{"id":6107,"date":"2025-08-07T11:29:15","date_gmt":"2025-08-07T03:29:15","guid":{"rendered":"https:\/\/nullthought.net\/?p=6107"},"modified":"2025-08-08T15:02:36","modified_gmt":"2025-08-08T07:02:36","slug":"%e6%a1%a5%e6%a2%81%e5%85%bb%e6%8a%a4%e6%99%ba%e8%83%bd%e4%bd%93","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=6107","title":{"rendered":"\u6865\u6881\u517b\u62a4\u667a\u80fd\u4f53"},"content":{"rendered":"\n<h4 class=\"wp-block-heading\">\u4e00\u3001\u667a\u80fd\u4f53\u7684\u603b\u4f53\u6280\u672f\u67b6\u6784<\/h4>\n\n\n\n<p>\u4e00\u4e2a\u9762\u5411\u6865\u6881\u517b\u62a4\u7684\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u53ef\u5206\u4e3a\u4ee5\u4e0b\u51e0\u4e2a\u4e3b\u8981\u6280\u672f\u5b50\u7cfb\u7edf\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5782\u7c7b\u5927\u6a21\u578b\uff08Vertical Foundation Model\uff09<\/strong><\/li>\n\n\n\n<li><strong>\u77e5\u8bc6\u56fe\u8c31\u7cfb\u7edf\uff08Domain Knowledge Graph\uff09<\/strong><\/li>\n\n\n\n<li><strong>\u6570\u636e\u63a5\u5165\u4e0e\u878d\u5408\u7cfb\u7edf\uff08API\u63a5\u53e3\uff0c\u65f6\u5e8f\/\u7ed3\u6784\u5316\u6570\u636e\uff09<\/strong><\/li>\n\n\n\n<li><strong>\u7269\u7406\u5efa\u6a21\u4e0e\u4e13\u5bb6\u89c4\u5219\u7cfb\u7edf\uff08Physics-informed Modeling + Rule Engines\uff09<\/strong><\/li>\n\n\n\n<li><strong>\u51b3\u7b56\u63a8\u7406\u4e0e\u5bf9\u8bdd\u7cfb\u7edf\uff08Reasoning Agent + Copilot\uff09<\/strong><\/li>\n\n\n\n<li><strong>\u7528\u6237\u4ea4\u4e92\u754c\u9762\uff08Web\/APP\/API\uff09<\/strong><\/li>\n<\/ol>\n\n\n\n<p>\u8fd9\u516d\u90e8\u5206\u534f\u540c\u6784\u5efa\u667a\u80fd\u4f53\u6838\u5fc3\u80fd\u529b\uff1a<strong>\u201c\u7406\u89e3 + \u9884\u6d4b + \u63a8\u7406 + \u5efa\u8bae\u201d<\/strong>\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e8c\u3001\u6280\u672f\u6a21\u5757\u8be6\u7ec6\u5206\u6790\u4e0e\u5b9e\u73b0\u8def\u5f84<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\">1. \u5782\u7c7b\u5927\u6a21\u578b\uff08\u6865\u6881\u517b\u62a4\u9886\u57df\uff09<\/h5>\n\n\n\n<p><strong>\u76ee\u6807<\/strong>\uff1a\u4e3a\u7406\u89e3\u3001\u603b\u7ed3\u3001\u5f52\u7eb3\u6865\u6881\u517b\u62a4\u95ee\u9898\uff0c\u63d0\u4f9b\u81ea\u7136\u8bed\u8a00\u95ee\u7b54\u4e0e\u51b3\u7b56\u652f\u6301\u80fd\u529b\u3002<\/p>\n\n\n\n<p><strong>\u6280\u672f\u5b9e\u73b0\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u57fa\u7840\u6a21\u578b\u9009\u62e9<\/strong>\uff1a\u5728\u901a\u7528LLM\uff08\u5982LLaMA\u3001GPT\u3001DeepSeek\u7b49\uff09\u57fa\u7840\u4e0a\u8fdb\u884c\u6865\u6881\u9886\u57df\u5fae\u8c03\u3002\n<ul class=\"wp-block-list\">\n<li>\u5fae\u8c03\u6280\u672f\u53ef\u7528\uff1aLoRA\u3001QLoRA\u3001DPO\u3001SFT + RAG\u7b49\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u8bad\u7ec3\u6570\u636e<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u6865\u6881\u517b\u62a4\u89c4\u8303\uff08\u5982\u300a\u6865\u6881\u7ef4\u62a4\u6280\u672f\u89c4\u8303\u300b\u300a\u516c\u8def\u6865\u6881\u517b\u62a4\u89c4\u7a0b\u300b\uff09<\/li>\n\n\n\n<li>\u5386\u53f2\u5de1\u68c0\u8bb0\u5f55\u3001\u62a5\u544a\u3001\u7ef4\u4fee\u51b3\u7b56\u6587\u672c<\/li>\n\n\n\n<li>\u6865\u6881\u7ed3\u6784\u75c5\u5bb3\u6848\u4f8b\u5206\u6790\u6570\u636e<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u80fd\u529b\u76ee\u6807<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u95ee\u7b54\uff08\u95ee\u201c\u67d0\u79cd\u88c2\u7f1d\u4ee3\u8868\u4ec0\u4e48\u75c5\u5bb3\uff1f\u201d\uff09<\/li>\n\n\n\n<li>\u603b\u7ed3\uff08\u201c\u8fd9\u6bb5\u68c0\u6d4b\u62a5\u544a\u95ee\u9898\u91cd\u70b9\u662f\u4ec0\u4e48\uff1f\u201d\uff09<\/li>\n\n\n\n<li>\u63a8\u7406\uff08\u201c\u8be5\u88c2\u7f1d\u53d1\u5c55\u8d8b\u52bf\u662f\u5426\u4e25\u91cd\uff1f\u201d\uff09<\/li>\n\n\n\n<li>\u5efa\u8bae\uff08\u201c\u7ed9\u51fa\u5904\u6cbb\u65b9\u6848\u5efa\u8bae\u201d\uff09<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">2. \u6865\u6881\u77e5\u8bc6\u56fe\u8c31\uff08Bridge Knowledge Graph\uff09<\/h5>\n\n\n\n<p><strong>\u76ee\u6807<\/strong>\uff1a\u5c06\u6865\u6881\u4e13\u4e1a\u77e5\u8bc6\u7ed3\u6784\u5316\u8868\u793a\uff0c\u4f7f\u6a21\u578b\u5177\u5907\u4e8b\u5b9e\u8bb0\u5fc6\u4e0e\u7ed3\u6784\u63a8\u7406\u80fd\u529b\u3002<\/p>\n\n\n\n<p><strong>\u6280\u672f\u5b9e\u73b0\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6784\u5efa\u65b9\u6cd5<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09+\u4e13\u5bb6\u6807\u6ce8+\u7ed3\u6784\u62bd\u53d6\uff0c\u6784\u5efa\u4e09\u5143\u7ec4\uff1a(\u6865\u6881\u6784\u4ef6, \u75c5\u5bb3\u7c7b\u578b, \u5bf9\u5e94\u63aa\u65bd)<\/li>\n\n\n\n<li>\u5f15\u5165\u672c\u4f53\u5efa\u6a21\u5de5\u5177\u5982 Prot\u00e9g\u00e9 \u6784\u5efa\u6865\u6881\u6784\u4ef6\u4e0e\u75c5\u5bb3\u5206\u7c7b\u4f53\u7cfb\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u77e5\u8bc6\u56fe\u8c31\u7ed3\u6784<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u5b9e\u4f53\uff1a\u6865\u6881\u3001\u6784\u4ef6\u3001\u75c5\u5bb3\u3001\u6750\u6599\u3001\u7ef4\u4fee\u5de5\u827a\u3001\u76d1\u6d4b\u70b9\u7b49<\/li>\n\n\n\n<li>\u5c5e\u6027\uff1a\u7ed3\u6784\u7c7b\u578b\u3001\u8de8\u5ea6\u3001\u4f7f\u7528\u5e74\u9650\u3001\u6750\u8d28\u3001\u8bbe\u8ba1\u8377\u8f7d\u7b49<\/li>\n\n\n\n<li>\u5173\u7cfb\uff1a\u5982\u201c\u5c5e\u4e8e\u201d\u201c\u5b58\u5728\u201d\u201c\u9700\u8981\u7ef4\u62a4\u201d\u201c\u5efa\u8bae\u4f7f\u7528\u5de5\u827a\u201d\u7b49<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u63a8\u7406\u80fd\u529b<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>SPARQL\u8bed\u4e49\u67e5\u8be2<\/li>\n\n\n\n<li>\u4e0eLLM\u7ed3\u5408\uff0c\u8fdb\u884c\u7ed3\u6784\u5316\u77e5\u8bc6\u8865\u5168\u4e0e\u56e0\u679c\u63a8\u7406\uff08Neuro-symbolic