{"id":1406703,"date":"2026-10-26T16:30:25","date_gmt":"2026-10-26T16:30:25","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=blog&#038;p=1406703"},"modified":"2026-10-26T18:03:31","modified_gmt":"2026-10-26T18:03:31","slug":"a-three-layer-framework-for-smarter-cities","status":"publish","type":"blog","link":"https:\/\/www.artefact.com\/zh\/blog\/a-three-layer-framework-for-smarter-cities\/","title":{"rendered":"\u4e00\u4e2a\u9762\u5411\u667a\u6167\u57ce\u5e02\u7684\u4e09\u5c42\u6846\u67b6"},"content":{"rendered":"<div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:calc( 1440px + 20px );margin-left: calc(-20px \/ 2 );margin-right: calc(-20px \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-blend:overlay;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:10px;--awb-margin-bottom-large:0px;--awb-spacing-left-large:10px;--awb-width-medium:100%;--awb-spacing-right-medium:10px;--awb-spacing-left-medium:10px;--awb-width-small:100%;--awb-spacing-right-small:10px;--awb-spacing-left-small:10px;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-1\"><p><em>\u4f20\u611f\u5668\u6b63\u5e38\u8fd0\u884c\uff0c\u6570\u636e\u4eea\u8868\u76d8\u5b9e\u65f6\u66f4\u65b0\uff0c\u4f46\u8fd9\u5ea7\u57ce\u5e02\u5374\u4ecd\u65e0\u6cd5\u56de\u7b54\u4e00\u4e2a\u7b80\u5355\u7684\u95ee\u9898\u3002\u90a3\u4e9b\u8fdb\u5c55\u505c\u6ede\u7684\u57ce\u5e02\u5e76\u975e\u7f3a\u4e4f\u6280\u672f\uff0c\u800c\u662f\u7f3a\u4e4f\u5171\u540c\u7684\u8ba4\u77e5\uff0c\u800c\u8fd9\u79cd\u5dee\u8ddd\u6240\u5e26\u6765\u7684\u4ee3\u4ef7\u6b63\u5728\u4e0d\u65ad\u7d2f\u79ef\u3002.<\/em><\/p>\n<p>\u67d0\u5e02\u65b0\u5efa\u8fd0\u8425\u4e2d\u5fc3\u7684\u542f\u7528\u4e4b\u591c\u3002\u8fdc\u5904\u7684\u5899\u9762\u4e0a\u62fc\u63a5\u7740\u5b9e\u65f6\u6570\u636e\u6d41\uff1a\u4ea4\u901a\u4fe1\u53f7\u706f\u663e\u793a\u4e3a\u7eff\u706f\uff0c\u7a7a\u6c14\u8d28\u91cf\u6b63\u5e38\uff0c\u80fd\u6e90\u4f9b\u9700\u5e73\u8861\uff0c\u6240\u6709\u4f20\u611f\u5668\u5747\u6b63\u5e38\u8fd0\u884c\u3002\u8be5\u9879\u76ee\u5728\u89c4\u5b9a\u7684\u65f6\u95f4\u548c\u9884\u7b97\u5185\u987a\u5229\u7ae3\u5de5\u3002\u8fd9\u91cc\u7684\u4eba\u4eec\u5b8c\u5168\u6709\u7406\u7531\u4e3a\u6b64\u611f\u5230\u81ea\u8c6a\u3002.<\/p>\n<p>\u8fd9\u65f6\uff0c\u4e00\u4f4d\u9ad8\u7ba1\u63d0\u51fa\u4e86\u4e00\u4e2a\u76f4\u622a\u4e86\u5f53\u7684\u95ee\u9898\uff1a\u54ea\u4e9b\u793e\u533a\u7684\u6cbb\u5b89\u72b6\u51b5\u5728\u6076\u5316\uff1f\u672c\u5468\u53d1\u751f\u4e86\u591a\u5c11\u8d77\u4e25\u91cd\u4e8b\u4ef6\uff1f<\/p>\n<p>\u623f\u95f4\u91cc\u4e00\u7247\u5bc2\u9759\u3002\u8fd9\u5e76\u975e\u56e0\u4e3adata\u4e0d\u89c1\u4e86\u2014\u2014\u5b83\u660e\u660e\u5c31\u5728\u90a3\u91cc\uff0c\u6b63\u4eae\u7740\u5149\u6302\u5728\u5899\u4e0a\u3002\u800c\u662f\u56e0\u4e3a\u4ea4\u901a\u5e73\u53f0\u3001\u5b89\u5168\u7cfb\u7edf\u548c\u73af\u5883\u76d1\u6d4b\u7cfb\u7edf\u5bf9\u201c\u4e8b\u4ef6\u201d\u548c\u201c\u90bb\u57df\u201d\u7684\u5b9a\u4e49\u5404\u4e0d\u76f8\u540c\uff0c\u800c\u81f3\u4eca\u65e0\u4eba\u80fd\u51b3\u5b9a\u54ea\u4e00\u79cd\u5b9a\u4e49\u66f4\u5177\u6743\u5a01\u3002 \u8fd9\u5ea7\u57ce\u5e02\u80fd\u611f\u77e5\u4e00\u5207\uff0c\u5374\u65e0\u6cd5\u5f97\u51fa\u4efb\u4f55\u7ed3\u8bba\u3002.