{"id":64913,"date":"2026-01-24T10:04:35","date_gmt":"2026-01-24T02:04:35","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/64913.html"},"modified":"2026-01-24T10:04:35","modified_gmt":"2026-01-24T02:04:35","slug":"palantir-%e5%85%a8%e7%bd%91%e6%9c%80%e5%bc%ba%e8%b5%84%e6%ba%90%e5%90%88%e9%9b%86%e6%8c%81%e7%bb%ad%e6%9b%b4%e6%96%b0%ef%bc%89%ef%bc%9a%e4%bb%8e%e5%ba%95%e5%b1%82%e6%9e%b6%e6%9e%84%e5%88%b0%e8%af%ad","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/64913.html","title":{"rendered":"Palantir \u5168\u7f51\u6700\u5f3a\u8d44\u6e90\u5408\u96c6(\u6301\u7eed\u66f4\u65b0\uff09\uff1a\u4ece\u5e95\u5c42\u67b6\u6784\u5230\u8bed\u4e49\u6570\u5b57\u5b6a\u751f\uff0c14 \u7bc7\u91cd\u78c5\u6587\u732e\u5e26\u4f60\u8bfb\u900f AI \u6570\u636e\u738b\u8005"},"content":{"rendered":"<\/p>\n<p class=\"img-center\"><img decoding=\"async\" alt=\"\u56fe\u7247\" class=\"__bg_gif rich_pages wxw-img\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260124020433-697428b17f646.gif\" \/><\/p>\n<p>\u5bfc\u8bed&#xff1a;<\/p>\n<p>\u5728\u6570\u636e\u7206\u70b8\u4e0e\u901a\u7528\u4eba\u5de5\u667a\u80fd&#xff08;AGI&#xff09;\u4ea4\u7ec7\u7684\u4eca\u5929&#xff0c;\u6211\u4eec\u6b63\u7ad9\u5728\u4ece\u201c\u6570\u5b57\u5316\u201d\u5411\u201c\u8bed\u4e49\u5316\u3001\u667a\u80fd\u5316\u201d\u8f6c\u578b\u7684\u5341\u5b57\u8def\u53e3\u3002<\/p>\n<p>Palantir\u51ed\u4ec0\u4e48\u6210\u4e3a\u6570\u636e\u6574\u5408\u7684\u738b\u8005&#xff0c;\u652f\u6491\u8d77\u5168\u7403\u6700\u590d\u6742\u7684\u6570\u636e\u6cbb\u7406\u4f53\u7cfb&#xff1f;\u6570\u5b57\u5b6a\u751f\u5982\u4f55\u6446\u8131\u201c\u53ea\u6709\u76ae\u56ca\u3001\u6ca1\u6709\u7075\u9b42\u201d\u7684\u5efa\u6a21\u74f6\u9888&#xff0c;\u771f\u6b63\u5177\u5907\u201c\u601d\u8003\u201d\u80fd\u529b&#xff1f;\u672a\u6765\u7684\u7f51\u7edc\u5b89\u5168\u4e0e\u901a\u4fe1&#xff0c;\u53c8\u5c06\u5982\u4f55\u88ab\u5927\u6a21\u578b&#xff08;LLM&#xff09;\u91cd\u5851&#xff0c;\u5b9e\u73b0\u6548\u7387\u7684\u6307\u6570\u7ea7\u98de\u8dc3&#xff1f;<\/p>\n<p>\u6211\u4eec\u6574\u7406\u4e86\u8fd9\u5957\u5305\u542b14\u7bc7\u9876\u7ea7\u5b66\u672f\u4e0e\u6280\u672f\u767d\u76ae\u4e66\u7684\u8d44\u6e90\u5305&#xff0c;\u5e76\u4e3a\u6bcf\u4e00\u7bc7\u51c6\u5907\u4e86\u4e2d\u6587\u6df1\u5ea6\u603b\u7ed3 PPT\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u4e00\u5806 PDF&#xff0c;\u8fd9\u662f\u4e00\u5957\u5b8c\u6574\u7684\u3001\u5173\u4e8e\u672a\u6765\u6570\u5b57\u5316\u57fa\u7840\u8bbe\u65bd\u7684\u77e5\u8bc6\u56fe\u8c31\u3002\u5b83\u9501\u5b9a\u4e86\u5f53\u524d\u6280\u672f\u9886\u57df\u6700\u6838\u5fc3\u7684\u56db\u4e2a\u5173\u952e\u8bcd&#xff1a;Palantir\u67b6\u6784&#xff08;\u6570\u636e\u6cbb\u7406&#xff09;\u3001\u6570\u5b57\u5b6a\u751f&#xff08;\u7269\u7406\u4e16\u754c\u91cd\u6784&#xff09;\u3001\u8bed\u4e49\u611f\u77e5&#xff08;\u901a\u4fe1\u8fdb\u5316&#xff09;\u3001\u5927\u6a21\u578b\u589e\u5f3a&#xff08;LLM\u8d4b\u80fd&#xff09;\u3002<\/p>\n<p>\u5982\u679c\u4f60\u662f AI \u521b\u4e1a\u8005\u3001\u6280\u672f\u67b6\u6784\u5e08&#xff0c;\u6216\u8005\u662f\u5173\u6ce8\u6570\u5b57\u5316\u8f6c\u578b\u7684\u51b3\u7b56\u8005&#xff0c;\u8fd9\u4efd\u5305\u91cc\u9690\u85cf\u7740\u672a\u6765\u4e94\u5e74\u7684\u6280\u672f\u98ce\u5411\u6807\u3002<\/p>\n<p><span style=\"color:#0080ff\">https:\/\/t.zsxq.com\/bHLaD<\/span><span style=\"color:#ff6827\">\u83b7\u53d6\u8d44\u6e90\u6574\u5408\u5305<\/span><\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" class=\"rich_pages wxw-img\" height=\"900\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260124020433-697428b1de775.jpg\" width=\"896\" \/><\/p>\n<h2 style=\"margin-left:0;margin-right:0;text-align:center\"><span style=\"background-color:#ffffff\"><span style=\"color:#2b77bf\">\u4e00\u3001\u67b6\u6784\u4e4b\u738b&#xff1a;Palantir\u7684\u5de5\u7a0b\u54f2\u5b66\u4e0e\u6570\u636e\u6cbb\u7406\u4e4b\u9053<\/span><\/span><\/h2>\n<p>Palantir \u4e0d\u4ec5\u662f\u4e00\u5bb6\u5546\u4e1a\u516c\u53f8&#xff0c;\u66f4\u4ee3\u8868\u4e86\u4e00\u5957\u6781\u81f4\u7684\u6570\u636e\u5904\u7406\u65b9\u6cd5\u8bba\u3002\u5b83\u89e3\u51b3\u7684\u4e0d\u662f\u201c\u5982\u4f55\u5b58\u50a8\u6570\u636e\u201d\u7684\u95ee\u9898&#xff0c;\u800c\u662f\u201c\u5982\u4f55\u8ba9\u6570\u636e\u5728\u6700\u590d\u6742\u7684\u573a\u666f\u4e0b&#xff0c;\u4ee5\u6700\u5feb\u7684\u901f\u5ea6\u652f\u6491\u51b3\u7b56\u201d\u7684\u95ee\u9898\u3002<\/p>\n<h3 