integration\uff09<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">3. \u6570\u636e\u63a5\u5165\u4e0e\u878d\u5408\uff08\u76d1\u6d4b\u7cfb\u7edfAPI + \u7ba1\u517b\u7cfb\u7edf\u6570\u636e\u5e93\uff09<\/h5>\n\n\n\n<p><strong>\u76ee\u6807<\/strong>\uff1a\u5b9e\u65f6\u83b7\u53d6\u5e76\u5904\u7406\u6765\u81ea\u4f20\u611f\u5668\u7cfb\u7edf\u548c\u7ba1\u7406\u7cfb\u7edf\u7684\u6570\u636e\uff0c\u4e3a\u540e\u7eed\u5206\u6790\u5efa\u6a21\u63d0\u4f9b\u8f93\u5165\u3002<\/p>\n\n\n\n<p><strong>\u6280\u672f\u5b9e\u73b0\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u63a5\u53e3\u8bbe\u8ba1<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>RESTful API \u7edf\u4e00\u63a5\u5165\u6865\u6881\u76d1\u6d4b\u5e73\u53f0\uff08\u7ed3\u6784\u5065\u5eb7\u76d1\u6d4bSHM\uff09\u4f20\u611f\u5668\u6570\u636e\uff08\u5982\u52a0\u901f\u5ea6\u3001\u7535\u963b\u5e94\u53d8\u3001\u6e29\u5ea6\u3001\u4f4d\u79fb\u7b49\uff09<\/li>\n\n\n\n<li>\u63a5\u5165\u7ba1\u517b\u7cfb\u7edf\u6570\u636e\u5e93\uff08\u5982\u6865\u6881\u5de1\u68c0\u8bb0\u5f55\u3001\u7ef4\u4fee\u5386\u53f2\u3001\u8bbe\u8ba1\u56fe\u7eb8\u7b49\uff09\u2014\u2014\u4f7f\u7528ETL\u5de5\u5177\u540c\u6b65\u5230\u7edf\u4e00\u6570\u636e\u6e56\u6216\u65f6\u5e8f\u6570\u636e\u5e93\uff08\u5982InfluxDB\u3001TimescaleDB\uff09<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6570\u636e\u7c7b\u578b<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u65f6\u95f4\u5e8f\u5217\u6570\u636e\uff1a\u5e94\u53d8\u3001\u88c2\u7f1d\u5bbd\u5ea6\u968f\u65f6\u95f4\u53d8\u5316<\/li>\n\n\n\n<li>\u5173\u7cfb\u578b\u6570\u636e\uff1a\u7ef4\u4fee\u8bb0\u5f55\u3001\u6750\u6599\u5e93\u3001\u6784\u4ef6\u4fe1\u606f<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6570\u636e\u6e05\u6d17\u4e0e\u5bf9\u9f50<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u6570\u636e\u9884\u5904\u7406\uff1a\u5f02\u5e38\u503c\u68c0\u6d4b\u3001\u63d2\u503c\u3001\u6807\u51c6\u5316<\/li>\n\n\n\n<li>\u591a\u6e90\u6570\u636e\u878d\u5408\uff1a\u4ee5\u201c\u6865\u6881-\u6784\u4ef6\u201d\u4e3a\u7d22\u5f15\u8fdb\u884c\u5f52\u4e00\u5316\u5bf9\u9f50<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">4. \u7269\u7406\u5efa\u6a21\u4e0e\u4e13\u5bb6\u7ecf\u9a8c\u878d\u5408\uff08Physics + Expert Rules\uff09<\/h5>\n\n\n\n<p><strong>\u76ee\u6807<\/strong>\uff1a\u5728\u6570\u636e\u9a71\u52a8\u57fa\u7840\u4e0a\u5f15\u5165\u201c\u7269\u7406\u89c4\u5219\u201d\u548c\u201c\u5de5\u7a0b\u903b\u8f91\u201d\uff0c\u589e\u5f3a\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u4e0e\u53ef\u4fe1\u5ea6\u3002<\/p>\n\n\n\n<p><strong>\u6280\u672f\u5b9e\u73b0\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7269\u7406\u5efa\u6a21\u65b9\u6cd5<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u57fa\u4e8eFEM\uff08\u6709\u9650\u5143\u65b9\u6cd5\uff09\u5efa\u7acb\u6570\u5b57\u5b6a\u751f\u6a21\u578b\uff0c\u5bf9\u5173\u952e\u6784\u4ef6\u53d7\u529b\u8fdb\u884c\u4eff\u771f\u8ba1\u7b97<\/li>\n\n\n\n<li>\u4f7f\u7528<strong><a