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\u8fc1\u79fb&#xff0c;\u5148\u8981\u5f04\u6e05\u695a\u8fc1\u79fb\u7684\u5bf9\u8c61\u662f\u4ec0\u4e48<\/h3>\n<p>\u5728\u8fc1\u79fb\u4e4b\u524d\u554a&#xff0c;\u6700\u5bb9\u6613\u72af\u7684\u4e00\u4e2a\u9519&#xff0c;\u5c31\u662f\u5149\u53bb\u6570\u6709\u591a\u5c11\u4e2a\u96c6\u5408\u3001\u6709\u591a\u5c11\u4e2a\u6587\u6863\u3002\u771f\u6b63\u9700\u8981\u53bb\u76d8\u70b9\u7684\u4e1c\u897f&#xff0c;\u5176\u5b9e\u81f3\u5c11\u5f97\u5305\u62ec\u56db\u4e2a\u5c42\u6b21\u3002 <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260810112518-6a79b51ec0302.png\" alt=\"image.png\" \/><\/p>\n<p>\u7b2c\u4e00\u4e2a\u662f\u6570\u636e\u5c42\u3002\u4f60\u5f97\u53bb\u786e\u8ba4\u96c6\u5408\u7684\u5b57\u6bb5\u662f\u4ec0\u4e48\u7c7b\u578b&#xff0c;\u5d4c\u5957\u6709\u591a\u5c11\u5c42&#xff0c;\u6709\u6ca1\u6709\u7a7a\u503c\u7684\u60c5\u51b5&#xff0c;\u65f6\u95f4\u5b57\u6bb5\u662f\u4ec0\u4e48\u683c\u5f0f&#xff0c;\u8fd8\u6709\u5386\u53f2\u6570\u636e\u91cc\u9762\u6709\u6ca1\u6709\u4ec0\u4e48\u5f02\u5e38\u7684\u503c\u3002\u6587\u6863\u6570\u636e\u5e93\u90a3\u79cd\u7075\u6d3b\u7684\u6a21\u5f0f\u554a&#xff0c;\u7528\u8d77\u6765\u786e\u5b9e\u65b9\u4fbf\u3002\u4f46\u662f\u7075\u6d3b\u4e5f\u5c31\u610f\u5473\u7740&#xff0c;\u540c\u4e00\u4e2a\u5b57\u6bb5\u5728\u4e0d\u540c\u65f6\u95f4\u5199\u8fdb\u53bb\u7684\u65f6\u5019&#xff0c;\u53ef\u80fd\u7c7b\u578b\u90fd\u4e0d\u4e00\u6837\u3002\u8fc1\u79fb\u7684\u65f6\u5019&#xff0c;\u5982\u679c\u4f60\u5149\u770b\u7740\u51e0\u4e2a\u6837\u4f8b\u6587\u6863\u5c31\u53bb\u8bbe\u8ba1\u76ee\u6807\u7684\u7ed3\u6784&#xff0c;\u90a3\u5f80\u5f80\u4f1a\u628a\u5386\u53f2\u6570\u636e\u91cc\u9762\u7684\u4e00\u4e9b\u8fb9\u754c\u60c5\u51b5\u7ed9\u6f0f\u6389\u3002<\/p>\n<p>\u7b2c\u4e8c\u4e2a\u662f\u8bbf\u95ee\u5c42\u3002\u4f60\u5f97\u628a\u5e94\u7528\u7528\u8fc7\u7684\u67e5\u8be2\u6761\u4ef6\u3001\u600e\u4e48\u6392\u5e8f\u7684\u3001\u600e\u4e48\u5206\u9875\u7684\u3001\u600e\u4e48\u66f4\u65b0\u7684&#xff0c;\u8fd8\u6709\u6279\u91cf\u64cd\u4f5c&#xff0c;\u5168\u90fd\u7ed9\u5217\u51fa\u6765\u3002\u8fc1\u79fb\u554a&#xff0c;\u4e0d\u80fd\u5149\u770b\u6570\u636e\u957f\u4ec0\u4e48\u6837&#xff0c;\u8fd8\u5f97\u770b\u5e94\u7528\u5b9e\u9645\u4e0a\u662f\u600e\u4e48\u53bb\u7528\u8fd9\u4e9b\u6570\u636e\u7684\u3002\u6253\u4e2a\u6bd4\u65b9&#xff0c;\u67d0\u4e2a\u5b57\u6bb5\u5199\u8fdb\u53bb\u7684\u65f6\u5019\u5e76\u6ca1\u6709\u552f\u4e00\u7ea6\u675f&#xff0c;\u4f46\u662f\u5e94\u7528\u4ee3\u7801\u91cc\u9762\u9ed8\u8ba4\u5b83\u5c31\u662f\u4e0d\u4f1a\u91cd\u590d\u7684\u3002\u53c8\u6216\u8005\u67d0\u4e2a\u6570\u7ec4\u5b57\u6bb5\u770b\u7740\u597d\u50cf\u4e0d\u592a\u91cd\u8981&#xff0c;\u4f46\u5176\u5b9e\u662f\u67e5\u8be2\u8fc7\u6ee4\u6761\u4ef6\u91cc\u9762\u7684\u4e00\u90e8\u5206\u3002\u8fd9\u4e9b\u4fe1\u606f\u554a&#xff0c;\u6bd4\u201c\u8fd9\u4e2a\u96c6\u5408\u5230\u5e95\u6709\u591a\u5c11\u5217\u201d\u66f4\u8981\u7d27&#xff0c;\u5b83\u4eec\u624d\u51b3\u5b9a\u4e86\u8fc1\u79fb\u5b8c\u4e4b\u540e\u517c\u4e0d\u517c\u5bb9\u3002<\/p>\n<p>\u7b2c\u4e09\u4e2a\u662f\u7d22\u5f15\u5c42\u3002\u7d22\u5f15\u8fd9\u4e2a\u4e1c\u897f\u554a&#xff0c;\u5f97\u4ece\u4e1a\u52a1\u7684\u67e5\u8be2\u51fa\u53d1\u53bb\u91cd\u65b0\u786e\u8ba4\u3002\u539f\u6765\u7cfb\u7edf\u91cc\u9