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"background-color:#ffffff\"><span style=\"color:#2b77bf\">1.1 Palantir&#xff1a;\u4ece\u5de5\u5177\u5230\u201c\u6570\u5b57\u5e73\u53f0\u201d\u7684\u7406\u8bba\u5347\u7ef4<\/span><\/span><\/h3>\n<p>\u5728\u300aData integration and analysis platforms as digital platforms\u300b\u4e00\u6587\u4e2d&#xff0c;Palantir \u88ab\u63d0\u5347\u5230\u4e86\u201c\u6570\u5b57\u5e73\u53f0\u201d\u7684\u7406\u8bba\u9ad8\u5ea6 [1]\u3002\u5b83\u8d85\u8d8a\u4e86\u4f20\u7edf\u7684\u6570\u636e\u4ed3\u5e93\u6216 BI \u5de5\u5177&#xff0c;\u6210\u4e3a\u6570\u5b57\u793e\u4f1a\u7684\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<p>\u3010\u91d1\u53e5\u5361\u7247&#xff1a;Palantir\u7684\u672c\u8d28\u3011<span style=\"color:#2b77bf\">Palantir\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5176<\/span>Foundry<span style=\"color:#2b77bf\">\u5e73\u53f0&#xff0c;\u5b83\u5c06\u6570\u636e\u3001\u6a21\u578b\u548c\u4e1a\u52a1\u903b\u8f91\u65e0\u7f1d\u96c6\u6210&#xff0c;\u5f62\u6210\u4e00\u4e2a\u53ef\u64cd\u4f5c\u7684\u201c<\/span>\u6570\u5b57\u64cd\u4f5c\u7cfb\u7edf<span style=\"color:#2b77bf\">\u201d\u3002\u5b83\u4e0d\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u5de5\u5177&#xff0c;\u800c\u662f\u4e00\u4e2a\u5b9a\u4e49\u672a\u6765\u6570\u636e\u6cbb\u7406\u89c4\u8303\u7684\u5e73\u53f0\u3002<\/span><\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" class=\"rich_pages wxw-img\" height=\"600\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260124020434-697428b231011.png\" width=\"689\" \/><\/p>\n<p>Palantir \u7684\u5de5\u7a0b\u54f2\u5b66\u5728\u4e8e\u5176\u5bf9\u5f02\u6784\u6570\u636e\u7684\u6781\u81f4\u5904\u7406\u80fd\u529b\u3002\u5728\u5de5\u4e1a\u3001\u56fd\u9632\u3001\u91d1\u878d\u7b49\u9886\u57df&#xff0c;\u6570\u636e\u5f80\u5f80\u5206\u6563\u5728\u6570\u767e\u4e2a\u4e0d\u540c\u7684\u7cfb\u7edf\u3001\u6570\u636e\u5e93\u548c\u683c\u5f0f\u4e2d\u3002Foundry \u5e73\u53f0\u901a\u8fc7\u5176\u72ec\u7279\u7684\u672c\u4f53\u8bba&#xff08;Ontology&#xff09;\u5c42&#xff0c;\u5c06\u8fd9\u4e9b\u7269\u7406\u4e16\u754c\u4e2d\u7684\u5b9e\u4f53&#xff08;\u5982\u201c\u8bbe\u5907\u201d\u3001\u201c\u8ba2\u5355\u201d\u3001\u201c\u4eba\u5458\u201d&#xff09;\u62bd\u8c61\u5316&#xff0c;\u5e76\u5728\u6570\u5b57\u4e16\u754c\u4e2d\u5efa\u7acb\u7edf\u4e00\u7684\u8bed\u4e49\u6a21\u578b\u3002\u8fd9\u4f7f\u5f97\u5206\u6790\u5e08\u65e0\u9700\u5173\u5fc3\u5e95\u5c42\u6570\u636e\u6e90\u7684\u590d\u6742\u6027&#xff0c;\u76f4\u63a5\u5728\u7edf\u4e00\u7684\u4e1a\u52a1\u6982\u5ff5\u4e0a\u8fdb\u884c\u64cd\u4f5c\u548c\u51b3\u7b56\u3002<\/p>\n<h3 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"background-color:#ffffff\"><span style=\"color:#2b77bf\">1.2\u5de5\u7a0b\u786c\u6838&#xff1a;\u6781\u81f4\u538b\u7f29\u4e0e\u6beb\u79d2\u7ea7\u54cd\u5e94\u7684\u79d8\u5bc6<\/span><\/span><\/h3>\n<p>Palantir \u5982\u4f55\u5728\u5904\u7406\u6d77\u91cf\u5f02\u6784\u6570\u636e\u65f6&#xff0c;\u4f9d\u7136\u4fdd\u6301\u6beb\u79d2\u7ea7\u7684\u54cd\u5e94\u901f\u5ea6&#xff1f;\u8fd9\u80cc\u540e\u662f\u9876\u7ea7\u7684\u5de5\u7a0b\u5b66\u652f\u6491\u3002<\/p>\n<p>\u300aPalantir: Hierarchical Similarity Detection for Post-Deduplication Delta Compression\u300b\u8fd9\u7bc7\u8bba\u6587\u63ed\u793a\u4e86\u5176\u6838\u5fc3\u6280\u672f\u4e4b\u4e00&#xff1a;\u5206\u5c42\u76f8\u4f3c\u6027\u68c0\u6d4b&#xff08;Hierarchical Similarity Detection&#xff09;[2]\u3002<\/p>\n<p>\u5728\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u96c6\u65f6&#xff0c;\u6570\u636e\u53bb\u91cd&#xff08;Deduplication&#xff09;\u662f\u63d0\u9ad8\u6548\u7387\u7684\u5173\u952e\u3002\u4f20\u7edf\u7684\u53bb\u91cd\u65b9\u6cd5\u6210\u672c\u9ad8\u6602&#xff0c;\u5c24\u5176\u662f\u5728\u9700\u8981\u5b9e\u65f6\u66f4\u65b0\u7684\u573a\u666f\u3002Palantir \u7684\u65b9\u6cd5\u5de7\u5999\u5730\u5229\u7528\u4e86\u6570\u636e\u7684\u5c42\u7ea7\u7ed3\u6784\u548c\u76f8\u4f3c\u6027&#xff0c;\u5b9e\u73b0\u4e86&#xff1a;<\/p>\n<table border=\"1\" cellspacing=\"0\" style=\"width:677px\">\n<tbody>\n<tr>\n<td style=\"background-color:#ffffff;height:36pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u6280\u672f\u7279\u70b9<\/span><\/p>\n<\/td>\n<td style=\"background-color:#ffffff;border-color:#e1e4e8 #f6f8fa;height:36pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u63cf\u8ff0<\/span><\/p>\n<\/td>\n<td style=\"background-color:#ffffff;height:36pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u6838\u5fc3\u4ef7\u503c<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"background-color:#ffffff;height:28.8pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u5206\u5c42\u68c0\u6d4b<\/span><\/p>\n<\/td>\n<td style=\"background-color:#ffffff;border-color:#e1e4e8 #f6f8fa;height:28.8pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u5728\u4e0d\u540c\u7c92\u5ea6&#xff08;\u5982\u6587\u4ef6\u3001\u5757\u3001\u5b57\u8282&#xff09;\u4e0a\u8fdb\u884c\u76f8\u4f3c\u6027\u5339\u914d\u3002<\/span><\/p>\n<\/td>\n<td style=\"background-color:#ffffff;height:28.8pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u63d0\u9ad8\u53bb\u91cd\u6548\u7387&#xff0c;\u51cf\u5c11\u8ba1\u7b97\u8d44\u6e90\u6d88\u8017\u3002<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"background-color:#ffffff;height:28.8pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u589e\u91cf\u538b\u7f29<\/span><\/p>\n<\/td>\n<td style=\"background-color:#ffffff;border-color:#e1e4e8 #f6f8fa;height:28.8pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u4ec5\u5b58\u50a8\u6570\u636e\u5757\u4e4b\u95f4\u7684\u5dee\u5f02&#xff08;Delta&#xff09;&#xff0c;\u800c\u975e\u5b8c\u6574\u526f\u672c\u3002<\/span><\/p>\n<\/td>\n<td style=\"background-color:#ffffff;height:28.8pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u6781\u81f4\u538b\u7f29\u5b58\u50a8\u7a7a\u95f4&#xff0c;\u5c24\u5176\u9002\u7528\u4e8e\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u548c\u7248\u672c\u63a7\u5236\u3002<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"background-color:#ffffff;height:28.8pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u540e\u53bb\u91cd<\/span><\/p>\n<\/td>\n<td style=\"background-color:#ffffff;border-color:#e1e4e8 #f6f8fa;height:28.8pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u5728\u6570\u636e\u6444\u5165\u540e\u8fdb\u884c\u53bb\u91cd&#xff0c;\u4e0d\u5f71\u54cd\u5b9e\u65f6\u5199\u5165\u6027\u80fd\u3002<\/span><\/p>\n<\/td>\n<td style=\"background-color:#ffffff;height:28.8pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u786e\u4fdd\u6570\u636e\u6d41\u7684\u4f4e\u5ef6\u8fdf&#xff0c;\u540c\u65f6\u4fdd\u6301\u6570\u636e\u7684\u9ad8\u6548\u5b58\u50a8\u3002<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7b80\u5355\u6765\u8bf4&#xff0c;\u8fd9\u9879\u6280\u672f\u89e3\u91ca\u4e86 Palantir \u5982\u4f55\u5728\u4fdd\u6301\u6570\u636e\u5b8c\u6574\u6027\u7684\u540c\u65f6&#xff0c;\u628a\u5b58\u50a8\u6210\u672c\u538b\u5230\u6781\u81f4&#xff0c;\u5e76\u786e\u4fdd\u6570\u636e\u67e5\u8be2\u7684\u6548\u7387\u3002\u8fd9\u662f\u5176\u80fd\u591f\u5904\u7406 TB \u7ea7\u751a\u81f3 PB \u7ea7\u6570\u636e\u7684\u5de5\u7a0b\u57fa\u77f3\u3002<\/p>\n<h3 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"background-color:#ffffff\"><span style=\"color:#2b77bf\">1.3\u5b89\u5168\u57fa\u77f3&#xff1a;NFV\u9a71\u52a8\u7684\u81ea\u52a8\u5316\u5a01\u80c1\u7f13\u89e3<\/span><\/span><\/h3>\n<p>\u5728\u5b89\u5168\u9886\u57df&#xff0c;\u300aPALANTIR: An NFV-Based Security-as-a-Service Approach for Automating Threat Mitigation\u300b\u5219\u5c55\u793a\u4e86 Palantir \u5982\u4f55\u5229\u7528\u7f51\u7edc\u529f\u80fd\u865a\u62df\u5316&#xff08;NFV&#xff09;\u6253\u9020\u4e00\u5957\u81ea\u52a8\u5316\u7684\u201c\u5b89\u5168\u5927\u8111\u201d [3]\u3002<\/p>\n<p>NFV \u5141\u8bb8\u5b89\u5168\u529f\u80fd&#xff08;\u5982\u9632\u706b\u5899\u3001\u5165\u4fb5\u68c0\u6d4b&#xff09;\u4ee5\u8f6f\u4ef6\u5f62\u5f0f\u90e8\u7f72\u548c\u7ba1\u7406\u3002Palantir \u5c06\u5176\u4e0e\u81ea\u8eab\u7684\u51b3\u7b56\u5e73\u53f0\u7ed3\u5408&#xff0c;\u5b9e\u73b0\u4e86&#xff1a;<\/p>\n<p>1\u5a01\u80c1\u611f\u77e5&#xff1a;\u5b9e\u65f6\u76d1\u63a7\u6570\u636e\u6d41&#xff0c;\u901a\u8fc7\u672c\u4f53\u8bba\u8bc6\u522b\u5f02\u5e38\u884c\u4e3a\u3002<\/p>\n<p>2\u81ea\u52a8\u5316\u54cd\u5e94&#xff1a;\u4e00\u65e6\u53d1\u73b0\u5a01\u80c1&#xff0c;\u7cfb\u7edf\u81ea\u52a8\u751f\u6210\u51b3\u7b56&#xff0c;\u901a\u8fc7 NFV \u52a8\u6001\u90e8\u7f72\u6216\u8c03\u6574\u5b89\u5168\u7b56\u7565&#xff0c;\u5b9e\u73b0\u5a01\u80c1\u7684\u5373\u65f6\u7f13\u89e3\u3002<\/p>\n<p>\u8fd9\u79cd\u201c\u6570\u636e-\u51b3\u7b56-\u884c\u52a8\u201d\u7684\u95ed\u73af&#xff0c;\u662f