<\/p>\n<p>\u8fd9\u5e76\u975e\u4e00\u4e2a\u5c06\u5728\u4e0b\u4e00\u4e2a\u7248\u672c\u4e2d\u4fee\u590d\u7684\u6545\u969c\u3002\u8fd9\u662f\u67d0\u79cd\u7279\u5b9a\u3001\u4ee3\u4ef7\u9ad8\u6602\u4e14\u666e\u904d\u5b58\u5728\u7684\u5931\u8d25\u7684\u6807\u5fd7\uff0c\u800c\u8fd9\u79cd\u5931\u8d25\u51e0\u4e4e\u4ece\u6765\u4e0e\u6280\u672f\u672c\u8eab\u65e0\u5173\u3002.<\/p>\n<h2>\u4f20\u611f\u5668\u7684\u9b45\u529b<\/h2>\n<p>\u4e0d\u96be\u7406\u89e3\u57ce\u5e02\u4e3a\u4f55\u4f1a\u8d70\u5230\u8fd9\u4e00\u6b65\u3002\u611f\u77e5\u3001\u9884\u6d4b\u548c\u4f18\u5316\u6280\u672f\u5df2\u53d8\u5f97\u771f\u6b63\u5f3a\u5927\u4e14\u6613\u4e8e\u83b7\u53d6\u3002\u4f9b\u5e94\u5546\u672c\u5b63\u5ea6\u5c31\u80fd\u642d\u5efa\u8d77\u4e00\u4e2a\u5b9e\u65f6\u4ea4\u901a\u6a21\u578b\u3002\u76d1\u63a7\u7f51\u7edc\u53d1\u73b0\u4e8b\u6545\u7684\u901f\u5ea6\u6bd4\u4efb\u4f55\u5de1\u903b\u961f\u90fd\u5feb\u3002\u8fd9\u79cd\u80fd\u529b\u771f\u5b9e\u5b58\u5728\u4e14\u53d1\u5c55\u8fc5\u901f\uff0c\u56e0\u6b64\u9886\u5bfc\u8005\u4eec\u7406\u6240\u5f53\u7136\u5730\u8ba4\u4e3a\uff0c\u96be\u9898\u6b63\u5728\u4ed6\u4eec\u773c\u524d\u5f97\u5230\u89e3\u51b3\u3002.<\/p>\n<p>\u4f46\u4f60\u80fd\u770b\u5230\u5e76\u80fd\u4e70\u5230\u7684\u90e8\u5206\u5176\u5b9e\u662f\u5bb9\u6613\u7684\u3002\u5b83\u80fd\u5f88\u597d\u5730\u5c55\u793a\u81ea\u8eab\uff0c\u8fd9\u4e5f\u6b63\u662f\u5b83\u80fd\u5438\u5f15\u9884\u7b97\u7684\u539f\u56e0\u3002\u4e00\u4e2a\u57ce\u5e02\u7684\u4ef7\u503c\uff0c\u5c31\u50cf\u4e00\u5bb6\u516c\u53f8\u4e00\u6837\uff0c\u4e0d\u4ec5\u4ec5\u4f53\u73b0\u5728\u5176\u57fa\u7840\u8bbe\u65bd\u4e0a\u3002 \u5176\u4ef7\u503c\u5728\u4e8e\u4e00\u4e2a\u4efb\u4f55\u5e73\u53f0\u90fd\u672a\u9884\u88c5\u7684\u5c42\u9762\uff1a\u5373\u201cdata\u201d\u6240\u627f\u8f7d\u7684\u5171\u540c\u610f\u4e49\uff0c\u4ee5\u53ca\u5bf9\u5176\u5e94\u7528\u7ed3\u679c\u7684\u95ee\u8d23\u673a\u5236\u3002\u76d1\u6d4b\u7cfb\u7edf\u548c\u201cdata\u201d\u7684\u6570\u636e\u91cf\u5e76\u4e0d\u7b49\u540c\u4e8e\u7406\u89e3\uff1b\u4e8c\u8005\u4e4b\u95f4\u7684\u5dee\u8ddd\uff0c\u6b63\u662f\u667a\u6167\u57ce\u5e02\u4ef7\u503c\u6210\u8d25\u7684\u5173\u952e\u6240\u5728\u3002.