u6d41\u554f\u984c\u3002.<\/p>\n<p>IBM \u5f15\u8ff0\u5176\u8207 Oracle \u53ca Accelalpha \u5408\u4f5c\u9032\u884c\u7684\u7814\u7a76\uff0c\u986f\u793a 62% \u7684\u4f9b\u61c9\u93c8\u4e3b\u7ba1\u8868\u793a AI \u4ee3\u7406\u80fd\u63d0\u5347\u884c\u52d5\u901f\u5ea6\u3002\u8207\u6b64\u540c\u6642\uff0c76% \u7684\u4f9b\u61c9\u93c8\u8ca0\u8cac\u4eba\u671f\u671b\u5177\u5099\u6bd4\u4eba\u985e\u66f4\u5feb\u89e3\u6c7a\u4f8b\u884c\u4efb\u52d9\u80fd\u529b\u7684\u4ee3\u7406\uff0c\u80fd\u5354\u52a9\u63d0\u5347\u71df\u904b\u6d41\u7a0b\u6548\u7387\u3002.<\/p>\n<p>\u5c0d\u65bc\u7279\u5b9a\u5de5\u5ee0\u800c\u8a00\uff0c\u5be6\u52d9\u7248\u672c\u662f\u4ee3\u7406\u4e86\u89e3\u5176\u4e2d\u4e00\u500b\u4f9b\u61c9\u5546\u5ef6\u9072\uff0c\u5224\u65b7\u54ea\u4e9b\u8a02\u55ae\u6703\u53d7\u5f71\u97ff\uff0c\u4e26\u5efa\u8b70\u53e6\u4e00\u4f9b\u61c9\u5546\u6216\u66ff\u4ee3\u6750\u6599\u4ee5\u61c9\u5c0d\u8a72\u8a02\u55ae\u3002\u9019\u5c31\u662f\u5148\u524d\u63d0\u5230\u51cc\u6668 2:40 \u7684\u60c5\u5883\u6558\u8ff0\u3002.<\/p>\n<h3>\u7aef\u5c0d\u7aef\u6d41\u7a0b\u512a\u5316<\/h3>\n<p>\u5728\u50b3\u7d71\u6d41\u7a0b\u6539\u9032\u8a08\u756b\u4e2d\uff0c\u512a\u5316\u50c5\u767c\u751f\u65bc\u55ae\u4e00\u5de5\u7ad9\u3002\u53ef\u4ee5\u5728\u8003\u91cf\u6d41\u7a0b\u901f\u5ea6\u3001\u6210\u672c\u8207\u54c1\u8cea\u7684\u6b0a\u8861\u4e0b\uff0c\u91dd\u5c0d\u6d41\u7a0b\u7684\u5404\u9805\u53c3\u6578\u9032\u884c\u8abf\u6574\u3002.<\/p>\n<p>IBM \u6d88\u8cbb\u54c1\u6848\u4f8b\u8b49\u660e\u4e86\u9019\u9ede\u3002\u4ee3\u7406\u767c\u73fe\u964d\u4f4e\u6d41\u7a0b\u901f\u5ea6\u6703\u5927\u5e45\u964d\u4f4e\u7f3a\u9677\u7387\uff0c\u5f9e\u800c\u964d\u4f4e\u6574\u9ad4\u88fd\u9020\u6210\u672c\u3002\u8b8a\u66f4\u7acb\u5373\u5be6\u65bd\u4e26\u6301\u7e8c\u512a\u5316\u6d41\u7a0b\u3002\u7d93\u9a57\u8c50\u5bcc\u7684\u5de5\u7a0b\u5e2b\u4e5f\u80fd\u5f97\u51fa\u76f8\u540c\u7d50\u8ad6\uff0c\u4f46\u9700\u6578\u6708\u8cc7\u6599\u5206\u6790\uff0c\u800c\u975e\u5e7e\u5929\u5167\u5b8c\u6210\u3002.<\/p>\n<h3>\u80fd\u6e90\u8207\u8cc7\u6e90\u512a\u5316<\/h3>\n<p>\u91cd\u5de5\u696d\u8a2d\u65bd\u5177\u5099\u63a7\u5236\u5f48\u6027\u8ca0\u8f09\u8f49\u79fb\u7684\u80fd\u529b\uff0c\u5f9e\u800c\u7bc0\u7701\u6210\u672c\u3002\u92fc\u9435\u8207\u5316\u5de5\u751f\u7522\u4e2d\u4f7f\u7528\u4ee3\u7406\uff0c\u4f7f\u9ad8\u8017\u80fd\u6d41\u7a0b\u80fd\u5728\u96fb\u50f9\u6700\u4f4e\u6642\u9032\u884c\uff0c\u4e14\u4e0d\u72a7\u7272\u7522\u91cf\u3002.<\/p>\n<p>\u96fb\u6c23\u8a2d\u5099\u88fd\u9020\u5546\u5728\u96fb\u6c23\u5143\u4ef6\u8001\u5316\u6e2c\u8a66\u7684\u5f48\u6027\u8ca0\u8f09\u65b9\u9762\u4e5f\u6709\u81ea\u8eab\u7bc4\u4f8b\u3002\u00a0<a href=\"https:\/\/benlongkj.com\/zh-ct\/iot-smart-mcb-automatic-production-line-product\/\">\u7269\u806f\u7db2\u667a\u6167MCB\u751f\u7522\u7dda<\/a>, \uff0c\u5728\u8ca0\u8f09\u689d\u4ef6\u4e0b\u9032\u884c\u6578\u5929\u7684\u8001\u5316\u6e2c\u8a66\u3002.<\/p>\n<h3>\u5de5\u7a0b\u3001PLC \u7a0b\u5f0f\u8a2d\u8a08\u8207\u7522\u54c1\u958b\u767c<\/h3>\n<p>\u4e00\u4e9b\u6700\u5148\u9032\u7684\u4ee3\u7406\u6280\u8853\u5b58\u5728\u65bc\u5de5\u7a0b\u9818\u57df\uff0c\u800c\u975e\u751f\u7522\u73fe\u5834\u3002\u897f\u9580\u5b50 TIA Portal \u7684 Engineering Copilot \u5141\u8a31\u81ea\u52d5\u5316\u5de5\u7a0b\u5e2b\u5f9e\u7c21\u55ae\u6307\u4ee4\u958b\u767c PLC \u7a0b\u5f0f\u78bc\uff0c\u800c NX CAD \u4e2d\u7684 Design Copilot \u4e5f\u5177\u5099\u985e\u4f3c\u529f\u80fd\u3002\u897f\u9580\u5b50\u5831\u544a\u6307\u51fa\uff0cthyssenkrupp \u81ea\u52d5\u5316\u5de5\u7a0b\u5e2b\u6ce8\u610f\u5230\u7a0b\u5f0f\u78bc\u54c1\u8cea\u63d0\u5347\u4e14\u958b\u767c\u901f\u5ea6\u52a0\u5feb\u3002.<\/p>\n<p>IBM \u4ee3\u8868\u7684\u4ee3\u7406\u5c07\u8907\u96dc\u5de5\u7a0b\u4efb\u52d9\u62c6\u5206\u6210\u8f03\u5c0f\u90e8\u5206\uff0c\u958b\u767c\u8a2d\u8a08\u8b8a\u9ad4\u4e26\u63a7\u5236\u6a21\u64ec\uff0c\u901a\u5e38\u5728\u6578\u4f4d\u5b7f\u751f\u4e2d\u9032\u884c\uff0c\u9060\u65e9\u65bc\u4efb\u4f55\u5be6\u9ad4\u7269\u4ef6\u51fa\u73fe\u3002\u8f03\u77ed\u7684\u751f\u7522\u9031\u671f\u610f\u5473\u8457\u81ea\u52d5\u5316\u6d88\u8cbb\u8005\u80fd\u66f4\u5feb\u5b8c\u6210\u8abf\u8a66\u3002.<\/p>\n<h3>\u524d\u7dda\u4f5c\u696d\u652f\u63f4<\/h3>\n<p>\u5fae\u8edf\u76f8\u4fe1\uff0c\u524d\u7dda\u5718\u968a\u4f7f\u7528\u591a\u6a21\u614b\u8f14\u52a9\u5de5\u5177\u5c07\u80fd\u7368\u7acb\u89e3\u6c7a\u66f4\u591a\u554f\u984c\uff0c\u4e26\u8a8d\u70ba\u9019\u4e9b\u6d89\u53ca\u4eba\u985e\u8207 AI \u7684\u6d41\u7a0b\u6700\u7d42\u5c07\u8f49\u8b8a\u70ba\u904b\u71df\u4ee3\u7406\u3002\u897f\u9580\u5b50\u7684\u904b\u71df\u8f14\u52a9\u5de5\u5177\u9075\u5faa\u985e\u4f3c\u539f\u5247\uff0c\u64cd\u4f5c\u54e1\u548c\u6280\u8853\u4eba\u54e1\u5229\u7528\u6a5f\u5668\u6578\u64da\u4ee5\u6613\u65bc\u7406\u89e3\u7684\u8a9e\u8a00\u7372\u5f97\u6545\u969c\u6392\u9664\u6307\u5c0e\u3002.<\/p>\n<p>\u5c0d\u65bc\u54e1\u5de5\u6d41\u52d5\u7387\u9ad8\u7684\u8a2d\u65bd\u2014\u2014\u9019\u5728\u8a31\u591a\u65b0\u8208\u51fa\u53e3\u5e02\u5834\u4e2d\u5f88\u5e38\u898b\u2014\u2014\u9019\u53ef\u80fd\u662f\u7372\u76ca\u6700\u5feb\u7684\u65b9\u5f0f\uff0c\u56e0\u70ba\u5b83\u8b93\u6bcf\u4f4d\u65b0\u54e1\u5de5\u90fd\u80fd\u53d7\u76ca\u65bc\u8cc7\u6df1\u6280\u8853\u54e1\u7684\u5c08\u696d\u77e5\u8b58\u3002.<\/p>\n<h3>\u88fd\u9020\u696d\u4e2d\u4ee3\u7406\u5f0f AI \u61c9\u7528\u4e00\u89bd<\/h3>\n<p>\u4e0b\u8868\u7e3d\u7d50\u4e86\u4e3b\u8981\u7684 <strong>\u88fd\u9020\u696d\u4e2d\u4ee3\u7406\u5f0f AI \u61c9\u7528<\/strong>, \u3001\u6bcf\u500b\u4ee3\u7406\u901a\u5e38\u9023\u63a5\u7684\u7cfb\u7d71\uff0c\u4ee5\u53ca\u4eba\u54e1\u901a\u5e38\u4ecb\u5165\u7684\u74b0\u7bc0\u3002.