Palantir \u5728\u6570\u636e\u6cbb\u7406\u548c\u5b89\u5168\u9886\u57df\u7684\u6838\u5fc3\u7ade\u4e89\u529b\u3002<\/p>\n<h2 style=\"margin-left:0;margin-right:0;text-align:center\"><span style=\"background-color:#ffffff\"><span style=\"color:#2b77bf\">\u4e8c\u3001\u7075\u9b42\u91cd\u6784&#xff1a;\u8bed\u4e49\u6570\u5b57\u5b6a\u751f\u4e0e\u77e5\u8bc6\u56fe\u8c31\u7684\u878d\u5408<\/span><\/span><\/h2>\n<p>\u4f20\u7edf\u7684\u6570\u5b57\u5b6a\u751f&#xff08;DT&#xff09;\u5e38\u5e38\u88ab\u8bdf\u75c5\u4e3a\u201c\u53ea\u6709\u76ae\u56ca&#xff0c;\u6ca1\u6709\u7075\u9b42\u201d\u3002\u5b83\u4eec\u662f\u7269\u7406\u4e16\u754c\u7684 3D \u6a21\u578b\u52a0\u4e0a\u5b9e\u65f6\u6570\u636e\u6d41&#xff0c;\u4f46\u7f3a\u4e4f\u5bf9\u4e1a\u52a1\u903b\u8f91\u3001\u56e0\u679c\u5173\u7cfb\u548c\u9886\u57df\u77e5\u8bc6\u7684\u7406\u89e3\u3002<\/p>\n<p>\u672c\u8d44\u6e90\u5305\u7684\u7b2c\u4e8c\u90e8\u5206&#xff0c;\u6b63\u662f\u5173\u4e8e\u5982\u4f55\u901a\u8fc7\u8bed\u4e49\u5316&#xff0c;\u8d4b\u4e88\u6570\u5b57\u5b6a\u751f\u201c\u601d\u8003\u80fd\u529b\u201d\u3002<\/p>\n<h3 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"background-color:#ffffff\"><span style=\"color:#2b77bf\">2.1\u4ece3D\u6a21\u578b\u5230\u201c\u8ba4\u77e5\u578b\u201d\u6570\u5b57\u5b6a\u751f<\/span><\/span><\/h3>\n<p>\u300aOntologies in digital twins: A systematic literature review\u300b\u8fd9\u7bc7 2024 \u5e74\u7684\u6700\u65b0\u7efc\u8ff0\u662f\u7406\u89e3\u8be5\u9886\u57df\u7684\u5fc5\u8bfb\u6587\u732e [4]\u3002\u5b83\u7cfb\u7edf\u6027\u5730\u590d\u76d8\u4e86\u672c\u4f53\u8bba&#xff08;Ontology&#xff09;\u5728\u6570\u5b57\u5b6a\u751f\u4e2d\u7684\u6240\u6709\u5173\u952e\u8fdb\u5c55\u3002<\/p>\n<p>\u672c\u4f53\u8bba&#xff0c;\u53ef\u4ee5\u7406\u89e3\u4e3a\u673a\u5668\u4e16\u754c\u7684\u201c\u767e\u79d1\u5168\u4e66\u201d\u6216\u201c\u8bcd\u5178\u201d\u3002\u5b83\u5b9a\u4e49\u4e86\u9886\u57df\u5185\u6240\u6709\u5b9e\u4f53&#xff08;\u5982\u201c\u6cf5\u201d\u3001\u201c\u9600\u95e8\u201d\u3001\u201c\u6545\u969c\u201d&#xff09;\u53ca\u5176\u76f8\u4e92\u5173\u7cfb\u3002\u5f53\u672c\u4f53\u8bba\u4e0e\u6570\u5b57\u5b6a\u751f\u7ed3\u5408\u65f6&#xff0c;DT \u5c31\u4ece\u4e00\u4e2a\u6570\u636e\u5bb9\u5668\u5347\u7ea7\u4e3a\u8ba4\u77e5\u578b\u6570\u5b57\u5b6a\u751f&#xff08;Cognitive Digital Twin&#xff09;\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" class=\"rich_pages wxw-img\" height=\"600\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260124020434-697428b24ebf9.png\" width=\"900\" \/><\/p>\n<p>\u5982\u56fe\u6240\u793a&#xff0c;\u672c\u4f53\u8bba\u4f4d\u4e8e\u67b6\u6784\u7684\u6982\u5ff5\u5c42&#xff08;Concept Layer&#xff09;&#xff0c;\u4e3a\u4e0a\u5c42\u7684\u6a21\u578b\u548c\u51b3\u7b56\u63d0\u4f9b\u4e86\u7edf\u4e00\u7684\u8bed\u4e49\u57fa\u7840\u3002<\/p>\n<h3 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"background-color:#ffffff\"><span style=\"color:#2b77bf\">2.2\u77e5\u8bc6\u56fe\u8c31&#xff1a;\u6784\u5efa\u8bed\u4e49\u6570\u5b57\u5b6a\u751f\u7684\u901a\u7528\u624b\u518c<\/span><\/span><\/h3>\n<p>\u5982\u4f55\u5c06\u62bd\u8c61\u7684\u672c\u4f53\u8bba\u843d\u5730\u4e3a\u53ef\u64cd\u4f5c\u7684\u6570\u5b57\u5b6a\u751f\u6a21\u578b&#xff1f;<\/p>\n<p>\u300aA methodology for creating semantic digital twin models supported by knowledge graphs\u300b\u63d0\u4f9b\u4e86\u4e00\u4efd\u6807\u51c6\u5316\u7684\u901a\u7528\u624b\u518c[5]\u3002\u5b83\u5b9a\u4e49\u4e86\u5229\u7528\u77e5\u8bc6\u56fe\u8c31&#xff08;KG&#xff09;\u6784\u5efa\u8bed\u4e49\u6570\u5b57\u5b6a\u751f\u7684\u901a\u7528\u6d41\u7a0b&#xff1a;<\/p>\n<p>1\u672c\u4f53\u5efa\u6a21&#xff1a;\u5b9a\u4e49\u6838\u5fc3\u5b9e\u4f53\u3001\u5c5e\u6027\u548c\u5173\u7cfb\u3002<\/p>\n<p>2\u6570\u636e\u6620\u5c04&#xff1a;\u5c06\u6765\u81ea\u4f20\u611f\u5668\u3001ERP\u3001MES \u7b49\u7cfb\u7edf\u7684\u5f02\u6784\u6570\u636e\u6620\u5c04\u5230\u672c\u4f53\u7ed3\u6784\u4e2d\u3002<\/p>\n<p>3\u56fe\u8c31\u6784\u5efa&#xff1a;\u751f\u6210\u77e5\u8bc6\u56fe\u8c31&#xff0c;\u5c06\u5b64\u7acb\u7684\u6570\u636e\u70b9\u8fde\u63a5\u6210\u4e00\u4e2a\u5de8\u5927\u7684\u8bed\u4e49\u7f51\u7edc\u3002<\/p>\n<p>4\u8bed\u4e49\u63a8\u7406&#xff1a;\u5229\u7528\u56fe\u8c31\u8fdb\u884c\u903b\u8f91\u63a8\u7406&#xff0c;\u5b9e\u73b0\u6545\u969c\u8bca\u65ad\u3001\u9884\u6d4b\u6027\u7ef4\u62a4\u7b49\u9ad8\u7ea7\u529f\u80fd\u3002<\/p>\n<h3 