href=\"https:\/\/nullthought.net\/?p=4287\" target=\"_blank\" rel=\"noreferrer noopener\">PINNs\uff08Physics-Informed Neural Networks\uff09<\/a><\/strong>\uff0c\u5c06\u7269\u7406\u5b9a\u5f8b\u5d4c\u5165\u795e\u7ecf\u7f51\u7edc\u4e2d\uff0c\u5b9e\u73b0\u5bf9\u6865\u6881\u72b6\u6001\u9884\u6d4b\u4e0e\u5f02\u5e38\u68c0\u6d4b<\/li>\n\n\n\n<li>\u6a21\u578b\u793a\u4f8b\uff1a\n<ul class=\"wp-block-list\">\n<li>\u7ed3\u6784\u9891\u7387\u53d8\u5316\u9884\u6d4b\u6a21\u578b<\/li>\n\n\n\n<li>\u88c2\u7f1d\u6269\u5c55\u901f\u7387\u6a21\u578b<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4e13\u5bb6\u7cfb\u7edf\/\u89c4\u5219\u5f15\u64ce<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528\u57fa\u4e8e\u89c4\u5219\u7684\u63a8\u7406\u5f15\u64ce\uff08\u5982Drools\u3001OpenRules\uff09\u8868\u793a\u7ef4\u4fee\u7ecf\u9a8c\uff0c\u4f8b\u5982\uff1a\n<ul class=\"wp-block-list\">\n<li>\u201c\u82e5\u4e3b\u6881\u5b58\u5728\u7eb5\u5411\u88c2\u7f1d + \u8d85\u8fc720mm + \u88c2\u7f1d\u53d1\u5c55\u8d8b\u52bf\u5411\u4e0a \u2192 \u5efa\u8bae\u9650\u8f7d\u5e76\u7acb\u5373\u4fee\u8865\u201d<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u540c\u65f6\u5141\u8bb8\u4e0eLLM\u7ed3\u5408\u8fdb\u884c\u81ea\u7136\u8bed\u8a00\u89c4\u5219\u5b66\u4e60<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">5. \u51b3\u7b56\u63a8\u7406\u4e0e\u5bf9\u8bdd\u7cfb\u7edf\uff08\u667a\u80fd\u52a9\u7406\u6838\u5fc3\uff09<\/h5>\n\n\n\n<p><strong>\u76ee\u6807<\/strong>\uff1a\u5c06\u5927\u6a21\u578b\u3001\u77e5\u8bc6\u56fe\u8c31\u3001\u4f20\u611f\u5668\u6570\u636e\u4e0e\u7269\u7406\u6a21\u578b\u7ed3\u679c\u96c6\u6210\uff0c\u5f62\u6210\u201c\u667a\u80fd\u5bf9\u8bdd\u578b\u517b\u62a4\u4e13\u5bb6\u201d\u3002<\/p>\n\n\n\n<p><strong>\u6280\u672f\u5b9e\u73b0\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u591a\u6a21\u6001\u878d\u5408 Agent<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528 Retrieval-Augmented Generation (RAG) \u63a5\u5165\u56fe\u8c31+\u6570\u636e\u5e93+\u7269\u7406\u4eff\u771f\u7ed3\u679c<\/li>\n\n\n\n<li>\u5bf9\u8bdd\u5f0f\u591a\u8f6e\u95ee\u7b54\u4e0e\u63a8\u7406\uff08\u53ef\u6784\u5efa\u57fa\u4e8e LangChain \/ LlamaIndex \u7684 Agent \u7cfb\u7edf\uff09<\/li>\n\n\n\n<li>\u793a\u4f8b\u5bf9\u8bdd\uff1a\n<ul class=\"wp-block-list\">\n<li>\u7528\u6237\uff1a\u76ee\u524d\u6865\u6881\u6865\u58a9X\u8f74\u65b9\u5411\u4f4d\u79fb\u8d85\u6807\uff0c\u539f\u56e0\u53ef\u80fd\u662f\u4ec0\u4e48\uff1f<\/li>\n\n\n\n<li>Agent\uff1a\u5206\u6790\u4f20\u611f\u5668\u6570\u636e\u548cFEM\u4eff\u771f\u7ed3\u679c\uff0c\u5224\u65ad\u53ef\u80fd\u7531\u4e8e\u5730\u57fa\u6c89\u964d\u5f15\u8d77\uff0c\u5efa\u8bae\u5f00\u5c55\u5730\u57fa\u52a0\u56fa\u8bc4\u4f30\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u63a8\u7406\u4efb\u52a1<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u5f02\u5e38\u539f\u56e0\u6eaf\u6e90\uff08Causal