<\/p>\n<blockquote>\n<p><em>\u201c\u4f20\u611f\u5668\u3001\u5e73\u53f0\u548c\u6a21\u578b\u4efb\u4f55\u4eba\u90fd\u53ef\u4ee5\u91c7\u8d2d\uff0c\u8fd9\u6070\u6070\u662f\u5b83\u4eec\u4e0d\u518d\u80fd\u5e26\u6765\u7ade\u4e89\u4f18\u52bf\u7684\u539f\u56e0\u3002\u5982\u4eca\u7684\u7ade\u4e89\u4f18\u52bf\u5728\u4e8e\u6280\u672f\u80cc\u540e\u7684\u6df1\u5c42\u542b\u4e49\uff1adata\u4ee3\u8868\u4e86\u4ec0\u4e48\uff0c\u4ee5\u53ca\u7ec4\u7ec7\u5185\u90e8\u662f\u5426\u5bf9\u6b64\u8fbe\u6210\u5171\u8bc6\u3002\u8fd9\u662f\u7ec4\u7ec7\u5fc5\u987b\u81ea\u5df1\u6784\u5efa\u7684\uff0c\u800c\u975e\u901a\u8fc7\u8d2d\u4e70\u83b7\u5f97\u7684\u3002\u201d<\/em> \u2013 \u963f\u91cc\u00b7\u6cd5\u54c8\u7279\uff0cData Engineering \u7ecf\u7406\uff0cArtefact<\/p>\n<\/blockquote>\n<h2>\u4e09\u4e2a\u5c42\u9762\uff1a\u6307\u6807\u3001\u6a21\u578b\u3001\u4efb\u52a1<\/h2>\n<p>\u6211\u4eec\u53d1\u73b0\uff0c\u5c06\u667a\u6167\u57ce\u5e02data\u5212\u5206\u4e3a\u4e09\u4e2a\u4e0d\u540c\u7684\u5c42\u6b21\u8fdb\u884c\u601d\u8003\u975e\u5e38\u6709\u7528\u3002\u6bcf\u4e2a\u5c42\u6b21\u89e3\u51b3\u7684\u95ee\u9898\u5404\u4e0d\u76f8\u540c\uff0c\u8d1f\u8d23\u65b9\u5404\u4e0d\u76f8\u540c\uff0c\u81ea\u52a8\u5316\u7a0b\u5ea6\u4e5f\u5404\u4e0d\u76f8\u540c\u3002.<\/p>\n<p><strong>\u201cThe Meter\u201d\u662f\u4e00\u79cd\u7531\u673a\u5668\u4e3b\u5bfc\u7684\u4f20\u611f\u6280\u672f\u3002.<\/strong> \u9065\u6d4b\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u9884\u6d4b\u3001\u5f02\u5e38\u68c0\u6d4b\u3002\u8fd9\u662f\u5177\u6709\u53ef\u91cf\u5316\u4ea7\u51fa\u7684\u7ed3\u6784\u5316\u5de5\u4f5c\uff0c\u4e5f\u662f\u5927\u529b\u63a8\u8fdb\u81ea\u52a8\u5316\u7684\u7406\u60f3\u9886\u57df\u3002\u8fd9\u4e5f\u662f\u5927\u5bb6\u5f80\u5f80\u8fc7\u5ea6\u6295\u8d44\u7684\u5c42\u7ea7\uff0c\u56e0\u4e3a\u8fd9\u662f\u53ef\u4ee5\u201c\u6302\u5728\u5899\u4e0a\u201d\u5c55\u793a\u7684\u6210\u679c\u3002\u539f\u5219\u5f88\u7b80\u5355\uff1a\u5982\u679c\u80fd\u4ee5\u8f83\u4f4e\u6210\u672c\u660e\u786e\u5b9a\u4e49\u5e76\u9a8c\u8bc1\u4fe1\u53f7\uff0c\u5c31\u5c06\u5176\u81ea\u52a8\u5316\u3002.<\/p>\n<p><strong>\u6a21\u578b\u5c31\u662f\u5171\u540c\u7684\u7406\u89e3\u3002Model is the shared meaning.<\/strong> \u5728\u201cdata\u201d\u80fd\u88ab\u91c7\u4fe1\u4e4b\u524d\uff0c\u5404\u673a\u6784\u5fc5\u987b\u5c31\u8fd9\u4e9b\u5b9a\u4e49\u8fbe\u6210\u4e00\u81f4\uff0c\u800c\u5b83\u4eec\u5728\u54ea\u4e9b\u65b9\u9762\u53c8\u5b58\u5728\u9690\u6027\u5206\u6b67\u3002 \u5bf9\u505c\u8f66\u56e2\u961f\u800c\u8a00\uff0c\u201c\u533a\u57df\u201d\u662f\u6307\u505c\u8f66\u533a\uff0c\u800c\u5bf9\u516c\u5171\u5b89\u5168\u90e8\u95e8\u6765\u8bf4\u5219\u662f\u8b66\u52a1\u8f96\u533a\uff0c\u8fd9\u4e24\u8005\u7684\u8fb9\u754c\u4ece\u672a\u91cd\u5408\u3002\u5bf9\u9053\u8def\u7cfb\u7edf\u800c\u8a00\uff0c\u201c\u4e8b\u4ef6\u201d\u662f\u6307\u4ea4\u901a\u4e2d\u65ad\uff0c\u800c\u5bf9\u5b89\u5168\u7cfb\u7edf\u6765\u8bf4\u5219\u662f\u4eba\u5458\u4f24\u5bb3\u3002 \u5bf9\u516c\u8def\u7ba1\u7406\u5c40\u800c\u8a00\uff0c\u201c\u8d44\u4ea7\u201d\u6307\u4e00\u6761\u9053\u8def\uff1b\u800c\u5bf9\u517b\u62a4\u56e2\u961f\u6765\u8bf4\uff0c\u5219\u662f\u6307\u4e00\u767e\u4e2a\u7f16\u53f7\u8def\u6bb5\u3002\u4e00\u4e2a\u8bcd\uff0c\u4e24\u79cd\u542b\u4e49\uff0c\u4e14\u603b\u6570\u6c38\u8fdc\u65e0\u6cd5\u543b\u5408\u3002\u6b63\u662f\u8fd9\u4e9b\u4ee3\u7801\u5217\u8868\u3001KPI\u5b9a\u4e49\u4ee5\u53ca\u8de8\u7cfb\u7edf\u6620\u5c04\uff0c\u624d\u4f7f\u5f97\u4ea4\u901a\u6570\u636e\u6e90\u4e0e\u89c4\u5212\u7cfb\u7edf\u80fd\u591f\u8fbe\u6210\u5171\u8bc6\uff0c\u786e\u8ba4\u5b83\u4eec\u6240\u63cf\u8ff0\u7684\u662f\u540c\u4e00\u6761\u8857\u9053\u3002 \u8fd9\u4e00\u8fc7\u7a0b\u7f13\u6162\u3001\u6d89\u53ca\u8de8\u90e8\u95e8\u534f\u4f5c\u4e14\u4e4f\u5584\u53ef\u9648\uff0c\u6ca1\u6709\u4efb\u4f55\u4f9b\u5e94\u5546\u80fd\u591f\u63d0\u4f9b\u7aef\u5230\u7aef\u7684\u89e3\u51b3\u65b9\u6848\u3002\u8fd9\u6b63\u662f\u5b83\u5e38\u88ab\u5ffd\u7565\u7684\u539f\u56e0\u3002\u5176\u6838\u5fc3\u539f\u5219\u662f\uff1a\u4e92\u64cd\u4f5c\u6027\u662f\u4e00\u79cd\u51b3\u7b56\uff0c\u800c\u975e\u4e00\u6b21\u91c7\u8d2d\u3002.<\/p>\n<p><strong>\u201c\u4f7f\u547d\u201d\u5373\u7531\u4eba\u627f\u62c5\u7684\u8d23\u4efb\u3002.<\/strong> Data \u4e3b\u6743\u3002\u6570\u636e\u4fdd\u7559\u4e0e\u9690\u79c1\u3002\u76d1\u63a7\u4e0e\u670d\u52a1\u4e4b\u95f4\u7684\u6743\u8861\u3002\u8fd9\u79cd\u4fe1\u4efb\u51b3\u5b9a\u4e86\u516c\u6c11\u662f\u5426\u4f1a\u63a5\u53d7\u4e0b\u4e00\u9879\u529f\u80fd\u3002\u6280\u672f\u53ef\u4ee5\u4e3a\u4e0a\u8ff0\u6bcf\u4e00\u4e2a\u65b9\u9762\u63d0\u4f9b\u652f\u6301\u3002\u4eba\u4eec\u5fc5\u987b\u638c\u63e1\u8fd9\u4e9b\u4e3b\u52a8\u6743\u3002\u539f\u5219\u662f\uff1a\u786e\u4fdd\u95ee\u8d23\u5236\u7531\u4eba\u6765\u627f\u62c5\u3002.<\/p>\n<p><img decoding=\"async\" class=\"lazyload  wp-image-1406704 aligncenter\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-1-scaled.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-1-scaled.webp\" alt=\"\" width=\"752\" height=\"423\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27752%27%20height%3D%27423%27%20viewBox%3D%270%200%20752%20423%27%3E%3Crect%20width%3D%27752%27%20height%3D%27423%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-1-18x10.webp 18w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-1-200x113.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-1-300x169.webp 300w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-1-400x225.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-1-600x338.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-1-768x432.webp 768w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-1-800x450.