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"background-color:#ffffff\"><span style=\"color:#2b77bf\">2.3\u5236\u9020\u4e1a\u7684\u987d\u75be\u4e0e\u4e09\u5c42\u77e5\u8bc6\u56fe\u8c31\u67b6\u6784<\/span><\/span><\/h3>\n<p>\u5728\u590d\u6742\u7684\u5236\u9020\u4e1a\u573a\u666f\u4e2d&#xff0c;\u6570\u636e\u6e90\u7684\u590d\u6742\u6027\u662f\u6700\u5927\u7684\u987d\u75be\u3002<\/p>\n<p>\u300aDigital twin system for manufacturing processes based on a multi-layer knowledge graph model\u300b\u8fd9\u7bc7\u7814\u7a76\u63d0\u51fa\u4e86\u4e00\u4e2a\u60ca\u8273\u7684\u201c\u4e09\u5c42\u77e5\u8bc6\u56fe\u8c31\u67b6\u6784\u201d[6]&#xff0c;\u4e13\u95e8\u89e3\u51b3\u5236\u9020\u4e1a\u4e2d\u591a\u6e90\u6570\u636e\u6574\u5408\u7684\u6311\u6218&#xff1a;<\/p>\n<table border=\"1\" cellspacing=\"0\" style=\"width:677px\">\n<tbody>\n<tr>\n<td style=\"background-color:#ffffff;height:36pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u77e5\u8bc6\u56fe\u8c31\u5c42\u7ea7<\/span><\/p>\n<\/td>\n<td style=\"background-color:#ffffff;border-color:#e1e4e8 #f6f8fa;height:36pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u6838\u5fc3\u5185\u5bb9<\/span><\/p>\n<\/td>\n<td style=\"background-color:#ffffff;height:36pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u89e3\u51b3\u7684\u95ee\u9898<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"background-color:#ffffff;height:28.8pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u8bbe\u5907\u5c42\u00a0KG<\/span><\/p>\n<\/td>\n<td style=\"background-color:#ffffff;border-color:#e1e4e8 #f6f8fa;height:28.8pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u4f20\u611f\u5668\u6570\u636e\u3001\u8bbe\u5907\u53c2\u6570\u3001\u5b9e\u65f6\u72b6\u6001\u3002<\/span><\/p>\n<\/td>\n<td style=\"background-color:#ffffff;height:28.8pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u5b9e\u65f6\u6570\u636e\u91c7\u96c6\u4e0e\u8bbe\u5907\u72b6\u6001\u76d1\u63a7\u3002<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"background-color:#ffffff;height:28.8pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u5de5\u827a\u5c42\u00a0KG<\/span><\/p>\n<\/td>\n<td style=\"background-color:#ffffff;border-color:#e1e4e8 #f6f8fa;height:28.8pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u751f\u4ea7\u6d41\u7a0b\u3001\u5de5\u5e8f\u3001\u5de5\u827a\u53c2\u6570\u3001\u8d28\u91cf\u6807\u51c6\u3002<\/span><\/p>\n<\/td>\n<td style=\"background-color:#ffffff;height:28.8pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u4e1a\u52a1\u903b\u8f91\u4e0e\u7269\u7406\u8fc7\u7a0b\u7684\u5173\u8054\u3002<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"background-color:#ffffff;height:28.8pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u9886\u57df\u5c42\u00a0KG<\/span><\/p>\n<\/td>\n<td style=\"background-color:#ffffff;border-color:#e1e4e8 #f6f8fa;height:28.8pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u884c\u4e1a\u6807\u51c6\u3001\u5b89\u5168\u89c4\u8303\u3001\u4e13\u5bb6\u7ecf\u9a8c\u3002<\/span><\/p>\n<\/td>\n<td style=\"background-color:#ffffff;height:28.8pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u8de8\u7cfb\u7edf\u3001\u8de8\u5de5\u5382\u7684\u77e5\u8bc6\u590d\u7528\u4e0e\u5171\u4eab\u3002<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u901a\u8fc7\u8fd9\u79cd\u5206\u5c42\u67b6\u6784&#xff0c;\u6570\u5b57\u5b6a\u751f\u80fd\u591f\u6e05\u6670\u5730\u7406\u89e3\u201c\u54ea\u4e2a\u8bbe\u5907&#xff08;\u8bbe\u5907\u5c42&#xff09;\u5728\u54ea\u4e2a\u5de5\u5e8f&#xff08;\u5de5\u827a\u5c42&#xff09;\u4e0a\u8fdd\u53cd\u4e86\u54ea\u4e2a\u884c\u4e1a\u6807\u51c6&#xff08;\u9886\u57df\u5c42&#xff09;\u201d&#xff0c;\u4ece\u800c\u5b9e\u73b0\u7cbe\u51c6\u7684\u6545\u969c\u5b9a\u4f4d\u548c\u51b3\u7b56\u652f\u6301\u3002<\/p>\n<h3 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"background-color:#ffffff\"><span style=\"color:#2b77bf\">2.4\u4e92\u64cd\u4f5c\u6027&#xff1a;\u6253\u7834\u6570\u636e\u5b64\u5c9b\u7684\u5143\u6570\u636e\u67b6\u6784<\/span><\/span><\/h3>\n<p>\u6570\u636e\u5b64\u5c9b\u662f\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6700\u5927\u969c\u788d\u3002\u4e0d\u540c\u7cfb\u7edf\u3001\u4e0d\u540c\u5382\u5546\u7684\u6570\u636e\u683c\u5f0f\u548c\u5b9a\u4e49\u5404\u4e0d\u76f8\u540c\u3002<\/p>\n<p>\u300aSemantic