<\/p>\n<table>\n<thead>\n<tr>\n<th>\u4f7f\u7528\u6848\u4f8b<\/th>\n<th>\u4ee3\u7406\u7684\u529f\u80fd<\/th>\n<th>\u9023\u63a5\u7684\u7cfb\u7d71<\/th>\n<th>\u5178\u578b\u7684\u4eba\u54e1\u6aa2\u67e5\u9ede<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u54c1\u8cea\u7ba1\u7406<\/td>\n<td>\u767c\u73fe\u8da8\u52e2\u3001\u8ffd\u8e64\u6839\u672c\u539f\u56e0\u3001\u89f8\u767c\u984d\u5916\u6aa2\u67e5<\/td>\n<td>MES\u3001\u6e2c\u8a66\u53f0\u3001\u8996\u89ba\u7cfb\u7d71\u3001SPC<\/td>\n<td>\u5de5\u7a0b\u5e2b\u6279\u51c6\u4efb\u4f55\u6d41\u7a0b\u8b8a\u66f4<\/td>\n<\/tr>\n<tr>\n<td>\u751f\u7522\u6392\u7a0b<\/td>\n<td>\u7576\u8a02\u55ae\u3001\u6a5f\u5668\u6216\u6750\u6599\u8b8a\u66f4\u6642\u91cd\u65b0\u6392\u5e8f\u5de5\u4f5c<\/td>\n<td>ERP\u3001MES\u3001\u898f\u5283\u8edf\u9ad4<\/td>\n<td>\u898f\u5283\u4eba\u54e1\u6279\u51c6\u5f71\u97ff\u4ea4\u8ca8\u65e5\u671f\u7684\u8b8a\u66f4<\/td>\n<\/tr>\n<tr>\n<td>\u7dad\u8b77\u5354\u8abf<\/td>\n<td>\u5728\u4f4e\u8ca0\u8f09\u6642\u6bb5\u5b89\u6392\u5de5\u4f5c\u3001\u8a02\u8cfc\u96f6\u4ef6\u3001\u6307\u6d3e\u6280\u8853\u4eba\u54e1<\/td>\n<td>CMMS\u3001\u72c0\u614b\u76e3\u63a7\u3001MES<\/td>\n<td>\u4e3b\u7ba1\u78ba\u8a8d\u505c\u6a5f\u6642\u6bb5<\/td>\n<\/tr>\n<tr>\n<td>\u4f9b\u61c9\u93c8\u5354\u8abf<\/td>\n<td>\u56de\u61c9\u4f9b\u61c9\u5546\u5ef6\u9072\uff0c\u8abf\u6574\u8a02\u55ae\u8207\u8a08\u5283<\/td>\n<td>ERP\u3001\u4f9b\u61c9\u5546\u9580\u6236\u3001\u96fb\u5b50\u90f5\u4ef6<\/td>\n<td>\u63a1\u8cfc\u4eba\u54e1\u6279\u51c6\u65b0\u4f9b\u61c9\u5546\u6216\u984d\u5916\u652f\u51fa<\/td>\n<\/tr>\n<tr>\n<td>\u6d41\u7a0b\u512a\u5316<\/td>\n<td>\u5728\u6838\u51c6\u7bc4\u570d\u5167\u8abf\u6574\u901f\u5ea6\u8207\u8a2d\u5b9a\u9ede<\/td>\n<td>MES\u3001\u6b77\u53f2\u6578\u64da\u5eab\u3001\u6838\u51c6\u7684\u6a5f\u5668\u4ecb\u9762<\/td>\n<td>\u6d41\u7a0b\u8ca0\u8cac\u4eba\u8a2d\u5b9a\u5141\u8a31\u7bc4\u570d<\/td>\n<\/tr>\n<tr>\n<td>\u80fd\u6e90\u7ba1\u7406<\/td>\n<td>\u5c07\u5f48\u6027\u8ca0\u8f09\u79fb\u81f3\u8f03\u4fbf\u5b9c\u6642\u6bb5<\/td>\n<td>\u80fd\u6e90\u8a08\u91cf\u5668\u3001MES\u3001\u8cbb\u7387\u8cc7\u6599<\/td>\n<td>\u8a2d\u65bd\u7d93\u7406\u8a2d\u5b9a\u9650\u5236<\/td>\n<\/tr>\n<tr>\n<td>\u5de5\u7a0b\u8a2d\u8a08<\/td>\n<td>\u7522\u751f 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\u6280\u8853\u7684\u51fa\u73fe\u70ba\u96e2\u6563\u88fd\u9020\u958b\u95e2\u4e86\u65b0\u9818\u57df\uff0c\u56e0\u70ba\u96e2\u6563\u88fd\u9020\u5de5\u5ee0\u9762\u81e8\u5404\u7a2e\u50b3\u7d71\u7cfb\u7d71\u7121\u6cd5\u6709\u6548\u8655\u7406\u7684\u4e0d\u5c0d\u7a31\u554f\u984c\u3002.<\/p>\n<p>\u4ee5\u751f\u7522\u96fb\u6c23\u8a2d\u5099\u7684\u5de5\u5ee0\u70ba\u4f8b\u2014\u2014\u65b7\u8def\u5668\u3001\u8d77\u52d5\u5668\u6216\u6e2c\u91cf\u8a2d\u5099\u3002\u751f\u7522\u55ae\u4f4d\u64cd\u4f5c\u6578\u5341\u7a2e\u7248\u672c\u7684\u96fb\u6c23\u8a2d\u5099\uff0c\u6bcf\u7a2e\u90fd\u6709\u591a\u7a2e\u9078\u9805\u548c\u4fee\u6539\uff0c\u9019\u53ef\u80fd\u5c0e\u81f4\u5927\u91cf\u751f\u7522\u932f\u8aa4\u3002\u6bcf\u6b21\u5f9e\u4e00\u500b\u64cd\u4f5c\u5207\u63db\u5230\u53e6\u4e00\u500b\u64cd\u4f5c\u6642\uff0c\u4f7f\u7528\u932f\u8aa4\u751f\u7522\u8a08\u5283\u7684\u98a8\u96aa\u589e\u52a0\u3002\u5728\u6b64\u60c5\u6cc1\u4e0b\uff0c\u751f\u7522\u96f6\u4ef6\u8ffd\u8e64\u8907\u96dc\u4e14\u53d7\u7121\u6578\u8b8a\u6578\u5f71\u97ff\uff0c\u70ba\u63a1\u7528\u5148\u9032\u6280\u8853\u7684\u667a\u80fd\u300c\u89e3\u6c7a\u300d\u4ee3\u7406\u63d0\u4f9b\u4e86\u7d55\u4f73\u6a5f\u6703\u3002.<\/p>\n<p>\u9802\u5c16\u751f\u7522\u5546\u5728\u8655\u7406\u5404\u7a2e\u7522\u54c1\u6642\u5c55\u73fe\u7684\u6548\u7387\u8b49\u660e\u4e86\u9019\u4e00\u9ede\u3002\u7f85\u514b\u97cb\u723e\u81ea\u52d5\u5316\u65b0\u52a0\u5761\u751f\u7522\u8d85\u904e1,000\u7a2e\u4e0d\u540c\u7522\u54c1\uff0c\u5176\u4e2d\u5927\u591a\u6578\u5728\u4e00\u5e74\u5167\u56e0\u90e8\u7f72\u4e86\u8d85\u904e50\u7a2e\u6578\u4f4d\u548cAI\u6280\u8853\u800c\u7d93\u6b77\u591a\u6b21\u8b8a\u66f4\uff0c\u5176\u4e2d\u4e4b\u4e00\u662f\u7528\u65bc\u54c1\u8cea\u63a7\u5236\u7684AI\u3002\u897f\u9580\u5b50\u5b89\u8c9d\u683c\u548c\u4f0a\u9813\u5e38\u5dde\u4e5f\u6709\u985e\u4f3c\u7684\u6545\u4e8b\uff0c\u6211\u5011\u5728\u6307\u5357\u4e2d\u4ecb\u7d39\u4e86\u4ed6\u5011\u5982\u4f55\u9054\u6210\u9019\u4e00\u9ede\uff0c <a href=\"https:\/\/benlongkj.com\/zh-ct\/blog\/what-is-a-factory-lighthouse-real-examples-from-schneider-siemens-eaton\/\">\u65bd\u8010\u5fb7\u3001\u897f\u9580\u5b50\u548c\u4f0a\u9813\u7684\u5de5\u5ee0\u71c8\u5854\u6848\u4f8b<\/a>.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1953\" src=\"https:\/\/benlongkj.com\/wp-content\/uploads\/2026\/10\/Agentic-AI-Use-Cases-in-Manufacturing.webp\" alt=\"\" width=\"2400\" height=\"1792\" \/><\/p>\n<h3>\u7bc4\u4f8b\uff1aAI\u4ee3\u7406\u5982\u4f55\u56de\u61c9\u5fae\u578b\u65b7\u8def\u5668\u6e2c\u8a66\u7dda\u4e0a\u7684\u54c1\u8cea\u554f\u984c<\/h3>\n<p><span style=\"color: #800000;\">\u9019\u662f\u4e00\u500b\u57fa\u65bc\u4ee3\u7406\u7684AI\u5982\u4f55\u8655\u7406\u6e2c\u8a66\u6578\u64da\u7684\u7bc4\u4f8b\u3002\u5b83\u4e26\u672a\u8aaa\u660e\u5df2\u6295\u5165\u672c\u9f8d\u670d\u52d9\u7684\u5be6\u969b\u4ee3\u7406AI\u7cfb\u7d71\u7684\u904b\u4f5c\u3002.<\/span><\/p>\n<p>\u60f3\u50cf\u4e00\u689d\u9ad8\u901f <a href=\"https:\/\/benlongkj.com\/zh-ct\/mcb-automatic-testing-line-product\/\">MCB\u81ea\u52d5\u6e2c\u8a66\u7dda<\/a> \u904b\u884cC16\u65b7\u8def\u5668\u7684\u751f\u7522\u7dda\u3002\u6bcf\u500b\u88dd\u7f6e\u90fd\u7d93\u904e\u77ac\u6642\uff08\u78c1\u6027\uff09\u8df3\u812b\u6e2c\u8a66\uff0c\u6e2c\u8a66\u96fb\u6d41\u6c34\u5e73\u70ba5-10\u00d7 In\uff0c\u71b1\u6821\u6e96\u6e2c\u8a66\u70ba1.13\u00d7\u548c1.45\u00d7 In\uff0c\u4ee5\u53ca\u63a5\u89f8\u96fb\u963b\u6e2c\u8a66\u3002\u8a72\u751f\u7522\u7dda\u6bcf\u5c0f\u6642\u751f\u75221,800\u81f32,400\u500b\u55ae\u4f4d\uff0c\u6bcf\u500b\u55ae\u4f4d\u7684\u7d50\u679c\u6703\u9023\u540c\u5e8f\u865f\u548c\u6642\u9593\u6233\u4e00\u8d77\u51fa\u73fe\uff0c\u4e26\u901a\u904eOPC UA\u6216Modbus TCP\u5c07\u6578\u64da\u767c\u9001\u81f3MES\u7cfb\u7d71\u3002.<\/p>\n<p>\u5728\u8d85\u904e\u5169\u500b\u73ed\u6b21\u7684\u6642\u9593\u5167\uff0c\u4e00\u6279\u7522\u54c1\u7684\u78c1\u6027\u8df3\u812b\u7d50\u679c\u958b\u59cb\u63a5\u8fd1\u5bb9\u5dee\u6975\u9650\uff0c\u4f46\u6bcf\u500b\u5fae\u578b\u65b7\u8def\u5668\u4ecd\u6b63\u5e38\u904b\u4f5c\u3002\u50b3\u7d71\u7cfb\u7d71\u672a\u767c\u73fe\u554f\u984c\uff0c\u56e0\u70ba\u4e00\u5207\u770b\u4f3c\u6b63\u5e38\u3002.<\/p>\n<p>\u4e00\u500b\u5177\u4ee3\u7406\u6027\u7684\u54c1\u8cea\u63a7\u5236AI\uff0c\u64c1\u6709\u76f8\u540c\u6578\u64da\u7684\u5b58\u53d6\u6b0a\uff0c\u6703\u4ee5\u4e0d\u540c\u65b9\u5f0f\u89e3\u8b80\u8da8\u52e2\u3002\u56e0\u6b64\u5b83\u53ef\u80fd\u6703\u57f7\u884c\u4ee5\u4e0b\u64cd\u4f5c\uff1a<\/p>\n<p>\u5c07\u8a72\u6279\u6b21\u8207\u6b77\u53f2\u4e0a\u76f8\u4f3c\u984d\u5b9a\u503c\u7684\u7d50\u679c\u9032\u884c\u6bd4\u8f03\uff0c\u4ee5\u78ba\u4fdd\u6f02\u79fb\u662f\u771f\u5be6\u5b58\u5728\uff0c\u800c\u975e\u6b63\u5e38\u8b8a\u7570\u3002.