762\u7684\u7d22\u5f15&#xff0c;\u53ef\u80fd\u5c31\u662f\u4e3a\u4e86\u4ee5\u524d\u67d0\u4e2a\u8001\u7248\u672c\u7684\u67e5\u8be2\u5efa\u7684\u3002\u4e5f\u53ef\u80fd\u6709\u4e00\u4e9b\u7d22\u5f15\u653e\u4e86\u5f88\u4e45&#xff0c;\u6839\u672c\u5c31\u6ca1\u8c01\u7528\u8fc7\u3002\u8fc1\u79fb\u7684\u65f6\u5019\u5462&#xff0c;\u5e94\u8be5\u628a\u7d22\u5f15\u5206\u6210\u4e09\u7c7b\u3002\u5c31\u662f\u5fc5\u987b\u7559\u4e0b\u7684\u3001\u9700\u8981\u91cd\u65b0\u5efa\u7684&#xff0c;\u8fd8\u6709\u53ef\u4ee5\u76f4\u63a5\u6dd8\u6c70\u6389\u7684\u3002\u7136\u540e\u518d\u62ff\u5178\u578b\u7684\u67e5\u8be2\u53bb\u8dd1\u4e00\u4e0b&#xff0c;\u770b\u770b\u6267\u884c\u8ba1\u5212\u5bf9\u4e0d\u5bf9\u3002\u800c\u4e0d\u662f\u8bf4\u50bb\u4e4e\u4e4e\u5730\u628a\u6240\u6709\u7684\u7d22\u5f15\u90fd\u539f\u6837\u642c\u8fc7\u53bb\u3002<\/p>\n<p>\u7b2c\u56db\u4e2a\u662f\u8fd0\u884c\u5c42\u3002\u4f60\u5f97\u641e\u6e05\u695a\u8fc1\u79fb\u7684\u7a97\u53e3\u5728\u54ea&#xff0c;\u589e\u91cf\u540c\u6b65\u600e\u4e48\u641e&#xff0c;\u56de\u9000\u7684\u65b9\u6848\u662f\u4ec0\u4e48&#xff0c;\u6821\u9a8c\u7684\u53e3\u5f84\u662f\u4ec0\u4e48&#xff0c;\u8fd8\u6709\u5207\u6362\u7684\u65f6\u5019\u5230\u5e95\u8c01\u8d1f\u8d23\u3002\u6570\u636e\u91cf\u8981\u662f\u5f88\u5927\u7684\u8bdd&#xff0c;\u4e00\u6b21\u6027\u505c\u673a\u5bfc\u5165\u5176\u5b9e\u5e76\u4e0d\u9002\u5408\u6240\u6709\u7684\u573a\u666f\u3002\u66f4\u7a33\u5f53\u7684\u4e00\u4e2a\u505a\u6cd5\u901a\u5e38\u662f\u4ec0\u4e48\u5462&#xff1f;\u5148\u53bb\u628a\u5168\u91cf\u8fc1\u79fb\u7ed9\u5f04\u5b8c&#xff0c;\u63a5\u7740\u6301\u7eed\u53bb\u540c\u6b65\u589e\u91cf\u7684\u90e8\u5206&#xff0c;\u6700\u540e\u6311\u4e00\u4e2a\u4f4e\u5cf0\u671f\u7684\u65f6\u95f4\u6bb5&#xff0c;\u82b1\u5f88\u77ed\u7684\u65f6\u95f4\u628a\u5207\u6362\u7ed9\u505a\u4e86\u3002\u4e0d\u7ba1\u4f60\u7528\u7684\u662f\u4ec0\u4e48\u5de5\u5177&#xff0c;\u5728\u5207\u6362\u4e4b\u524d&#xff0c;\u4f60\u90fd\u5f97\u660e\u786e\u4e00\u53e5\u8bdd&#xff1a;\u201c\u5230\u5e95\u4ec0\u4e48\u60c5\u51b5\u624d\u7b97\u8fc1\u79fb\u5b8c\u6210\u4e86\u201d\u3002 \u6211\u4e00\u822c\u4f1a\u5148\u7528\u4e0b\u9762\u8fd9\u5f20\u8868&#xff0c;\u628a\u201c\u8fc1\u79fb\u5bf9\u8c61\u201d\u7ed9\u5177\u4f53\u5316\u3002\u5b83\u53ef\u6bd4\u90a3\u79cd\u5149\u5199\u7740\u96c6\u5408\u540d\u5b57\u548c\u6570\u636e\u91cf\u7684\u6e05\u5355\u6709\u7528\u591a\u4e86\u3002<\/p>\n<table>\n<tr>\u76d8\u70b9\u5bf9\u8c61\u81f3\u5c11\u8bb0\u5f55\u4ec0\u4e48\u8fc1\u79fb\u9a8c\u6536\u4fe1\u53f7<\/tr>\n<tbody>\n<tr>\n<td>\u6587\u6863\u7ed3\u6784<\/td>\n<td>\u5b57\u6bb5\u7c7b\u578b\u3001\u5d4c\u5957\u5c42\u7ea7\u3001\u7a7a\u503c\u3001\u5f02\u5e38\u6837\u672c<\/td>\n<td>\u5173\u952e\u5b57\u6bb5\u7c7b\u578b\u548c\u4e1a\u52a1\u542b\u4e49\u4e00\u81f4<\/td>\n<\/tr>\n<tr>\n<td>\u8bbf\u95ee\u65b9\u5f0f<\/td>\n<td>\u67e5\u8be2\u3001\u6392\u5e8f\u3001\u5206\u9875\u3001\u6279\u91cf\u66f4\u65b0<\/td>\n<td>\u5178\u578b\u63a5\u53e3\u7ed3\u679c\u548c\u8fb9\u754c\u884c\u4e3a\u4e00\u81f4<\/td>\n<\/tr>\n<tr>\n<td>\u7d22\u5f15<\/td>\n<td>\u7d22\u5f15\u5b57\u6bb5\u3001\u57fa\u6570\u3001\u4f7f\u7528\u9891\u7387<\/td>\n<td>\u5173\u952e\u67e5\u8be2\u6709\u7a33\u5b9a\u6267\u884c\u8ba1\u5212<\/td>\n<\/tr>\n<tr>\n<td>\u8fd0\u884c\u4efb\u52a1<\/td>\n<td>\u5b9a\u65f6\u4f5