digital twin for interoperability and Comprehensive Management of Data Assets\u300b\u9488\u5bf9\u8fd9\u4e00\u95ee\u9898&#xff0c;\u63d0\u51fa\u4e86\u4e00\u79cd\u9762\u5411\u8bbe\u8ba1\u8005\u7684\u5143\u6570\u636e\u67b6\u6784[7]\u3002\u901a\u8fc7\u7edf\u4e00\u7684\u8bed\u4e49\u5143\u6570\u636e\u5c42&#xff0c;\u5b83\u8ba9\u4e0d\u540c\u7cfb\u7edf\u7684\u6570\u636e\u8d44\u4ea7\u80fd\u591f\u771f\u6b63\u5b9e\u73b0\u4e92\u64cd\u4f5c\u3002\u8fd9\u5bf9\u4e8e\u6784\u5efa\u8de8\u90e8\u95e8\u3001\u8de8\u4f01\u4e1a\u7684\u5de5\u4e1a\u4e92\u8054\u7f51\u5e73\u53f0\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<h2 style=\"margin-left:0;margin-right:0;text-align:center\"><span style=\"background-color:#ffffff\"><span style=\"color:#2b77bf\">\u4e09\u3001\u672a\u6765\u8fdb\u5316&#xff1a;\u5f53\u5927\u6a21\u578b&#xff08;LLM&#xff09;\u9047\u4e0a\u6570\u5b57\u5b6a\u751f\u4e0e\u901a\u4fe1<\/span><\/span><\/h2>\n<p>\u672c\u8d44\u6e90\u5305\u4e2d\u6700\u5177\u524d\u77bb\u6027\u7684\u90e8\u5206&#xff0c;\u63a2\u8ba8\u4e86LLM\u5982\u4f55\u4f5c\u4e3a\u201c\u8d85\u7ea7\u5927\u8111\u201d&#xff0c;\u8d4b\u80fd\u6570\u5b57\u5b6a\u751f\u548c\u4e0b\u4e00\u4ee3\u901a\u4fe1\u7f51\u7edc\u3002<\/p>\n<h3 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"background-color:#ffffff\"><span style=\"color:#2b77bf\">3.1 LSDTs&#xff1a;LLM\u9a71\u52a8\u7684\u201c\u81ea\u4e3b\u51b3\u7b56\u201d\u6570\u5b57\u5b6a\u751f<\/span><\/span><\/h3>\n<p>\u4f20\u7edf\u7684\u6570\u5b57\u5b6a\u751f\u9700\u8981\u4eba\u5de5\u8f93\u5165\u5927\u91cf\u7684\u89c4\u5219\u548c\u7ea6\u675f&#xff0c;\u4f8b\u5982\u73af\u5883\u6cd5\u89c4\u3001\u6280\u672f\u6307\u5357\u7b49\u975e\u7ed3\u6784\u5316\u6587\u6863\u3002\u8fd9\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u4f53\u529b\u6d3b&#xff0c;\u4e14\u66f4\u65b0\u6ede\u540e\u3002<\/p>\n<p>\u300aLSDTs: LLM-Augmented Semantic Digital Twins for Adaptive Knowledge-Intensive Infrastructure Planning\u300b\u8fd9\u7bc7\u6587\u7ae0\u662f\u6838\u5fc3\u4e2d\u7684\u6838\u5fc3 [8]\u3002\u5b83\u63d0\u51fa\u4e86LSDTs&#xff08;LLM-Augmented Semantic Digital Twins&#xff09;\u6846\u67b6&#xff0c;\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b&#xff08;LLM&#xff09;\u7684\u5f3a\u5927\u7406\u89e3\u80fd\u529b&#xff0c;\u5b9e\u73b0\u4e86\u6570\u5b57\u5b6a\u751f\u7684\u201c\u81ea\u4e3b\u5b66\u4e60\u201d&#xff1a;<\/p>\n<p>1\u77e5\u8bc6\u63d0\u53d6&#xff1a;LLM \u81ea\u52a8\u9605\u8bfb\u6d77\u91cf\u7684\u975e\u7ed3\u6784\u5316\u6587\u6863&#xff08;\u5982\u6700\u65b0\u7684\u73af\u4fdd\u6cd5\u3001\u5efa\u7b51\u89c4\u8303\u3001\u5b89\u5168\u624b\u518c&#xff09;\u3002<\/p>\n<p>2\u8bed\u4e49\u6ce8\u5165&#xff1a;LLM \u5c06\u63d0\u53d6\u51fa\u7684\u77e5\u8bc6\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u7684\u8bed\u4e49\u7ea6\u675f\u548c\u89c4\u5219&#xff0c;\u5e76\u6ce8\u5165\u5230\u6570\u5b57\u5b6a\u751f\u7684\u672c\u4f53\u8bba\u5c42\u3002<\/p>\n<p>3\u81ea\u9002\u5e94\u89c4\u5212&#xff1a;\u5f53\u7528\u6237\u63d0\u51fa\u89c4\u5212\u9700\u6c42\u65f6&#xff0c;LSDT \u4e0d\u4ec5\u57fa\u4e8e\u7269\u7406\u6a21\u578b\u8fdb\u884c\u4eff\u771f&#xff0c;\u8fd8\u4f1a\u57fa\u4e8e LLM \u6ce8\u5165\u7684\u89c4\u5219\u8fdb\u884c\u5408\u89c4\u6027\u68c0\u67e5\u548c\u81ea\u9002\u5e94\u8c03\u6574\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740&#xff0c;\u672a\u6765\u7684\u6570\u5b57\u5b6a\u751f\u4e0d\u518d\u9700\u8981\u4eba\u5de5\u82e6\u529b\u53bb\u5f55\u5165\u89c4\u5219&#xff0c;LLM \u4f1a\u81ea\u52a8\u9605\u8bfb\u6587\u6863\u5e76\u544a\u8bc9\u7cfb\u7edf&#xff1a;\u201c\u6839\u636e\u6700\u65b0\u7684\u73af\u4fdd\u6cd5&#xff0c;\u8fd9\u91cc\u7684\u5e03\u7ebf\u9700\u8981\u9884\u7559 500 \u7c73\u7f13\u51b2\u533a\u3002\u201d\u6570\u5b57\u5b6a\u751f\u771f\u6b63\u83b7\u5f97\u4e86\u201c\u81ea\u4e3b\u51b3\u7b56\u201d\u7684\u80fd\u529b\u3002<\/p>\n<h3 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"background-color:#ffffff\"><span style=\"color:#2b77bf\">3.2\u8bed\u4e49\u611f\u77e5\u901a\u4fe1&#xff1a;\u4ece\u4f20\u8f93\u201c\u6bd4\u7279\u201d\u5230\u4f20\u8f93\u201c\u610f\u4e49\u201d<\/span><\/span><\/h3>\n<p>\u901a\u4fe1\u7f51\u7edc\u7684\u672a\u6765&#xff0c;\u4e0d\u518d\u662f\u8ffd\u6c42\u66f4\u9ad8\u7684\u5e26\u5bbd&#xff0c;\u800c\u662f\u8ffd\u6c42\u66f4\u9ad8\u7684\u6548\u7387\u548c\u8bed\u4e49\u7406\u89e3\u3002<\/p>\n<p>\u300aGenerative