<br \/>\n\u78ba\u8a8d\u8a72\u8b8a\u52d5\u662f\u5426\u8207\u7d44\u88dd\u904e\u7a0b\u76f8\u95dc\uff0c\u4f8b\u5982\u67d0\u500b\u5de5\u4f4d\u3001\u593e\u5177\u6216\u64cd\u4f5c\u54e1\u8b8a\u66f4\uff0c\u6216\u662f\u5426\u8207\u4e0a\u6e38\u6750\u6599\u6279\u6b21\u6709\u95dc\uff08\u5982\u65b0\u5377\u7dda\u5708\u6216\u8f6d\u4f9b\u61c9\u5546\uff09\u3002.<br \/>\n\u6aa2\u67e5\u6e2c\u8a66\u5de5\u4f4d\u7372\u5f97\u7684\u6578\u64da\uff0c\u4ee5\u78ba\u8a8d\u662f\u5426\u767c\u751f\u6e2c\u91cf\u8aa4\u5dee\uff0c\u4f8b\u5982\u8a55\u4f30\u6e2c\u8a66\u593e\u5177\u4e2d\u63a5\u89f8\u96fb\u963b\u7684\u589e\u52a0\u3002.<br \/>\n\u6e96\u5099\u5efa\u8b70\uff1a\u589e\u52a0\u53d7\u5f71\u97ff\u6279\u6b21\u7684\u62bd\u6a23\u91cf\u4e26\u9032\u884c\u593e\u5177\u6e2c\u91cf\u3002.<br \/>\n\u901a\u77e5\u5de5\u7a0b\u5e2b\u8a72\u554f\u984c\uff0c\u4ee5\u4fbf\u4ed6\u5011\u6279\u51c6\u5c07\u63a1\u53d6\u7684\u884c\u52d5\u3002.<\/p>\n<p>\u4e00\u65e6\u5de5\u7a0b\u5e2b\u6279\u51c6\uff0cMES\u7cfb\u7d71\u6703\u5efa\u7acb\u6aa2\u9a57\u4efb\u52d9\u4e26\u66ab\u505c\u8a72\u6279\u6b21\u3002\u4ee3\u7406\u96a8\u5f8c\u958b\u59cb\u76e3\u63a7\u5f8c\u7e8c\u55ae\u4f4d\uff0c\u89c0\u5bdf\u6f02\u79fb\u662f\u5426\u505c\u6b62\uff0c\u4e26\u8a18\u9304\u6240\u6709\u8cc7\u6599\u4ee5\u5099\u672a\u4f86\u6aa2\u67e5\u3002.<\/p>\n<p><span style=\"color: #800000;\">\u6709\u4e9b\u4e8b\u60c5\u4ee3\u7406\u7d55\u4e0d\u61c9\u8a72\u505a\u3002\u7279\u5225\u662f\uff0c\u5b83\u4e0d\u61c9\u81ea\u884c\u63d0\u9ad8\u8df3\u812b\u64cd\u4f5c\u7684\u9650\u5236\u3001\u5ffd\u8996\u4efb\u4f55\u5b89\u5168\u8981\u6c42\u6216\u66f4\u6539\u4efb\u4f55\u6821\u6e96\u53c3\u6578\u3002.<\/span> \u6240\u6709\u5408\u683c\/\u4e0d\u5408\u683c\u7684\u6c7a\u7b56\u8cac\u4efb\u5747\u7531\u5177\u80fd\u529b\u7684\u6e2c\u8a66\u8a2d\u5099\u627f\u64d4\u3002\u4ee3\u7406\u7684\u89d2\u8272\u662f\u767c\u73fe\u554f\u984c\u4e26\u63d0\u5347\u8ca0\u8cac\u4eba\u54e1\u7684\u53cd\u61c9\u901f\u5ea6\u3002.<\/p>\n<h3>\u88fd\u9020\u5546\u4eca\u5929\u5982\u4f55\u5728\u751f\u7522\u4e2d\u4f7f\u7528AI\u4ee3\u7406\uff1f<\/h3>\n<p>\u6709\u4eba\u53ef\u80fd\u6703\u60f3\u77e5\u9053\u9019\u4e9b\u8cc7\u8a0a\u7684\u771f\u5be6\u6027\u5982\u4f55\u3002\u5c0d\u6b64\u554f\u984c\u7684\u8aa0\u5be6\u56de\u7b54\u662f\uff0c\u8a31\u591a\u8cc7\u8a0a\u4ecd\u8207\u526f\u99d5\u99db\u968e\u6bb5\u6709\u95dc\uff0c\u9019\u610f\u5473\u8457 AI \u7cfb\u7d71\u8207\u4eba\u985e\u5408\u4f5c\uff0c\u5f9e\u800c\u4f7f\u5275\u5efa\u81ea\u4e3b\u4ee3\u7406\u7684\u904e\u7a0b\u9010\u6b65\u9032\u884c\u3002\u61c9\u8a72\u63d0\u53ca\u53ef\u7372\u5f97\u7684\u4e8b\u5be6\uff1a<\/p>\n<p>\u897f\u9580\u5b50\u8072\u7a31\u5176\u5de5\u696d\u526f\u99d5\u99db\u5728\u751f\u7522\u8a2d\u65bd\u548c\u5ba2\u6236\u65b9\u9762\u5747\u53d6\u5f97\u826f\u597d\u6210\u679c\u3002\u5176\u4e00\u5ea7\u5de5\u5ee0\uff08\u4f4d\u65bc\u5df4\u5fb7\u8afe\u4f0a\u65bd\u5854\u7279\u7684\u99ac\u9054\u5de5\u5ee0\uff09\u4f7f\u7528 Insights Hub \u751f\u7522\u526f\u99d5\u99db\u4f86\u8655\u7406\u6578\u64da\u4e26\u5c07\u5176\u8f49\u5316\u70ba\u53ef\u884c\u52d5\u7684\u8cc7\u8a0a\u3002\u6b64\u5916\uff0c\u897f\u9580\u5b50\u8a08\u5283\u63a8\u51fa\u4e00\u500b\u5e73\u53f0\uff0c\u5141\u8a31\u4e0d\u540c\u7cfb\u7d71\uff08\u5305\u62ec\u81ea\u5bb6\u548c\u7b2c\u4e09\u65b9\u7cfb\u7d71\uff09\u5354\u540c\u5de5\u4f5c\u3002.<br \/>\n\u897f\u9580\u5b50\u6578\u4f4d\u5de5\u696d\u8edf\u9ad4\u958b\u767c\u4e86 Microsoft Teams \u61c9\u7528\u7a0b\u5f0f\uff0c\u7528\u65bc Teamcenter PLM \u7cfb\u7d71\u4e2d\u8655\u7406\u4ee5\u4e0d\u540c\u8a9e\u8a00\u88fd\u4f5c\u7684\u8a9e\u97f3\u5831\u544a\uff0c\u4e26\u5c07\u5176\u8f49\u767c\u7d66\u76f8\u95dc\u5c08\u5bb6\u3002.<br \/>\nK\u00f6rber \u6c7a\u5b9a\u5c07\u5176 PAS-X MES \u7cfb\u7d71\u9077\u79fb\u81f3 Microsoft Azure\uff0c\u4ee5\u6574\u5408 MES\u3001ERP \u548c\u4f9b\u61c9\u93c8\u6578\u64da\uff0c\u4f9b\u54e1\u5de5\u4f7f\u7528\u3002.<br \/>\n\u7f85\u514b\u97cb\u723e\u81ea\u52d5\u5316\u4f4d\u65bc\u65b0\u52a0\u5761\u7684\u5de5\u5ee0\u65bc 2026 \u5e74 6 \u6708\u7372\u5f97\u5168\u7403\u71c8\u5854\u5de5\u5ee0\u7a31\u865f\u3002\u8a72\u5de5\u5ee0\u5be6\u65bd\u4e86\u591a\u500b AI \u7cfb\u7d71\uff0c\u4e26\u5c07\u65b0\u54e1\u5de5\u57f9\u8a13\u6240\u9700\u6642\u9593\u7e2e\u77ed\u4e86 67%\u3002.<\/p>\n<p>\u897f\u9580\u5b50\u5357\u4eac\u5de5\u5ee0\u63a1\u7528\u865b\u64ec\u8a2d\u8a08\uff0c\u904b\u884c\u8d85\u904e 50 \u9805\u7531 AI \u9a45\u52d5\u7684\u4f5c\u696d\uff0c\u8a02\u55ae\u8655\u7406\u6642\u9593\u7e2e\u77ed\u4e86 78%\u3002.<br \/>\n\u4e16\u754c\u7d93\u6fdf\u8ad6\u58c7\u65bc 2026 \u5e74 6 \u6708\u5ba3\u5e03\uff0c\u5168\u7403\u71c8\u5854\u5de5\u5ee0\u6578\u91cf\u5df2\u9054 238 \u5bb6\uff0c\u4e14\u6b63\u5c07 AI \u8f49\u8b8a\u70ba\u95dc\u9375\u904b\u71df\u80fd\u529b\u3002.<\/p>\n<h2>\u5982\u4f55\u5728\u88fd\u9020\u5de5\u5ee0\u90e8\u7f72 AI \u4ee3\u7406<\/h2>\n<p>\u7d55\u5927\u591a\u6578\u5931\u6557\u7684\u5de5\u5ee0 AI \u9805\u76ee\u5931\u6557\u539f\u56e0\u4e26\u975e\u7b97\u6cd5\u7f3a\u9677\u3002\u5931\u6557\u53ef\u6b78\u56e0\u65bc\u6578\u64da\u54c1\u8cea\u4e0d\u4f73\u53ca\u672a\u6307\u6d3e\u8ca0\u8cac\u4eba\u3002\u6839\u64da\u5fae\u8edf\u7684\u8aaa\u6cd5\uff0c\u61c9\u8a18\u4f4f KPMG \u5236\u5b9a\u7684\u300c\u7d93\u9a57\u6cd5\u5247\u300d\uff0c\u89e3\u91cb\u6210\u529f\u9805\u76ee\u7684\u539f\u56e0\u2014\u201410% \u4f86\u81ea\u7b97\u6cd5\uff0c20% \u4f86\u81ea\u6280\u8853\u548c\u6578\u64da\uff0c70% \u8207\u4eba\u54e1\u548c\u6d41\u7a0b\u76f8\u95dc\u3002.<\/p>\n<p>\u4ee5\u4e0b\u662f\u4e00\u500b\u5be6\u7528\u7684\u6b65\u9a5f\u5e8f\u5217\uff0c <span style=\"color: #800000;\">\u95dc\u65bc\u5982\u4f55\u5728\u88fd\u9020\u5de5\u5ee0\u90e8\u7f72 AI \u4ee3\u7406\uff0c<\/span>, \u91dd\u5c0d\u4e2d\u578b\u5de5\u5ee0\u800c\u975e\u5168\u7403\u4f01\u696d\u64b0\u5beb\u3002.<\/p>\n<h3>\u6b65\u9a5f 1\uff1a\u5f9e\u4e00\u500b\u6c7a\u7b56\u5faa\u74b0\u958b\u59cb\uff0c\u800c\u975e\u300cAI \u7b56\u7565\u300d\u201c<\/h3>\n<p>\u9078\u64c7\u4e00\u500b\u4eba\u54e1\u76ee\u524d\u9762\u81e8\u4e14\u6709\u53ef\u8861\u91cf\u7d50\u679c\u7684\u5e38\u898b\u6c7a\u7b56\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u8003\u616e\u5982\u4f55\u61c9\u5c0d\u88dd\u914d\u7dda\u4e0a\u7684\u54c1\u8cea\u6ce2\u52d5\u3001\u6a5f\u5668\u505c\u6a5f\u5f8c\u5982\u4f55\u91cd\u65b0\u5b89\u6392\u5de5\u4f5c\uff0c\u6216\u5982\u4f55\u7ba1\u7406\u74f6\u9838\u7684\u7dad\u8b77\u3002\u7136\u800c\uff0c\u7cdf\u7cd5\u7684\u6c7a\u7b56\u53ef\u80fd\u6d89\u53ca\u5b89\u5168\u6d3b\u52d5\uff0c\u6216\u662f\u6bcf\u5e74\u50c5\u767c\u751f\u5169\u6b21\u7684\u6c7a\u7b56\u3002.