c\u4e1a\u3001\u62a5\u8868\u3001\u5907\u4efd\u3001\u544a\u8b66<\/td>\n<td>\u5207\u6362\u540e\u4efb\u52a1\u4e0d\u518d\u8bbf\u95ee\u65e7\u8fde\u63a5<\/td>\n<\/tr>\n<tr>\n<td>\u6570\u636e\u5b89\u5168<\/td>\n<td>\u8d26\u53f7\u3001\u6743\u9650\u3001\u8131\u654f\u3001\u5ba1\u8ba1<\/td>\n<td>\u8d8a\u6743\u8bbf\u95ee\u548c\u654f\u611f\u5b57\u6bb5\u66b4\u9732\u5747\u88ab\u62e6\u622a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>\u4e00\u4e2a\u5c0f\u578b\u6570\u636e\u753b\u50cf\u811a\u672c<\/h4>\n<p><span class=\"token keyword\">const<\/span> sampleSize <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">2000<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token keyword\">const<\/span> collectionName <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;device_events&#034;<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token keyword\">const<\/span> c <span class=\"token operator\">&#061;<\/span> db<span class=\"token punctuation\">.<\/span><span class=\"token function\">getCollection<\/span><span class=\"token punctuation\">(<\/span>collectionName<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p><span class=\"token function\">printjson<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n  <span class=\"token literal-property property\">collection<\/span><span class=\"token operator\">:<\/span> collectionName<span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token literal-property property\">count<\/span><span class=\"token operator\">:<\/span> c<span class=\"token punctuation\">.<\/span><span class=\"token function\">estimatedDocumentCount<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token literal-property property\">indexes<\/span><span class=\"token operator\">:<\/span> c<span class=\"token punctuation\">.<\/span><span class=\"token function\">getIndexes<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">map<\/span><span class=\"token punctuation\">(<\/span><span class=\"token parameter\">x<\/span> <span class=\"token operator\">&#061;&gt;<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span> <span class=\"token literal-property property\">name<\/span><span class=\"token operator\">:<\/span> x<span class=\"token punctuation\">.<\/span>name<span class=\"token punctuation\">,<\/span> <span class=\"token literal-property property\">key<\/span><span class=\"token operator\">:<\/span> x<span class=\"token punctuation\">.<\/span>key <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>c<span class=\"token punctuation\">.<\/span><span class=\"token function\">aggregate<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span><br \/>\n  <span class=\"token punctuation\">{<\/span> <span class=\"token literal-property property\">$sample<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span> <span class=\"token literal-property property\">size<\/span><span class=\"token operator\">:<\/span> sampleSize <span class=\"token punctuation\">}<\/span> <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token punctuation\">{<\/span> <span class=\"token literal-property property\">$project<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n      <span class=\"token literal-property