AI-Driven Semantic Communication Networks\u300b\u4e0e\u300aFrom Semantic Communication to Semantic-aware Networking\u300b\u8fd9\u4e24\u7bc7\u6587\u7ae0\u5171\u540c\u6784\u7b51\u4e86\u672a\u6765\u901a\u4fe1\u7684\u613f\u666f [9] [10]\u3002<\/p>\n<p>\u3010\u6838\u5fc3\u8f6c\u53d8\u3011<span style=\"color:#2b77bf\">\u4f20\u7edf\u901a\u4fe1&#xff1a;\u4f20\u8f93<\/span>\u6bd4\u7279&#xff08;Bits&#xff09;<span style=\"color:#2b77bf\">&#xff0c;\u76ee\u6807\u662f\u63a5\u6536\u7aef\u7cbe\u786e\u8fd8\u539f\u53d1\u9001\u7aef\u7684\u6bcf\u4e00\u4e2a0\u548c1\u3002\u8bed\u4e49\u901a\u4fe1&#xff1a;\u4f20\u8f93<\/span>\u610f\u4e49&#xff08;Meaning&#xff09;<span style=\"color:#2b77bf\">&#xff0c;\u76ee\u6807\u662f\u63a5\u6536\u7aef\u51c6\u786e\u7406\u89e3\u53d1\u9001\u7aef\u7684\u610f\u56fe\u3002<\/span><\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" class=\"rich_pages wxw-img\" height=\"600\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260124020434-697428b287c19.png\" width=\"447\" \/><\/p>\n<p>\u901a\u8fc7\u751f\u6210\u5f0fAI\u9a71\u52a8&#xff0c;\u7f51\u7edc\u80fd\u591f\u7406\u89e3\u4f60\u53d1\u9001\u5185\u5bb9\u7684\u8bed\u4e49&#xff0c;\u53ea\u4f20\u8f93\u4e0e\u201c\u610f\u4e49\u201d\u76f8\u5173\u7684\u6700\u5c0f\u4fe1\u606f\u91cf\u3002\u8fd9\u5e26\u6765\u4e86\u4e24\u4e2a\u9769\u547d\u6027\u7684\u4f18\u52bf&#xff1a;<\/p>\n<p>1\u6781\u81f4\u538b\u7f29&#xff1a;\u5728\u5de5\u4e1a\u7269\u8054\u7f51\u3001\u81ea\u52a8\u9a7e\u9a76\u7b49\u573a\u666f&#xff0c;\u6570\u636e\u538b\u7f29\u7387\u53ef\u8fbe99%\u4ee5\u4e0a&#xff0c;\u6781\u5927\u5730\u8282\u7701\u4e86\u5e26\u5bbd\u3002<\/p>\n<p>2\u4f4e\u5ef6\u8fdf&#xff1a;\u4f20\u8f93\u7684\u6570\u636e\u91cf\u5927\u5e45\u51cf\u5c11&#xff0c;\u4f7f\u5f97\u7f51\u7edc\u5ef6\u8fdf\u964d\u81f3\u6700\u4f4e&#xff0c;\u5b9e\u73b0\u8fd1\u4e4e\u5b9e\u65f6\u7684\u4ea4\u4e92\u3002<\/p>\n<p>\u672a\u6765\u7684\u7f51\u7edc\u5c06\u662f\u4e00\u4e2a\u201c\u8bed\u4e49\u611f\u77e5\u7f51\u7edc\u201d&#xff0c;\u5b83\u4e0d\u4ec5\u80fd\u4f20\u8f93\u6570\u636e&#xff0c;\u8fd8\u80fd\u7406\u89e3\u6570\u636e&#xff0c;\u5e76\u6839\u636e\u4e1a\u52a1\u9700\u6c42\u52a8\u6001\u8c03\u6574\u4f20\u8f93\u7b56\u7565\u3002<\/p>\n<h2 style=\"margin-left:0;margin-right:0;text-align:center\"><span style=\"background-color:#ffffff\"><span style=\"color:#2b77bf\">\u56db\u3001\u4e3a\u4ec0\u4e48\u8fd9\u4efd\u8d44\u6e90\u503c\u5f97\u4f60\u6536\u85cf&#xff1f;&#xff08;\u884c\u52a8\u6307\u5357&#xff09;<\/span><\/span><\/h2>\n<p>\u8fd9\u5957\u8d44\u6e90\u5305\u4e0d\u4ec5\u4ec5\u662f 14 \u7bc7 PDF \u7684\u96c6\u5408&#xff0c;\u5b83\u4ee3\u8868\u4e86\u5f53\u524d\u6280\u672f\u524d\u6cbf\u7684\u201c\u7406\u8bba-\u5de5\u7a0b-\u672a\u6765\u201d\u95ed\u73af\u3002<\/p>\n<h3 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"background-color:#ffffff\"><span style=\"color:#2b77bf\">4.1\u4ece\u7406\u8bba\u5230\u5de5\u7a0b\u7684\u95ed\u73af&#xff1a;\u89e3\u51b3\u201c\u77e5\u884c\u4e0d\u4e00\u201d<\/span><\/span><\/h3>\n<p>\u8bb8\u591a\u6280\u672f\u4eba\u5458\u56f0\u4e8e\u7406\u8bba\u4e0e\u5b9e\u8df5\u7684\u8131\u8282\u3002\u8fd9\u4efd\u8d44\u6e90\u5305\u63d0\u4f9b\u4e86\u5b8c\u7f8e\u7684\u95ed\u73af&#xff1a;<\/p>\n<table border=\"1\" cellspacing=\"0\" style=\"width:677px\">\n<tbody>\n<tr>\n<td style=\"background-color:#ffffff;height:36pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u7ef4\u5ea6<\/span><\/p>\n<\/td>\n<td style=\"background-color:#ffffff;border-color:#e1e4e8 #f6f8fa;height:36pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u8d44\u6e90\u793a\u4f8b<\/span><\/p>\n<\/td>\n<td style=\"background-color:#ffffff;height:36pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u4ef7\u503c\u4f53\u73b0<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"background-color:#ffffff;height:28.8pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u7406\u8bba\u7efc\u8ff0<\/span><\/p>\n<\/td>\n<td style=\"background-color:#ffffff;border-color:#e1e4e8 #f6f8fa;height:28.8pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u300aOntologies in digital twins: A systematic literature review\u300b<\/span><\/p>\n<\/td>\n<td style=\"background-color:#ffffff;height:28.8pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u5e2e\u52a9\u4f60\u7cfb\u7edf\u6027\u5730\u5efa\u7acb\u77e5\u8bc6\u4f53\u7cfb&#xff0c;\u907f\u514d\u76f2\u4eba\u6478\u8c61\u3002<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"background-color:#ffffff;height:28.8pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u5de5\u7a0b\u5b9e\u8df5<\/span><\/p>\n<\/td>\n<td