<\/p>\n<p>\u7528\u4e00\u53e5\u8a71\u5beb\u4e0b\u8a72\u6c7a\u7b56\uff0c\u6307\u660e\u8ab0\u5c0d\u7d50\u679c\u8ca0\u8cac\uff08\u76ee\u524d\u7531\u8ab0\u64c1\u6709\uff09\uff0c\u4e26\u7528\u6578\u5b57\u8aaa\u660e\u300c\u66f4\u597d\u300d\u7684\u5b9a\u7fa9\u3002.<\/p>\n<h3>\u6b65\u9a5f 2\uff1a\u5148\u4fee\u6b63\u6578\u64da\u57fa\u790e<\/h3>\n<p>\u6a5f\u5668\u7684\u6548\u80fd\u53d6\u6c7a\u65bc\u5176\u53ef\u5b58\u53d6\u7684\u6578\u64da\u3002\u5728\u8cfc\u8cb7\u4efb\u4f55 AI \u5e73\u53f0\u4e4b\u524d\uff0c\u8acb\u6ce8\u610f\u4ee5\u4e0b\u4e8b\u9805\uff1a<\/p>\n<p>\u7d50\u679c\u662f\u5426\u4ee5\u6578\u4f4d\u8a18\u9304\u5f62\u5f0f\u5132\u5b58\uff0c\u6309\u55ae\u4f4d\u6216\u6279\u6b21\uff0c\u4e26\u5e36\u6709\u6642\u9593\u6233\uff1f<br \/>\n\u6bcf\u500b\u7d50\u679c\u662f\u5426\u80fd\u4ee5\u6a5f\u5668\u7de8\u865f\u3001\u4f4d\u7f6e\u3001\u6750\u6599\u6279\u865f\u53ca\u914d\u65b9\u8b58\u5225\uff1f<br \/>\n\u6578\u64da\u662f\u5426\u53ef\u7528\u4e14\u4f4d\u65bc\u6a5f\u5668\u4e4b\u5916\uff0c\u4f8b\u5982\u900f\u904e OPC UA\u3001Modbus TCP\u3001SQL \u6216 REST API\uff1f<br \/>\nMES \u6216\u4e2d\u592e\u8cc7\u6599\u5eab\u662f\u5426\u80fd\u5132\u5b58\u8db3\u5920\u7684\u8a18\u9304\u4ee5\u63ed\u793a\u6a21\u5f0f\uff1f<\/p>\n<p>IBM \u8868\u793a\uff0c\u6578\u64da\u6574\u5408\u8207\u820a\u6709\u7cfb\u7d71\u662f\u4ee3\u7406\u5f0f AI \u9762\u81e8\u7684\u9996\u8981\u969c\u7919\uff0c\u5efa\u8b70\u4f01\u696d\u5148\u8b58\u5225\u6700\u9ad8\u50f9\u503c\u7684\u6578\u64da\u4f86\u6e90\uff0c\u800c\u975e\u4e00\u6b21\u6574\u5408\u6240\u6709\u6578\u64da\u3002\u6211\u5011\u7684\u6587\u7ae0 <a href=\"https:\/\/benlongkj.com\/zh-ct\/blog\/what-is-totally-integrated-automation\/\">\u5b8c\u5168\u6574\u5408\u81ea\u52d5\u5316<\/a> \u89e3\u91cb\u4e86 PLC\u3001HMI\u3001MES \u8207 ERP \u5c64\u5982\u4f55\u76f8\u4e92\u914d\u5408\u3002.<\/p>\n<h3>\u7b2c\u4e09\u6b65\uff1a\u5728\u4e0a\u7dda\u524d\u5b9a\u7fa9\u81ea\u4e3b\u7b49\u7d1a<\/h3>\n<p>\u9019\u662f\u5927\u591a\u6578\u5718\u968a\u8df3\u904e\u7684\u6b65\u9a5f\uff0c\u4f46\u537b\u662f\u907f\u514d\u9ebb\u7169\u7684\u95dc\u9375\u3002\u4e8b\u5148\u6c7a\u5b9a\u4ee3\u7406\u5c0d\u6bcf\u7a2e\u884c\u52d5\u53ef\u81ea\u4e3b\u57f7\u884c\u7684\u7a0b\u5ea6\u3002.<\/p>\n<table>\n<thead>\n<tr>\n<th>\u5c64\u7d1a<\/th>\n<th>\u4ee3\u7406\u53ef\u57f7\u884c\u7684\u884c\u52d5<\/th>\n<th>\u7bc4\u4f8b<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>0 \u2013 \u89c0\u5bdf<\/td>\n<td>\u76e3\u63a7\u6578\u64da\u4e26\u5831\u544a\u7d50\u679c\uff1b\u4e0d\u63a1\u53d6\u884c\u52d5<\/td>\n<td>\u6bcf\u689d\u751f\u7522\u7dda\u7684\u54c1\u8cea\u8da8\u52e2\u6bcf\u65e5\u6458\u8981<\/td>\n<\/tr>\n<tr>\n<td>1 \u2013 \u5efa\u8b70<\/td>\n<td>\u63d0\u51fa\u5177\u8b49\u64da\u7684\u884c\u52d5\u5efa\u8b70\uff1b\u7531\u4eba\u54e1\u6c7a\u5b9a\u4e26\u57f7\u884c<\/td>\n<td>\u7576\u8df3\u812b\u7d50\u679c\u958b\u59cb\u504f\u79fb\u6642\uff0c\u5efa\u8b70\u6aa2\u67e5\u593e\u5177<\/td>\n<\/tr>\n<tr>\n<td>2 \u2013 \u7d93\u6279\u51c6\u5f8c\u57f7\u884c<\/td>\n<td>\u6e96\u5099\u884c\u52d5\u4e26\u5728\u7372\u5f97\u4eba\u54e1\u6279\u51c6\u5f8c\u57f7\u884c<\/td>\n<td>\u5de5\u7a0b\u5e2b\u9ede\u64ca\u6279\u51c6\u5f8c\uff0c\u5efa\u7acb MES \u6aa2\u67e5\u4efb\u52d9<\/td>\n<\/tr>\n<tr>\n<td>3 \u2013 \u5728\u9650\u5236\u7bc4\u570d\u5167\u57f7\u884c<\/td>\n<td>\u5728\u9810\u5148\u6279\u51c6\u7684\u754c\u9650\u5167\u7368\u7acb\u884c\u52d5\uff0c\u4e26\u4e8b\u5f8c\u5831\u544a<\/td>\n<td>\u5728\u4ea4\u8ca8\u65e5\u671f\u672a\u8b8a\u66f4\u7684\u60c5\u6cc1\u4e0b\uff0c\u91cd\u65b0\u6392\u5e8f\u73ed\u6b21\u5167\u7684\u5de5\u4f5c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5927\u591a\u6578\u5de5\u5ee0\u61c9\u5f9e\u7b49\u7d1a 0 \u6216 1 \u958b\u59cb\uff0c\u4e26\u5728\u4ee3\u7406\u5efa\u7acb\u7e3e\u6548\u8a18\u9304\u5f8c\u9010\u6b65\u63d0\u5347\u3002. <span style=\"color: #991b1b;\">\u8207\u5b89\u5168\u76f8\u95dc\u7684\u529f\u80fd\u5728\u4efb\u4f55\u7b49\u7d1a\u90fd\u4e0d\u61c9\u7531\u4ee3\u7406\u63a7\u5236\u3002.<\/span><\/p>\n<h3>\u7b2c\u56db\u6b65\uff1a\u63d0\u4f9b\u4ee3\u7406\u5de5\u5177\uff0c\u800c\u975e\u76f4\u63a5\u63a7\u5236\u6b0a<\/h3>\n<p>\u4ee3\u7406\u5fc5\u9808\u900f\u904e\u8207\u4eba\u985e\u76f8\u540c\u7684\u53d7\u63a7\u4ecb\u9762\u64cd\u4f5c\uff0c\u4f8b\u5982\u7dad\u8b77\u7cfb\u7d71\u7684\u5de5\u4f5c\u8a02\u55ae\u3001MES \u505c\u6b62\u547d\u4ee4\u53ca\u898f\u5283\u5de5\u5177\u7684\u66f4\u65b0\u3002\u4ee3\u7406\u4e0d\u5f97\u76f4\u63a5\u64cd\u4f5c PLC \u8a18\u61b6\u9ad4\u3001\u4fee\u6539\u5b89\u5168\u908f\u8f2f\u6216\u66f4\u6539\u5df2\u6279\u51c6\u7684\u914d\u65b9\u3002.<\/p>\n<p>\u5148\u5f9e\u552f\u8b80\u6b0a\u9650\u958b\u59cb\uff0c\u7136\u5f8c\u91dd\u5c0d\u6bcf\u500b\u5de5\u5177\u4f9d\u5176\u7279\u5b9a\u9650\u5236\u8207\u65e5\u8a8c\u589e\u52a0\u5beb\u5165\u6b0a\u9650\u3002.<\/p>\n<h3>\u7b2c\u4e94\u6b65\uff1a\u5efa\u7acb\u76e3\u7763\u3001\u7a3d\u6838\u8ecc\u8de1\u8207\u56de\u6efe\u6a5f\u5236<\/h3>\n<p>\u6839\u64da\u5fae\u8edf\uff0c\u88fd\u9020\u5546\u5728 AI \u904b\u4f5c\u6642\u5fc5\u9808\u5177\u5099\u56db\u9805\u4fe1\u4efb\u80fd\u529b\uff1a\u6a21\u578b\u6cbb\u7406\u3001\u6578\u64da\u8207\u5b58\u53d6\u63a7\u5236\u3001OT \u8207\u7aef\u9ede\u5b89\u5168\uff0c\u4ee5\u53ca\u89e3\u91cb\u3001\u9650\u5236\u8207\u9006\u8f49\u6c7a\u7b56\u7684\u80fd\u529b\u3002IBM \u4e5f\u547c\u61c9\u6b64\u539f\u5247\uff0c\u5efa\u8b70\u660e\u78ba\u754c\u5b9a\u6c7a\u7b56\u7bc4\u570d\uff0c\u7d0d\u5165\u4eba\u54e1\u76e3\u7763\uff0c\u4e26\u78ba\u4fdd\u6bcf\u6b21 AI \u9a45\u52d5\u7684\u884c\u52d5\u7686\u6709\u7d00\u9304\u3002.<\/p>\n<p>\u63db\u8a00\u4e4b\uff0c\u4efb\u4f55\u63a1\u53d6\u7684\u884c\u52d5\u90fd\u61c9\u900f\u904e\u4f7f\u7528\u7684\u6578\u64da\u8207\u6c7a\u7b56\u539f\u56e0\u7684\u8a18\u9304\u4f86\u8ca0\u8cac\u3002\u6b64\u5916\uff0c\u6bcf\u9805\u884c\u52d5\u61c9\u53ef\u9006\u6216\u4e8b\u5148\u7372\u5f97\u6279\u51c6\u3002.<\/p>\n<h3>\u7b2c\u516d\u6b65\uff1a\u5148\u5728\u9670\u5f71\u6a21\u5f0f\u6216\u6578\u4f4d\u5b7f\u751f\u4e2d\u6e2c\u8a66<\/h3>\n<p>\u6700\u597d\u5728\u4e0d\u63a5\u89f8\u8a2d\u5099\u7684\u60c5\u6cc1\u4e0b\u6e2c\u8a66\u4ee3\u7406\u3002\u4ee3\u7406\u6703\u89c0\u5bdf\u6240\u6709\u6b63\u5728\u767c\u751f\u7684\u4e8b\u60c5\uff0c\u505a\u51fa\u6c7a\u7b56\u4e26\u63d0\u51fa\u5efa\u8b70\uff0c\u4f46\u4e0d\u6703\u6709\u4efb\u4f55\u5be6\u969b\u884c\u52d5\u3002\u5c07\u5176\u5efa\u8b70\u8207\u5de5\u7a0b\u5e2b\u63a1\u53d6\u7684\u884c\u52d5\u9032\u884c\u6bd4\u8f03\uff0c\u4e26\u5c08\u6ce8\u65bc\u4e0d\u4e00\u81f4\u7684\u90e8\u5206\u3002.