Reasoning\uff09<\/li>\n\n\n\n<li>\u7ef4\u4fee\u4f18\u5148\u7ea7\u6392\u5e8f\uff08\u591a\u76ee\u6807\u4f18\u5316\uff09<\/li>\n\n\n\n<li>\u7ef4\u4fdd\u6210\u672c\u9884\u6d4b\u4e0e\u8d44\u6e90\u8c03\u5ea6\uff08\u5f3a\u5316\u5b66\u4e60\u53ef\u4ecb\u5165\uff09<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">6. \u7528\u6237\u4ea4\u4e92\u4e0e\u53ef\u89c6\u5316\u754c\u9762<\/h5>\n\n\n\n<p><strong>\u76ee\u6807<\/strong>\uff1a\u8ba9\u975e\u6280\u672f\u7528\u6237\uff08\u5982\u4e1a\u4e3b\u3001\u517b\u62a4\u5de5\u7a0b\u5e08\uff09\u4ee5\u76f4\u89c2\u65b9\u5f0f\u63a5\u5165\u667a\u80fd\u4f53\u3002<\/p>\n\n\n\n<p><strong>\u6280\u672f\u5b9e\u73b0<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u754c\u9762\u8bbe\u8ba1<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u4ea4\u4e92\u5f0f\u5730\u56fe + \u60ac\u6d6e\u7a97\u5c55\u793a\u6865\u6881\u72b6\u6001<\/li>\n\n\n\n<li>\u5206\u65f6\u6bb5\u4f20\u611f\u5668\u6570\u636e\u8d8b\u52bf\u56fe\uff08Chart.js + ECharts\uff09<\/li>\n\n\n\n<li>\u4e0e\u667a\u80fd\u4f53\u804a\u5929\u7a97\u53e3\uff08\u652f\u6301\u8bed\u97f3\/\u6587\u672c\uff09<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u7ed3\u679c\u53ef\u89e3\u91ca\u6027<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u6240\u6709\u5efa\u8bae\u540e\u9644\u201c\u6eaf\u6e90\u94fe\u201d\uff1a\u5305\u62ec\u89c4\u5219\u3001\u6570\u636e\u3001\u56fe\u8c31\u8def\u5f84\u3001\u7269\u7406\u6a21\u62df\u622a\u56fe\u7b49<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e09\u3001\u5173\u952e\u6280\u672f\u6311\u6218\u4e0e\u89e3\u51b3\u601d\u8def<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6311\u6218<\/th><th>\u89e3\u51b3\u7b56\u7565<\/th><\/tr><\/thead><tbody><tr><td>\u591a\u6e90\u5f02\u6784\u6570\u636e\u5bf9\u9f50\u56f0\u96be<\/td><td>\u5efa\u7acb\u7edf\u4e00\u7d22\u5f15\u4f53\u7cfb\uff08\u6865\u6881-\u6784\u4ef6-\u4f20\u611f\u5668ID\uff09 + ETL\u540c\u6b65\u6846\u67b6<\/td><\/tr><tr><td>\u6a21\u578b\u53ef\u4fe1\u5ea6\u4e0d\u8db3<\/td><td>\u5f15\u5165\u7269\u7406\u5efa\u6a21\uff08FEM\u3001PINNs\uff09+ \u4e13\u5bb6\u89c4\u5219\u8865\u5f3a<\/td><\/tr><tr><td>\u6570\u636e\u7a00\u758f\uff08\u90e8\u5206\u6784\u4ef6\u65e0\u4f20\u611f\u5668\uff09<\/td><td>\u4f7f\u7528\u56fe\u795e\u7ecf\u7f51\u7edc\uff08GNN\uff09\u6216\u77e5\u8bc6\u56fe\u8c31\u63a8\u7406\u8865\u5168<\/td><\/tr><tr><td>\u7528\u6237\u4e0d\u4fe1\u4efbAI\u5efa\u8bae<\/td><td>\u6240\u6709\u7ed3\u8bba\u63d0\u4f9b\u900f\u660e\u53ef\u6eaf\u6e90\u8def\u5f84<\/td><\/tr><tr><td>\u6a21\u578b\u90e8\u7f72\u6210\u672c\u9ad8<\/td><td>\u91c7\u7528\u8f7b\u91cf\u5316LoRA\u5fae\u8c03 + \u79c1\u6709\u5316\u90e8\u7f72\u7684\u5927\u6a21\u578b\uff08\u5982DeepSeek-V2-Chat-1.3B\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">\u56db\u3001\u6280\u672f\u9009\u578b\u5efa\u8bae\uff08\u5f00\u6e90\u5de5\u5177\uff09<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6a21\u5757<\/th><th>\u6280\u672f\u63a8\u8350<\/th><\/tr><\/thead><tbody><tr><td>\u5927\u6a21\u578b\u5fae\u8c03<\/td><td>HuggingFace Transformers, PEFT, DeepSpeed<\/td><\/tr><tr><td>\u65f6\u5e8f\u6570\u636e\u5904\u7406<\/td><td>InfluxDB, TimescaleDB, Apache Kafka<\/td><\/tr><tr><td>\u7269\u7406\u5efa\u6a21<\/td><td>Ansys, Abaqus, \u6216 PINNs (PyTorch + Modulus)<\/td><\/tr><tr><td>\u77e5\u8bc6\u56fe\u8c31<\/td><td>Neo4j, RDF + SPARQL, Prot\u00e9g\u00e9<\/td><\/tr><tr><td>\u51b3\u7b56\u5f15\u64ce<\/td><td>Drools, OpenRules, LangChain<\/td><\/tr><tr><td>\u591a\u6a21\u6001\u878d\u5408<\/td><td>LlamaIndex, LangChain + Agent Executor<\/td><\/tr><tr><td>UI\u754c\u9762<\/td><td>React + ECharts + Cesium\uff08\u5730\u56fe\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u3001\u667a\u80fd\u4f53\u7684\u603b\u4f53\u6280\u672f\u67b6\u6784 \u4e00\u4e2a\u9762\u5411\u6865\u6881\u517b\u62a4\u7684\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u53ef\u5206\u4e3a\u4ee5\u4e0b\u51e0\u4e2a\u4e3b\u8981\u6280\u672f\u5b50\u7cfb\u7edf\uff1a \u8fd9\u516d\u90e8\u5206\u534f\u540c\u6784\u5efa\u667a\u80fd\u4f53 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[3,8],"tags":[39,94,40],"class_list":["post-6107","post","type-post","status-publish","format-standard","hentry","category-it","category-tech","tag-ai","tag-agentic-ai","tag-iot"],"rttpg_featured_image_url":null,"rttpg_author":{"display_name":"NullThought","author_link":"https:\/\/nullthought.net\/?author=1"},"rttpg_comment":0,"rttpg_category":"<a href=\"https:\/\/nullthought.net\/?cat=3\" rel=\"category\">IT<\/a> <a href=\"https:\/\/nullthought.net\/?cat=8\" rel=\"category\">Tech<\/a>","rttpg_excerpt":"\u4e00\u3001\u667a\u80fd\u4f53\u7684\u603b\u4f53\u6280\u672f\u67b6\u6784 \u4e00\u4e2a\u9762\u5411\u6865\u6881\u517b\u62a4\u7684\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u53ef\u5206\u4e3a\u4ee5\u4e0b\u51e0\u4e2a\u4e3b\u8981\u6280\u672f\u5b50\u7cfb\u7edf\uff1a \u8fd9\u516d\u90e8\u5206\u534f\u540c\u6784\u5efa\u667a\u80fd\u4f53&hellip;","_links":{"self":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/6107","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=6107"}],"version-history":[{"count":2,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/6107\/revisions"}],"predecessor-version":[{"id":6109,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/6107\/revisions\/6109"}],"wp:attachment":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6107"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6107"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6107"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}