style=\"background-color:#ffffff;border-color:#e1e4e8 #f6f8fa;height:28.8pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u300aPalantir: Hierarchical Similarity Detection&#8230;\u300b<\/span><\/p>\n<\/td>\n<td style=\"background-color:#ffffff;height:28.8pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u63ed\u793a\u9876\u7ea7\u516c\u53f8\u7684\u5de5\u7a0b\u5b9e\u73b0\u7ec6\u8282&#xff0c;\u6307\u5bfc\u4f60\u7684\u67b6\u6784\u8bbe\u8ba1\u3002<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"background-color:#ffffff;height:28.8pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u672a\u6765\u524d\u77bb<\/span><\/p>\n<\/td>\n<td style=\"background-color:#ffffff;border-color:#e1e4e8 #f6f8fa;height:28.8pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u300aLSDTs: LLM-Augmented Semantic Digital Twins&#8230;\u300b<\/span><\/p>\n<\/td>\n<td style=\"background-color:#ffffff;height:28.8pt;vertical-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:left\"><span>\u9501\u5b9a\u672a\u6765\u00a02-3\u00a0\u5e74\u7684\u6280\u672f\u70ed\u70b9&#xff0c;\u63d0\u524d\u5e03\u5c40\u3002<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"background-color:#ffffff\"><span style=\"color:#2b77bf\">4.2\u524d\u77bb\u6027\u7684\u201cAI&#043;\u201d\u878d\u5408&#xff1a;\u9501\u5b9a\u4e0b\u4e00\u4e2a\u98ce\u53e3<\/span><\/span><\/h3>\n<p>\u8fd9\u4efd\u8d44\u6e90\u5305\u7387\u5148\u5f15\u5165\u4e86 LLM&#xff08;\u5927\u6a21\u578b&#xff09;\u4e0e KG&#xff08;\u77e5\u8bc6\u56fe\u8c31&#xff09;\u7ed3\u5408\u7684\u843d\u5730\u6848\u4f8b&#xff08;LSDTs&#xff09;&#xff0c;\u8fd9\u662f\u76ee\u524d\u6280\u672f\u5708\u6700\u5377\u3001\u4e5f\u662f\u6700\u6709\u673a\u4f1a\u5b9e\u73b0\u7a81\u7834\u7684\u65b9\u5411\u3002\u5b83\u4e3a\u4f60\u63d0\u4f9b\u4e86&#xff1a;<\/p>\n<p>\u2022LLM\u8d4b\u80fd\u6570\u636e\u6cbb\u7406&#xff1a;\u5982\u4f55\u8ba9\u5927\u6a21\u578b\u4ece\u975e\u7ed3\u6784\u5316\u6570\u636e\u4e2d\u63d0\u53d6\u7ed3\u6784\u5316\u77e5\u8bc6\u3002<\/p>\n<p>\u2022KG\u8d4b\u80fd\u6570\u5b57\u5b6a\u751f&#xff1a;\u5982\u4f55\u7528\u77e5\u8bc6\u56fe\u8c31\u4e3a\u6570\u5b57\u5b6a\u751f\u63d0\u4f9b\u903b\u8f91\u548c\u63a8\u7406\u80fd\u529b\u3002<\/p>\n<p>\u2022AI\u8d4b\u80fd\u901a\u4fe1&#xff1a;\u5982\u4f55\u5229\u7528\u751f\u6210\u5f0f AI \u5b9e\u73b0\u901a\u4fe1\u6548\u7387\u7684\u9769\u547d\u6027\u63d0\u5347\u3002<\/p>\n<h3 style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"background-color:#ffffff\"><span style=\"color:#2b77bf\">4.3\u914d\u5957\u4e2d\u6587PPT\u603b\u7ed3&#xff1a;\u9ad8\u6548\u5b66\u4e60\u7684\u52a0\u901f\u5668<\/span><\/span><\/h3>\n<p>\u6211\u4eec\u6df1\u77e5&#xff0c;14 \u7bc7\u82f1\u6587\u6587\u732e\u770b\u5b8c\u81f3\u5c11\u9700\u8981\u4e00\u5468\u65f6\u95f4\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;\u6211\u4eec\u9488\u5bf9\u6bcf\u4e00\u7bc7\u6587\u732e\u90fd\u51c6\u5907\u4e86\u4e2d\u6587\u6df1\u5ea6\u603b\u7ed3PPT&#xff0c;\u8ba9\u4f60\u57285\u5206\u949f\u5185\u638c\u63e1\u4e00\u7bc7\u6587\u7ae0\u7684\u7cbe\u9ad3\u3002\u8fd9\u4e9b PPT \u7ed3\u6784\u6e05\u6670\u3001\u8bed\u8a00\u901a\u4fd7&#xff0c;\u975e\u5e38\u9002\u5408\u4f60\u5728\u516c\u53f8\u5185\u90e8\u505a\u6280\u672f\u5206\u4eab\u3001\u5468\u62a5\u53c2\u8003&#xff0c;\u6216\u4f5c\u4e3a\u5feb\u901f\u5b66\u4e60\u65b0\u9886\u57df\u7684\u52a0\u901f\u5668\u3002<\/p>\n<p>\u3010\u884c\u52a8\u547c\u5401\u3011<\/p>\n<p>\u672a\u6765\u5df2\u6765&#xff0c;\u4f46\u5b83\u5e76\u975e\u5747\u5300\u5206\u5e03\u3002\u8fd9\u4efd\u8d44\u6e90\u5305&#xff0c;\u5c31\u662f\u4f60\u7ad9\u5728\u6280\u672f\u6d6a\u6f6e\u4e4b\u5dc5\u7684\u5165\u573a\u5238\u3002<\/p>\n<p>\u7acb\u5373\u83b7\u53d6\u8fd9\u5957\u5305\u542b14\u7bc7\u9876\u7ea7\u767d\u76ae\u4e66\u548c\u914d\u5957\u4e2d\u6587PPT&#xff0c;\u9501\u5b9a\u4f60\u7684\u672a\u6765\u4e94\u5e74\u6280\u672f\u4f18\u52bf\u3002<\/p>\n<p>\u53c2\u8003\u6587\u732e<\/p>\n<p>[1] Data integration and analysis platforms as digital platforms<\/p>\n<p>[2] Palantir: Hierarchical Similarity Detection for Post-Deduplication Delta Compression<\/p>\n<p>[3] PALANTIR: 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