<\/p>\n<p>\u5982\u679c\u624b\u982d\u6709\u751f\u7522\u7dda\u7684\u6a21\u64ec\u6a21\u578b\uff0c\u4e5f\u61c9\u8a72\u52a0\u4ee5\u5229\u7528\u3002\u6211\u5011\u7684\u6307\u5357 <a href=\"https:\/\/benlongkj.com\/zh-ct\/blog\/digital-twin-for-production-lines-lessons-from-leading-electrical-manufacturers\/\">\u751f\u7522\u7dda\u6578\u4f4d\u5b7f\u751f<\/a> \u89e3\u91cb\u4e86\u897f\u9580\u5b50\u3001\u65bd\u8010\u5fb7\u96fb\u6c23\u548cABB\u5982\u4f55\u4f7f\u7528\u6a21\u64ec\u548c\u865b\u64ec\u8abf\u8a66\uff0c\u4ee5\u53ca\u8f03\u5c0f\u7684\u5de5\u5ee0\u5982\u4f55\u5f9e\u55ae\u4e00\u751f\u7522\u7dda\u958b\u59cb\u3002.<\/p>\n<h3>\u7b2c\u4e03\u6b65\uff1a\u6e2c\u91cf\uff0c\u7136\u5f8c\u64f4\u5c55<\/h3>\n<p>\u5f9e\u4e00\u958b\u59cb\u5c31\u8a18\u9304\u5e7e\u500b\u6578\u64da\uff1a\u5f9e\u8b66\u5831\u5230\u63a1\u53d6\u884c\u52d5\u7684\u6642\u9593\u3001\u5831\u5ee2\u548c\u8fd4\u5de5\u7387\u3001\u975e\u8a08\u5283\u505c\u6a5f\u6642\u9593\u3001\u9075\u5b88\u6392\u7a0b\u7684\u60c5\u6cc1\uff0c\u4ee5\u53ca\u7528\u6236\u9858\u610f\u63a1\u7d0d\u7684\u5efa\u8b70\u6bd4\u4f8b\u3002\u7576\u7b2c\u4e00\u8f2a\u5faa\u74b0\u8b49\u660e\u6709\u6548\u5f8c\uff0c\u91cd\u8907\u4f7f\u7528\u5148\u524d\u5faa\u74b0\u4e2d\u7684\u6578\u64da\u6a21\u578b\u3001\u6b0a\u9650\u6846\u67b6\u548c\u65e5\u8a8c\u8a18\u9304\u3002.<\/p>\n<p>\u5fae\u8edf\u5f15\u7528\u4e86\u9ebb\u7701\u7406\u5de5\u5b78\u9662\u548c\u9ea5\u80af\u932b\u7684\u7814\u7a76\u7d50\u679c\uff0c\u5f37\u8abf\u64c1\u6709\u660e\u78ba\u6cbb\u7406\u6a21\u578b\u548c\u7d71\u4e00\u6578\u64da\u7684\u7d44\u7e54\uff0c\u80fd\u5920\u5be6\u73fe\u9ad8\u9054\u56db\u500d\u7684\u8f49\u578b\u6210\u679c\uff0c\u4e14\u6240\u9700\u6642\u9593\u662f\u7f3a\u4e4f\u6578\u64da\u548c\u6cbb\u7406\u6846\u67b6\u516c\u53f8\u7684\u4e8c\u5206\u4e4b\u4e00\u3002. <span style=\"color: #991b1b;\">\u53ef\u64f4\u5c55\u7684\u662f\u57fa\u790e\uff0c\u800c\u975e\u55ae\u4e00\u8a66\u9ede\u3002.<\/span><\/p>\n<h3>\u6700\u4f73\u5be6\u8e10\u8207\u5e38\u898b\u932f\u8aa4<\/h3>\n<ul>\n<li>\u78ba\u8a8d\u4e00\u500b\u4eba\u5011\u7d93\u5e38\u8868\u9054\u4e0d\u6eff\u7684\u76f8\u95dc\u554f\u984c\u3002\u53ea\u8981\u4ee3\u7406\u767c\u73fe\u73fe\u6709\u554f\u984c\uff0c\u4fbf\u6709\u53ef\u80fd\u89e3\u6c7a\u6311\u6230\u3002.<br \/>\n\u70ba\u6bcf\u500b\u4ee3\u7406\u6307\u6d3e\u5c08\u5c6c\u8ca0\u8cac\u4eba\u3002.<br \/>\n\u8a18\u9304\u6240\u6709\u62d2\u7d55\u5efa\u8b70\u7684\u60c5\u6cc1\uff1b\u9019\u6b63\u662f\u4f60\u60f3\u8981\u5b78\u7fd2\u7684\u5730\u65b9\u3002.<br \/>\n\u4e0d\u8981\u5728\u4e0d\u78ba\u5b9a\u7684\u74b0\u5883\u4e2d\u958b\u767c\u4ee3\u7406\u3002\u5982\u679c\u6d41\u7a0b\u884c\u70ba\u4e0d\u7a69\u5b9a\uff0c\u4ee3\u7406\u53ea\u6703\u5b78\u7fd2\u504f\u5dee\u3002.<br \/>\n\u4ee3\u7406\u7d55\u4e0d\u61c9\u88ab\u6388\u4e88\u5c0dPLC\u908f\u8f2f\u6216\u5b89\u5168\u7cfb\u7d71\u7684\u5beb\u5165\u6b0a\u9650\u3002.<br \/>\n\u5728\u555f\u52d5\u8a66\u9ede\u9805\u76ee\u524d\uff0c\u660e\u78ba\u5b9a\u7fa9\u9805\u76ee\u5718\u968a\u505c\u6b62\u53c3\u8207\u5f8c\uff0c\u8ab0\u5c07\u8ca0\u8cac\u4ee3\u7406\u7684\u7dad\u8b77\u3002.<\/li>\n<\/ul>\n<h3>\u9808\u898f\u5283\u7684\u6311\u6230<\/h3>\n<p>IBM\u76f4\u8a00\u4e0d\u8af1\uff0c\u4ee3\u7406\u5f0fAI\u7684\u5be6\u65bd\u9700\u8981\u52aa\u529b\u3002\u4ee5\u4e0b\u6311\u6230\u5728\u8a55\u4f30\u81ea\u8eab\u60c5\u6cc1\u6642\u975e\u5e38\u91cd\u8981\uff1a<\/p>\n<p><span style=\"color: #ff0000;\">\u8cc7\u6599\u6574\u5408<\/span>\uff1a\u76ee\u524d\u7684\u6280\u8853\u6c34\u5e73\u4f7f\u5f97\u6578\u64da\u548c\u5404\u7a2e\u4e0d\u517c\u5bb9\u4f86\u6e90\u7684\u6574\u5408\u6548\u7387\u4f4e\u4e0b\u3002.<br \/>\n<span style=\"color: #ff0000;\">\u6cbb\u7406<\/span>\uff1a\u7cfb\u7d71\u4f55\u6642\u53ef\u7368\u7acb\u884c\u52d5\u3001\u4f55\u6642\u9700\u8981\u4eba\u5de5\u5e72\u9810\u5c1a\u4e0d\u660e\u78ba\u3002.<br \/>\n<span style=\"color: #000000;\">\u6210\u672c<\/span>\uff1a\u6280\u8853\u5be6\u65bd\u6210\u672c\u9ad8\uff0c\u4f46\u6f38\u9032\u5f0f\u65b9\u6cd5\u53ef\u6d88\u9664\u98a8\u96aa\u3002.<br \/>\n<span style=\"color: #ff0000;\">\u53ef\u64f4\u5145\u6027<\/span>\uff1a\u70ba\u7279\u5b9a\u4efb\u52d9\u5275\u5efa\u7684\u4ee3\u7406\u7121\u6cd5\u8907\u88fd\uff1b\u6211\u5011\u7684\u65b9\u6cd5\u7de9\u89e3\u4e86\u9019\u4e00\u6311\u6230\u3002.<br \/>\n<span style=\"color: #ff0000;\">\u5b89\u5168<\/span>\uff1a\u7cfb\u7d71\u6574\u5408\u8d8a\u591a\uff0c\u653b\u64ca\u98a8\u96aa\u8d8a\u5927\uff0c\u9700\u8981\u6709\u6548\u7684\u63a7\u5236\u63aa\u65bd\u3002.<br \/>\n<span style=\"color: #ff0000;\">\u6280\u80fd<\/span>\uff1a\u4eba\u54e1\u5f9e\u57f7\u884c\u8077\u8cac\u8f49\u5411\u7ba1\u7406\u7cfb\u7d71\uff0c\u9019\u9700\u8981\u5c08\u9580\u57f9\u8a13\u3002.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1952\" src=\"https:\/\/benlongkj.com\/wp-content\/uploads\/2026\/10\/How-to-Deploy-AI-Agents-in-a-Manufacturing-Plant.webp\" alt=\"\" width=\"1448\" height=\"1086\" \/><\/p>\n<h2>AI\u4ee3\u7406\u3001PLC\u3001MES\u8207\u667a\u6167\u5de5\u5ee0<\/h2>\n<p>\u6211\u5011\u5f9e\u81ea\u52d5\u5316\u5de5\u7a0b\u5e2b\u90a3\u88e1\u807d\u5230\u7684\u6700\u5e38\u898b\u7684\u64d4\u6182\u4e4b\u4e00\u5f88\u7c21\u55ae\uff1a\u300c\u9019\u6771\u897f\u6703\u958b\u59cb\u5beb\u5165\u6211\u7684 PLC \u55ce\uff1f\u300d\u7c21\u77ed\u7684\u56de\u7b54\u662f\uff0c\u5b83\u4e0d\u61c9\u8a72\u9019\u9ebc\u505a\u3002\u8981\u4e86\u89e3\u539f\u56e0\uff0c\u6709\u52a9\u65bc\u770b\u770b\u4ee3\u7406\u5728\u81ea\u52d5\u5316\u5806\u758a\u4e2d\u7684\u4f4d\u7f6e\u3002.