property\">_id<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span><br \/>\n      <span class=\"token literal-property property\">fieldTypes<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token literal-property property\">device_id<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span> <span class=\"token literal-property property\">$type<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;$device_id&#034;<\/span> <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token literal-property property\">event_time<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span> <span class=\"token literal-property property\">$type<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;$event_time&#034;<\/span> <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token literal-property property\">payload<\/span><span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span> <span class=\"token literal-property property\">$type<\/span><span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;$payload&#034;<\/span> <span class=\"token punctuation\">}<\/span><br \/>\n      <span class=\"token punctuation\">}<\/span><br \/>\n  <span class=\"token punctuation\">}<\/span> <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  <span class=\"token punctuation\">{<\/span> <span class=\"token literal-property property\">$limit<\/span><span class=\"token operator\">:<\/span> <span class=\"token number\">20<\/span> <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">forEach<\/span><span class=\"token punctuation\">(<\/span>printjson<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>\u8fd9\u4e2a\u811a\u672c\u554a&#xff0c;\u5b83\u53ea\u53bb\u8bfb\u96c6\u5408&#xff0c;\u91cd\u70b9\u662f\u5e72\u4e00\u4ef6\u4ec0\u4e48\u4e8b\u5462&#xff1f;\u5c31\u662f\u628a\u5b57\u6bb5\u7c7b\u578b\u7684\u6f02\u79fb\u60c5\u51b5\u3001\u7d22\u5f15\u73b0\u5728\u957f\u4ec0\u4e48\u6837&#xff0c;\u8fd8\u6709\u6570\u91cf\u7684\u5927\u6982\u4f30\u7b97&#xff0c;\u53d8\u6210\u53ef\u4ee5\u4ea4\u63a5\u51fa\u53bb\u7684\u8bc1\u636e\u3002\u5982\u679c\u96c6\u5408\u91cc\u9762\u542b\u6709\u654f\u611f\u7684\u5b57\u6bb5&#xff0c;\u90a3\u5c31\u53ea\u8f93\u51fa\u7c7b\u578b&#xff0c;\u7edd\u5bf9\u4e0d\u8f93\u51fa\u539f\u59cb\u7684\u503c\u3002<\/p>\n<h3>\u4e09\u3001KingbaseES \u7684\u878d\u5408\u601d\u8def&#xff0c;\u89e3\u51b3\u7684\u662f\u8fc1\u79fb\u4e4b\u540e\u7684\u95ee\u9898<\/h3>\n<p>\u4ece\u4ea7\u54c1\u7684\u5b9a\u4f4d\u6765\u770b\u7684\u8bdd&#xff0c;KingbaseES \u7684\u4ef7\u503c\u5176\u5b9e\u5e76\u4e0d\u53ea\u662f\u7ed9\u4f60\u591a\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5b58\u5173\u7cfb\u6570\u636e\u7684\u5730\u65b9\u3002KES-AI \u65f6\u4ee3\u878d\u5408\u6570\u636e\u5e93\u67b6\u6784&#xff0c;\u5b83\u5f3a\u8c03\u7684\u662f\u5728\u4e00\u4e2a\u7edf\u4e00\u7684\u5e95\u5ea7\u91cc\u9762&#xff0c;\u53bb\u5904\u7406\u5173\u7cfb\u6570\u636e\u3001\u6587\u6863\u6570\u636e\u3001\u5411\u91cf\u6570\u636e\u3001GIS \u6570\u636e\u8fd8\u6709\u65f6\u5e8f\u6570\u636e\u8fd9\u597d\u51e0\u79cd\u6a21\u578b\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260810112519-6a79b51f1a5c4.png\" alt=\"image.png\" \/><\/p>\n<p>\u90a3\u5bf9\u4e8e MongoDB 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