<\/p>\n<h3>\u4ee3\u7406\u5f0f AI \u5728\u81ea\u52d5\u5316\u5806\u758a\u4e2d\u7684\u5b9a\u4f4d<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u5c64\u7d1a<\/th>\n<th>\u5b83\u7684\u529f\u80fd<\/th>\n<th>AI \u4ee3\u7406\u7684\u89d2\u8272<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>PLC \u8207\u73fe\u5834\u8a2d\u5099<\/td>\n<td>\u78ba\u5b9a\u6027\u5373\u6642\u63a7\u5236\u3001\u4e92\u9396\u8207\u5b89\u5168\u529f\u80fd<\/td>\n<td>\u50c5\u8b80\u53d6\u6578\u64da\uff1b\u4e0d\u76f4\u63a5\u63a7\u5236\u904b\u52d5\u6216\u5b89\u5168<\/td>\n<\/tr>\n<tr>\n<td>SCADA \/ \u4eba\u6a5f\u4ecb\u9762 (HMI)<\/td>\n<td>\u8996\u89ba\u5316\u3001\u8b66\u5831\u8207\u64cd\u4f5c\u54e1\u6307\u4ee4<\/td>\n<td>\u89e3\u91cb\u8b66\u5831\u4e26\u5f15\u5c0e\u64cd\u4f5c\u54e1\u9032\u884c\u6545\u969c\u6392\u9664<\/td>\n<\/tr>\n<tr>\n<td>MES<\/td>\n<td>\u8a02\u55ae\u3001\u914d\u65b9\u3001\u54c1\u8cea\u8a18\u9304\u8207\u53ef\u8ffd\u6eaf\u6027<\/td>\n<td>\u4e3b\u8981\u5de5\u4f5c\u4ecb\u9762\uff1a\u6aa2\u67e5\u4efb\u52d9\u3001\u505c\u5de5\u3001\u5de5\u4f5c\u8a02\u55ae<\/td>\n<\/tr>\n<tr>\n<td>ERP \/ \u4f9b\u61c9\u93c8<\/td>\n<td>\u9700\u6c42\u3001\u63a1\u8cfc\u3001\u5eab\u5b58\u8207\u8ca1\u52d9<\/td>\n<td>\u91cd\u65b0\u898f\u5283\u8a02\u55ae\u3001\u6a19\u8a18\u4f9b\u61c9\u5546\u98a8\u96aa\u3001\u63d0\u51fa\u63a1\u8cfc\u5efa\u8b70<\/td>\n<\/tr>\n<tr>\n<td>\u4ee3\u7406\u8207\u5354\u8abf\u5c64<\/td>\n<td>\u5354\u8abf\u5c08\u696d\u4ee3\u7406\uff0c\u57f7\u884c\u6b0a\u9650\uff0c\u8a18\u9304\u64cd\u4f5c<\/td>\n<td>\u4f4d\u65bc MES \u8207 ERP \u4e4b\u4e0a\uff0c\u4f4d\u65bc\u5373\u6642\u63a7\u5236\u8ff4\u8def\u4e4b\u5916<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><span style=\"color: #800000;\">PLC \u65e8\u5728\u63a7\u5236\u6240\u6709\u5728\u6beb\u79d2\u5167\u767c\u751f\u7684\u4e8b\u4ef6\uff0c\u901a\u5e38\u78ba\u4fdd\u4eba\u54e1\u8207\u6a5f\u5668\u7684\u5b89\u5168\u3002.<\/span> \u4ee3\u7406\u7684\u6d3b\u52d5\u4f9d\u8cf4\u65bc\u4ee5\u5206\u9418\/\u5c0f\u6642\u53ca\u73ed\u6b21\u70ba\u55ae\u4f4d\u7684\u6c7a\u7b56\uff0c\u610f\u5473\u8457\u6240\u6709\u4e3b\u8981\u751f\u7522\u904e\u7a0b\u5df2\u7d93\u7d50\u675f\u3002\u9019\u7a2e\u5283\u5206\u6709\u52a9\u65bc\u5de5\u5ee0\u78ba\u4fdd\u5b89\u5168\uff0c\u56e0\u70ba AI \u50c5\u5728\u4eba\u9ad4\u6700\u9700\u8981\u6642\u4f7f\u7528\u3002.<\/p>\n<p>\u9019\u5c31\u662f\u70ba\u4ec0\u9ebc\u8981\u6ce8\u610f MES \u9023\u63a5\u54c1\u8cea\u7684\u91cd\u8981\u6027\u3002\u901a\u904e\u958b\u653e\u5354\u8b70\u5c07\u6e2c\u8a66\u7d50\u679c\u3001\u8b66\u5831\u548c\u66f4\u65b0\u50b3\u9001\u5230 MES \u7684\u751f\u7522\u7dda\u662f\u6700\u5b89\u5168\u7684\u3002\u5c01\u9589\u65bc HMI \u7684\u81ea\u52d5\u5316\u751f\u7522\u7dda\u6548\u7387\u9ad8\uff0c\u4f46\u5b89\u5168\u6027\u5c6c\u65bc\u4e2d\u7b49\u6c34\u5e73\u3002.<\/p>\n<h3>\u6578\u4f4d\u5b7f\u751f\u8207\u4ee3\u7406\u5f0f AI\uff1a\u5148\u6a21\u64ec\uff0c\u518d\u884c\u52d5<\/h3>\n<p>\u6578\u4f4d\u5b7f\u751f\u8207 AI \u7cfb\u7d71\u5404\u81ea\u56de\u7b54\u4e0d\u540c\u7684\u554f\u984c\uff1a<\/p>\n<p>\u6578\u4f4d\u5b7f\u751f\u8ca0\u8cac\u7406\u89e3\u4e26\u5448\u73fe\u6a5f\u5668\u3001\u5efa\u7bc9\u6216\u751f\u7522\u8a2d\u65bd\u7684\u72c0\u6cc1\u3002\u6578\u4f4d\u5b7f\u751f\u7684\u5de5\u4f5c\u53ef\u7e3d\u7d50\u70ba\uff1a\u300c\u5982\u679c\u6211\u5011\u505a\u51fa\u6539\u8b8a\uff0c\u6703\u767c\u751f\u4ec0\u9ebc\uff1f\u300d\u201c<br \/>\n\u53e6\u4e00\u65b9\u9762\uff0c\u4ee3\u7406 AI \u662f\u4e00\u500b\u57fa\u65bc\u53ef\u7528\u8cc7\u8a0a\u8207\u8cc7\u6e90\u7d44\u7e54\u5de5\u4f5c\u7684\u7cfb\u7d71\uff0c\u6240\u4f7f\u7528\u7684\u8cc7\u8a0a\u4f86\u81ea\u5fc5\u9808\u9054\u6210\u7684\u76ee\u6a19\u53ca\u5df2\u6388\u6b0a\u4f7f\u7528\u7684\u5176\u4ed6\u5de5\u5177\u3002\u4ee3\u7406 AI \u56de\u7b54\u7684\u554f\u984c\u662f\uff1a\u300c\u4e0b\u4e00\u6b65\u662f\u4ec0\u9ebc\uff1f\u80fd\u5426\u57f7\u884c\uff1f\u300d\u201c<\/p>\n<p>\u9019\u5169\u7a2e\u65b9\u6cd5\u69cb\u6210\u4e00\u500b\u5b89\u5168\u5faa\u74b0\u3002\u4ee3\u7406\u63d0\u51fa\u8b8a\u66f4\uff0c\u4f8b\u5982\u6539\u8b8a\u5de5\u4f5c\u9806\u5e8f\u6216\u65b0\u7684\u9031\u671f\u6642\u9593\u3002\u667a\u80fd\u6578\u4f4d\u5b7f\u751f\u7684\u5de5\u4f5c\u662f\u6e2c\u8a66\u6240\u63d0\u8b70\u7684\u8b8a\u66f4\u662f\u5426\u503c\u5f97\u5728\u73fe\u5be6\u4e2d\u61c9\u7528\u3002\u53ea\u6709\u7576\u6578\u4f4d\u5b7f\u751f\u8b49\u660e\u65b0\u64cd\u4f5c\u7684\u7d50\u679c\u7b26\u5408\u6b63\u9762\u6210\u679c\u8207\u65e2\u5b9a\u9650\u5236\u7684\u8981\u6c42\u6642\uff0c\u624d\u6703\u5728\u7cfb\u7d71\u4e2d\u5be6\u65bd\u6216\u9001\u4ea4\u4eba\u54e1\u6279\u51c6\u3002.<\/p>\n<p>IBM \u5c55\u793a\u4e86\u9019\u7a2e\u65b9\u6cd5\uff0c\u901a\u904e\u4ee3\u7406\u5354\u8abf\u6578\u4f4d\u5b7f\u751f\u7684\u5de5\u4f5c\uff0c\u7136\u5f8c\u555f\u52d5\u751f\u7522\u9805\u76ee\u3002\u5fae\u8edf\u5728\u4f01\u696d\u5c64\u9762\u63d0\u5230\u9019\u500b\u6982\u5ff5\uff0c\u4e26\u6307\u51fa\u5982\u679c\u5de5\u5ee0\u5728\u898f\u5283\u548c\u5be6\u73fe\u751f\u7522\u904e\u7a0b\u4e2d\u4f9d\u8cf4\u6578\u4f4d\u5b7f\u751f\u548c\u6578\u4f4d\u7dda\u7d22\u7684\u6982\u5ff5\uff0c\u5247\u61c9\u8a72\u70ba\u4ee3\u7406 AI \u6642\u4ee3\u505a\u597d\u6e96\u5099\u3002\u5982\u679c\u60a8\u7684\u5de5\u5ee0\u525b\u8d77\u6b65\uff0c\u6211\u5011\u7684\u6587\u7ae0 <a href=\"https:\/\/benlongkj.com\/zh-ct\/blog\/digital-twin-for-production-lines-lessons-from-leading-electrical-manufacturers\/\">\u9818\u5148\u96fb\u6c23\u88fd\u9020\u5546\u7684\u6578\u4f4d\u5b7f\u751f\u7d93\u9a57\u6559\u8a13<\/a> \u662f\u4e00\u500b\u5f88\u597d\u7684\u8d77\u9ede\uff0c\u5167\u542b\u897f\u9580\u5b50\u57c3\u723e\u6717\u6839\u3001\u65bd\u8010\u5fb7\u96fb\u6c23\u7121\u932b\u548c ABB RobotStudio \u7684\u771f\u5be6\u6210\u679c\u3002.<\/p>\n<h3>\u5f9e\u71c8\u5854\u5de5\u5ee0\u5230\u65e5\u5e38\u5de5\u5ee0<\/h3>\n<p>\u8def\u7dda\u4e0a\u6700\u96e3\u63a5\u8fd1\u7684\u5de5\u5ee0\u662f WEF \u5168\u7403\u71c8\u5854\u5de5\u5ee0\uff0c\u4e14\u6c92\u6709\u4efb\u4f55\u4e00\u5ea7\u5b8c\u5168\u7531 AI \u7ba1\u7406\u3002\u9019\u4e9b\u8a2d\u65bd\u7531\u4eba\u54e1\u76e3\u63a7\u65e5\u76ca\u7368\u7acb\u7684\u7cfb\u7d71\u3002\u5373\u4f7f\u662f\u77e5\u540d\u7684\u7121\u4eba\u503c\u5b88\u5de5\u5ee0\u5982 FANUC \u548c ASE\uff0c\u4ecd\u4f9d\u8cf4\u4eba\u54e1\u9032\u884c\u7dad\u8b77\u548c\u7570\u5e38\u8655\u7406\uff0c\u6b63\u5982 <a href=\"https:\/\/benlongkj.com\/zh-ct\/blog\/famous-dark-factories-around-the-world-real-examples-of-lights-out-manufacturing\/\">\u771f\u5be6\u7684\u9ed1\u6697\u5de5\u5ee0\u6848\u4f8b<\/a>.<\/p>\n<p>\u96fb\u6c23\u8a2d\u5099\u9818\u57df\u7684\u4e2d\u578b\u88fd\u9020\u5546\u61c9\u63a1\u53d6\u4ee5\u4e0b\u5be6\u969b\u65b9\u6cd5\uff1a\u6d88\u9664\u74f6\u9838\uff0c\u6e2c\u8a66\u6d41\u7a0b\u4e2d\u7684\u6bcf\u500b\u7522\u54c1\uff0c\u5c07\u6bcf\u500b\u5de5\u5ee0\u8207 MES \u9023\u63a5\uff0c\u65b0\u589e\u7528\u65bc\u898f\u5283\u7684\u6578\u4f4d\u5b7f\u751f\uff0c\u4e26\u62db\u52df\u4ee3\u7406\u5206\u6790\u8cc7\u8a0a\u4ee5\u52a0\u5feb\u6c7a\u7b56\u6d41\u7a0b\u3002.<\/p>\n<h2>\u7d50\u8ad6\uff1aAI \u4ee3\u7406\u662f\u5de5\u4f5c\u6d41\u7a0b\u7684\u8b8a\u9769\uff0c\u800c\u975e\u8edf\u9ad4\u8cfc\u8cb7<\/h2>\n<p>IBM\u3001\u897f\u9580\u5b50\u548c\u5fae\u8edf\u5c0d\u5de5\u5ee0\u4eba\u5de5\u667a\u6167\u7684\u767c\u5c55\u8def\u5f91\u6301\u76f8\u540c\u770b\u6cd5\u3002\u64da\u4ed6\u5011\u8868\u793a\uff0cAI \u5728\u5de5\u5ee0\u4e2d\u6b63\u5f9e\u55ae\u7d14\u56de\u61c9\u67e5\u8a62\u7684\u5de5\u5177\uff0c\u6f14\u8b8a\u70ba\u5354\u52a9\u898f\u5283\u548c\u57f7\u884c\u8207\u54c1\u8cea\u7ba1\u7406\u3001\u6392\u7a0b\u3001\u7dad\u8b77\u53ca\u4f9b\u61c9\u93c8\u4efb\u52d9\u76f8\u95dc\u7684\u71df\u904b\u7ba1\u7406\u4ee3\u7406\u3002\u897f\u9580\u5b50\u8868\u793a\uff0c\u4ed6\u5011\u6b63\u81f4\u529b\u65bc\u81ea\u52d5\u5316\u6574\u500b\u81ea\u52d5\u5316\u6d41\u7a0b\u3002\u5fae\u8edf\u8868\u793a\uff0c2026 \u5e74\u5c07\u662f\u6280\u8853\u5f9e\u8a66\u9ede\u968e\u6bb5\u9081\u5411\u5927\u898f\u6a21\u5be6\u65bd\u7684\u4e00\u5e74\u3002IBM \u8a2d\u60f3\u5de5\u5ee0\u80fd\u5728\u7121\u9700\u64cd\u4f5c\u54e1\u6301\u7e8c\u6307\u793a\u4e0b\uff0c\u5b9a\u671f\u8abf\u6574\u4ee5\u9054\u6210\u76ee\u6a19\u3002.<\/p>\n<p>\u9019\u4e9b\u516c\u53f8\u4e5f\u4e00\u81f4\u8a8d\u70ba\u4f7f\u7528 AI \u65bc\u5de5\u5ee0\u7684\u524d\u63d0\u689d\u4ef6\u3002\u81ea\u52d5\u5316\u4ee3\u7406\u9700\u8981\u826f\u597d\u4e14\u9023\u63a5\u7684\u8cc7\u8a0a\u3002\u4ed6\u5011\u9700\u8981\u660e\u78ba\u7684\u53c3\u6578\u7bc4\u570d\u4ee5\u4fbf\u884c\u52d5\u3002\u4ed6\u5011\u9700\u8981\u4e00\u4f4d\u8ca0\u8cac\u7d50\u679c\u4e14\u80fd\u5728\u5fc5\u8981\u6642\u64a4\u92b7\u89e3\u6c7a\u65b9\u6848\u7684\u4eba\u54e1\u3002\u4ed6\u5011\u9084\u9700\u8981\u5177\u5099\u6e2c\u91cf\u4e00\u5207\u4e26\u4ee5\u6b63\u78ba\u683c\u5f0f\u50b3\u9001\u8cc7\u8a0a\u80fd\u529b\u7684\u6a5f\u5668\u3002.<\/p>\n<p>\u88fd\u9020\u516c\u53f8\u61c9\u63a1\u53d6\u7684\u4e3b\u8981\u884c\u52d5\u4e0d\u662f\u8cfc\u8cb7 AI \u5e73\u53f0\uff0c\u800c\u662f\u78ba\u4fdd\u6bcf\u500b\u5de5\u4f5c\u7ad9\u548c\u6bcf\u500b\u6d41\u7a0b\u7522\u751f\u53ef\u7528\u65bc\u4ee3\u7406\u76ee\u7684\u7684\u6578\u64da\u3002\u5982\u679c\u505a\u5230\u9019\u9ede\uff0c\u63a8\u9032 AI \u4ee3\u7406\u5c07\u6703\u5bb9\u6613\u5f97\u591a\u3002.<\/p>\n<h2>\u5e38\u898b\u554f\u984c\u89e3\u7b54<\/h2>\n<h3>\u88fd\u9020\u696d\u4e2d\u7684\u4ee3\u7406 AI \u662f\u4ec0\u9ebc\uff1f<\/h3>\n<p>\u88fd\u9020\u696d\u4e2d\u7684\u4ee3\u7406\u5f0f\u4eba\u5de5\u667a\u6167\u6307\u7684\u662f\u900f\u904e\u5236\u5b9a\u8a08\u756b\u3001\u5f9eMES\u3001ERP\u53ca\u7dad\u8b77\u8edf\u9ad4\u7b49\u7cfb\u7d71\u4e2d\u63d0\u53d6\u8cc7\u8a0a\uff0c\u4e26\u900f\u904e\u9019\u4e9b\u7cfb\u7d71\u63a1\u53d6\u9069\u7576\u884c\u52d5\uff08\u4f8b\u5982\u5efa\u7acb\u6aa2\u67e5\u4efb\u52d9\u6216\u91cd\u65b0\u5b89\u6392\u5de5\u4f5c\u9806\u5e8f\uff09\u4f86\u5b8c\u6210\u751f\u7522\u76ee\u6a19\u7684\u4eba\u5de5\u667a\u6167\u3002\u4ee3\u7406\u5f0f\u4eba\u5de5\u667a\u6167\u8207\u5100\u8868\u677f\u548c\u804a\u5929\u6a5f\u5668\u4eba\u7684\u4e0d\u540c\u4e4b\u8655\u5728\u65bc\uff0c\u5b83\u6703\u6301\u7e8c\u63a1\u53d6\u884c\u52d5\u76f4\u5230\u4efb\u52d9\u5b8c\u6210\uff0c\u4f46\u50c5\u5728\u7531\u4eba\u54e1\u8a2d\u5b9a\u7684\u689d\u4ef6\u548c\u898f\u5247\u4e0b\u57f7\u884c\u3002.<\/p>\n<h3>\u4ee3\u7406\u5f0f\u4eba\u5de5\u667a\u6167\u662f\u5426\u7528\u65bc\u81ea\u52d5\u5316\uff1f<\/h3>\n<p>\u662f\u7684\uff0c\u4f46\u5c64\u7d1a\u4e0d\u540c\u65bc\u50b3\u7d71\u81ea\u52d5\u5316\u3002PLC\u548c\u6a5f\u5668\u4eba\u4ecd\u8ca0\u8cac\u5373\u6642\u6a5f\u5668\u63a7\u5236\u548c\u5b89\u5168\u529f\u80fd\u3002\u4ee3\u7406\u5f0f\u4eba\u5de5\u667a\u6167\u5247\u81ea\u52d5\u5316\u8207\u6b64\u76f8\u95dc\u7684\u6c7a\u7b56\u548c\u5354\u8abf\uff0c\u4f8b\u5982\u56de\u61c9\u54c1\u8cea\u8da8\u52e2\u3001\u5728\u6a5f\u5668\u505c\u6b62\u5f8c\u91cd\u65b0\u5be6\u65bd\u6392\u7a0b\uff0c\u4ee5\u53ca\u7d44\u7e54\u7dad\u8b77\u3002\u897f\u9580\u5b50\u7a31\u4e4b\u70ba\u5229\u7528AI\u4ee3\u7406\u57f7\u884c\u8a2d\u8a08\u3001\u5de5\u7a0b\u3001\u904b\u71df\u548c\u670d\u52d9\u4e2d\u7684\u5b8c\u6574\u5de5\u4f5c\u6d41\u7a0b\uff0c\u5f9e\u800c\u81ea\u52d5\u5316\u81ea\u52d5\u5316\u904e\u7a0b\u672c\u8eab\u3002.<\/p>\n<h3>\u54ea\u7a2e\u4eba\u5de5\u667a\u6167\u6700\u9069\u5408\u88fd\u9020\u696d\uff1f<\/h3>\n<p>\u6c92\u6709\u55ae\u4e00\u7684\u4eba\u5de5\u667a\u6167\u89e3\u6c7a\u65b9\u6848\u80fd\u88ab\u51a0\u4ee5\u88fd\u9020\u696d\u6700\u4f73AI\u7684\u7a31\u865f\u3002\u6a5f\u5668\u8996\u89ba\u975e\u5e38\u9069\u5408\u6aa2\u9a57\u904e\u7a0b\uff0c\u9810\u6e2c\u6a21\u578b\u9069\u7528\u65bc\u7dad\u8b77\uff0c\u751f\u6210\u5f0fAI\u52a9\u7406\u5e6b\u52a9\u5de5\u7a0b\u5e2b\u548c\u64cd\u4f5c\u54e1\u5c0b\u627e\u5fc5\u8981\u8cc7\u8a0a\uff0c\u4ee3\u7406\u5f0f\u4eba\u5de5\u667a\u6167\u5247\u9069\u5408\u591a\u5c64\u6b21\u4efb\u52d9\uff0c\u5982\u54c1\u8cea\u8abf\u67e5\u3001\u6392\u7a0b\u548c\u4f9b\u61c9\u93c8\u5354\u8abf\u3002\u5e38\u898b\u7684\u89e3\u6c7a\u65b9\u6848\u5305\u62ec\u897f\u9580\u5b50\u5de5\u696d\u52a9\u7406\u3001IBM WatsonX Orchestrate\u548c\u5fae\u8edfAzure AI\u3002\u7406\u60f3\u7684AI\u89e3\u6c7a\u65b9\u6848\u9078\u64c7\u53d6\u6c7a\u65bc\u73fe\u6709\u8cc7\u6599\u54c1\u8cea\u3001\u5df2\u4f7f\u7528\u7684PLC\u548cMES\u7cfb\u7d71\uff0c\u4ee5\u53ca\u9700\u512a\u5316\u7684\u4efb\u52d9\u3002.<\/p>\n<h3>\u4ee3\u7406\u5f0f\u4eba\u5de5\u667a\u6167\u8207\u81ea\u52d5\u5316\u6709\u4f55\u4e0d\u540c\uff1f<\/h3>\n<p>\u50b3\u7d71\u81ea\u52d5\u5316\u4f9d\u64da\u9810\u8a2d\u898f\u5247\u904b\u4f5c\uff1a\u7576\u67d0\u500b\u6578\u503c\u8d85\u904e\u95be\u503c\u6642\uff0c\u6a5f\u5668\u6703\u62d2\u7d55\u8a72\u96f6\u4ef6\u3002\u4ee3\u7406\u5f0f\u4eba\u5de5\u667a\u6167\u5247\u4ee5\u76ee\u6a19\u70ba\u5c0e\u5411\u3002\u8207\u50b3\u7d71\u81ea\u52d5\u5316\u4e0d\u540c\uff0c\u5b83\u6703\u8a55\u4f30\u60c5\u6cc1\u3001\u5236\u5b9a\u884c\u52d5\u8a08\u756b\u3001\u5229\u7528\u5de5\u5177\u4e26\u9069\u61c9\u8b8a\u5316\u7684\u689d\u4ef6\u3002\u59a5\u5584\u5efa\u7f6e\u7684\u751f\u7522\u8a2d\u65bd\u53ef\u540c\u6642\u5229\u7528\u5169\u8005\uff1aPLC\u7dad\u6301\u5b89\u5168\u8207\u63a7\u5236\u529f\u80fd\uff0cAI\u4ee3\u7406\u5247\u5728MES\u548cERP\u4e0a\u904b\u4f5c\u3002.<\/p>\n<h3>\u4eba\u5de5\u667a\u6167\uff08AI\uff09\u5982\u4f55\u61c9\u7528\u65bc\u88fd\u9020\u696d\uff1f<\/h3>\n<p>\u4f01\u696d\u61c9\u7528\u4eba\u5de5\u667a\u6167\u65bc\u8996\u89ba\u54c1\u8cea\u6aa2\u9a57\u3001\u9810\u6e2c\u6027\u7dad\u8b77\u3001\u751f\u7522\u6392\u7a0b\u3001\u80fd\u6e90\u512a\u5316\u53ca\u4f9b\u61c9\u93c8\u898f\u5283\u3002\u4e16\u754c\u7d93\u6fdf\u8ad6\u58c7\u66fe\u8868\u5f70\u5982\u7f85\u514b\u97cb\u723e\u81ea\u52d5\u5316\u65b0\u52a0\u5761\u5ee0\u53ca\u897f\u9580\u5b50\u5357\u4eac\u5de5\u5ee0\u7b49\u9818\u5148\u5834\u57df\uff0c\u56e0\u5176\u4f7f\u7528\u8d85\u904e50\u9805AI\u89e3\u6c7a\u65b9\u6848\u7684\u7522\u54c1\u3002\u96a8\u8457\u6642\u9593\u63a8\u79fb\uff0c\u8da8\u52e2\u9010\u6f38\u660e\u6717\uff0c\u5f9e\u5b64\u7acb\u7684AI\u8a66\u9ede\u8f49\u54112026\u5e74\u8de8\u7cfb\u7d71\u9818\u5c0e\u5de5\u4f5c\u7684\u4ee3\u7406\u3002.<\/p>\n<h2>\u53c3\u8003\u6587\u737b<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.ibm.com\/think\/topics\/agentic-ai-manufacturing\" target=\"_blank\" rel=\"noopener\">IBM \u2013 \u88fd\u9020\u696d\u4e2d\u4ee3\u7406\u5f0f\u4eba\u5de5\u667a\u6167\u5982\u4f55\u63a8\u52d5\u8f49\u578b\uff082026\u5e744\u6708\uff09<\/a> \u2013 \u5b9a\u7fa9\u3001\u516b\u5927\u61c9\u7528\u6848\u4f8b\u9818\u57df\u3001\u4f9b\u61c9\u93c8\u7d71\u8a08\u8207\u5be6\u65bd\u6311\u6230\u3002.<\/li>\n<li><a href=\"https:\/\/blog.siemens.com\/2026\/03\/the-future-of-industrial-ai-is-agentic\/\" target=\"_blank\" rel=\"noopener\">Siemens Blog \u2013 \u5de5\u696d AI \u7684\u672a\u4f86\u662f\u5177\u4ee3\u7406\u6027\u7684\uff082026 \u5e74 3 \u6708\uff09<\/a> \u2013 \u611f\u77e5-\u63a8\u7406-\u884c\u52d5-\u5b78\u7fd2\u6a21\u578b\u3001\u5354\u8abf\u8005\u4ee3\u7406\u8207\u5de5\u696d\u57fa\u790e\u6a21\u578b\u3002.<\/li>\n<li><a href=\"https:\/\/press.siemens.com\/global\/en\/pressrelease\/siemens-introduces-ai-agents-industrial-automation\" target=\"_blank\" rel=\"noopener\">Siemens \u2013 \u897f\u9580\u5b50\u63a8\u51fa\u5de5\u696d\u81ea\u52d5\u5316 AI \u4ee3\u7406\uff082025 \u5e74 5 \u6708\uff09<\/a> \u2013 \u50f9\u503c\u93c8\u4e2d\u7684\u5de5\u696d\u526f\u99d5\u99db\u4ee3\u7406\u3001\u751f\u7522\u529b\u76ee\u6a19\u8207\u5ba2\u6236\u6210\u679c\u3002.<\/li>\n<li><a href=\"https:\/\/www.microsoft.com\/en-us\/microsoft-cloud\/blog\/manufacturing\/2026\/03\/16\/manufacturing-at-the-2026-inflection-point-how-frontier-companies-are-entering-the-agentic-era\/\" target=\"_blank\" rel=\"noopener\">Microsoft \u2013 2026 \u5e74\u88fd\u9020\u696d\u7684\u8f49\u6298\u9ede\uff082026 \u5e74 3 \u6708\uff09<\/a> \u2013 \u4e09\u5927\u8f49\u8b8a\u3001\u4fe1\u4efb\u8207\u6cbb\u7406\u80fd\u529b\uff0c\u4ee5\u53ca 10-20-70 \u898f\u5247\u3002.<\/li>\n<li><a href=\"https:\/\/www.weforum.org\/media\/new-global-lighthouse-sites-demonstrate-how-ai-is-rewiring-manufacturing-and-supply-chains\/\" target=\"_blank\" rel=\"noopener\">\u4e16\u754c\u7d93\u6fdf\u8ad6\u58c7 \u2013 \u65b0\u7684\u5168\u7403\u71c8\u5854\u5de5\u5ee0\u5c55\u793a AI \u5982\u4f55\u91cd\u5851\u88fd\u9020\u696d\uff082026 \u5e74 6 \u6708\uff09<\/a> \u2013 \u7db2\u7d61\u7e3d\u8a08 238 \u500b\u5de5\u5ee0\u53ca\u65b0\u4e00\u6279\u5de5\u5ee0\u7684\u6210\u679c\u3002.<\/li>\n<li><a href=\"https:\/\/www.rockwellautomation.com\/en-us\/company\/news\/press-releases\/Rockwell-Automation-Site-Named-a-World-Economic-Forum-Global-Lighthouse.html\" target=\"_blank\" rel=\"noopener\">Rockwell Automation \u2013 \u65b0\u52a0\u5761\u5de5\u5ee0\u88ab\u8a55\u70ba\u5168\u7403\u71c8\u5854\uff082026 \u5e74 6 \u6708\uff09<\/a> \u2013 \u9ad8\u6df7\u7dda\u4e2d\u7684 AI \u9a45\u52d5\u54c1\u8cea\u63a7\u5236\u8207\u9810\u6e2c\u6027\u7dad\u8b77\u3002.<\/li>\n<\/ul>\n<h2>\u5efa\u7acb AI \u6e96\u5099\u5c31\u7dd2\u7684\u7d44\u88dd\u6216\u6e2c\u8a66\u7dda\uff1f<\/h2>\n<p>AI \u4ee3\u7406\u53ea\u80fd\u5c0d\u60a8\u7684\u8a2d\u5099\u7522\u751f\u7684\u6578\u64da\u63a1\u53d6\u884c\u52d5\u3002\u5982\u679c\u60a8\u751f\u7522\u5fae\u578b\u65b7\u8def\u5668\uff08MCB\uff09\u3001\u5851\u6bbc\u65b7\u8def\u5668\uff08MCCB\uff09\u3001\u5269\u9918\u96fb\u6d41\u65b7\u8def\u5668\uff08RCCB\uff09\u3001\u63a5\u89f8\u5668\u6216\u80fd\u6e90\u8868\uff0c\u4e26\u5e0c\u671b\u751f\u7522\u7dda\u80fd\u6e2c\u8a66\u6bcf\u4e00\u500b\u55ae\u5143\uff0c\u5c07\u6bcf\u500b\u7d50\u679c\u8207\u5e8f\u865f\u7d81\u5b9a\uff0c\u4e26\u901a\u904e OPC UA \u6216 Modbus TCP \u5c07\u6578\u64da\u50b3\u9001\u81f3\u60a8\u7684\u88fd\u9020\u57f7\u884c\u7cfb\u7d71\uff08MES\uff09\uff0c\u8acb\u5c07\u60a8\u7684\u7522\u54c1\u6a23\u672c\u3001\u76ee\u6a19\u7522\u91cf\u53ca\u73fe\u884c\u6d41\u7a0b\u7c21\u8ff0\u767c\u9001\u7d66\u6211\u5011\u3002\u6211\u5011\u7684\u5de5\u7a0b\u5e2b\u5c07\u63d0\u51fa\u4e00\u500b\u751f\u7522\u7dda\u6982\u5ff5\uff0c\u5be6\u73fe\u5b8c\u6574\u53ef\u8ffd\u6eaf\u6027\uff0c\u4e26\u8b93\u60a8\u70ba\u672a\u4f86 AI \u9a45\u52d5\u7684\u54c1\u8cea\u7ba1\u7406\u505a\u597d\u6e96\u5099\u3002.<\/p>\n<p><a href=\"https:\/\/benlongkj.com\/zh-ct\/contact-us\/\">\u7533\u8acb\u514d\u8cbb\u751f\u7522\u7dda\u8a55\u4f30 \u2192<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>The time is 2:40 in the morning, and a supplier has sent an email notifying that a batch of copper coils will be delivered with a delay of two days. In most manufacturing plants, this message simply lays in the inbox until a planner arrives at the factory at eight o\u2019clock. By that time, however, [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":1950,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1949","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"blocksy_meta":[],"acf":[],"_links":{"self":[{"href":"https:\/\/benlongkj.com\/zh-ct\/wp-json\/wp\/v2\/posts\/1949","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/benlongkj.com\/zh-ct\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/benlongkj.com\/zh-ct\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/benlongkj.com\/zh-ct\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/benlongkj.com\/zh-ct\/wp-json\/wp\/v2\/comments?post=1949"}],"version-history":[{"count":1,"href":"https:\/\/benlongkj.com\/zh-ct\/wp-json\/wp\/v2\/posts\/1949\/revisions"}],"predecessor-version":[{"id":1954,"href":"https:\/\/benlongkj.com\/zh-ct\/wp-json\/wp\/v2\/posts\/1949\/revisions\/1954"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/benlongkj.com\/zh-ct\/wp-json\/wp\/v2\/media\/1950"}],"wp:attachment":[{"href":"https:\/\/benlongkj.com\/zh-ct\/wp-json\/wp\/v2\/media?parent=1949"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/benlongkj.com\/zh-ct\/wp-json\/wp\/v2\/categories?post=1949"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/benlongkj.com\/zh-ct\/wp-json\/wp\/v2\/tags?post=1949"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}