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-1-1024x576.webp 1024w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-1-1200x675.webp 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-1-scaled.webp 1440w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-1-1536x864.webp 1536w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 752px) 100vw, 752px\" \/><\/p>\n<p style=\"text-align: center;\"><em>\u56fe1\u2014\u2014\u6307\u6807\u3001\u6a21\u578b\u3001\u4f7f\u547d\uff1a\u6807\u5fd7\u6027\u7684\u4e09\u5c42\u6846\u67b6\uff0c\u4ece\u201c\u673a\u5668\u4e3b\u5bfc\u201d\u5230\u201c\u4eba\u7c7b\u4e3b\u5bfc\u201d\uff0c\u6bcf\u4e00\u5c42\u90fd\u6709\u5176\u5b9a\u4e49\u548c\u539f\u5219\u3002.<\/em><\/p>\n<p>\u8fd9\u4e9b\u5c42\u7ea7\u4f1a\u968f\u7740\u65f6\u95f4\u63a8\u79fb\u800c\u53d8\u5316\uff0c\u8fd9\u4e5f\u662f\u7406\u6240\u5e94\u5f53\u7684\u3002\u968f\u7740\u5de5\u5177\u7684\u6539\u8fdb\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u611f\u77e5\u6570\u636e\u80fd\u987a\u7545\u5730\u8f93\u5165\u201c\u4eea\u8868\u201d\u7cfb\u7edf\uff0c\u4ece\u800c\u8ba9\u4eba\u7c7b\u5f97\u4ee5\u4e13\u6ce8\u4e8e\u53ea\u6709\u4ed6\u4eec\u624d\u80fd\u505a\u51fa\u7684\u5224\u65ad\u3002\u4f46\u80fd\u529b\u7684\u53d1\u5c55\u901f\u5ea6\u5feb\u4e8e\u8d23\u4efb\u7684\u843d\u5b9e\uff0c\u800c\u4e14\u4e00\u9879\u4efb\u52a1\u5373\u4f7f\u53ef\u4ee5\u5b9e\u73b0\u81ea\u52a8\u5316\uff0c\u56f4\u7ed5\u8be5\u4efb\u52a1\u505a\u51fa\u7684\u51b3\u7b56\u4e5f\u5e76\u975e\u8131\u79bb\u5177\u4f53\u60c5\u5883\u3002 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decoding=\"async\" class=\"lazyload alignnone wp-image-1406705 aligncenter\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-2-scaled.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-2-scaled.webp\" alt=\"\" width=\"751\" height=\"443\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27751%27%20height%3D%27443%27%20viewBox%3D%270%200%20751%20443%27%3E%3Crect%20width%3D%27751%27%20height%3D%27443%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-2-18x12.webp 18w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-2-200x118.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-2-300x177.webp 300w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-2-400x236.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-2-600x354.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-2-768x453.webp 768w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-2-800x472.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-2-1024x604.webp 1024w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-2-1200x708.webp 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-2-scaled.webp 1440w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-2-1536x906.webp 1536w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 751px) 100vw, 751px\" \/><\/p>\n<p style=\"text-align: center;\"><em>\u56fe2\u2014\u2014\u8bed\u4e49\u503a\u52a1\uff1a\u8bed\u4e49\u5de5\u5177\u5316\u80fd\u529b\u7684\u53d1\u5c55\u901f\u5ea6\u8d85\u8fc7\u4e86\u8bed\u4e49\u5171\u4eab\u7684\u6210\u719f\u5ea6\u3002.<\/em><\/p>\n<p>\u5b83\u8868\u73b0\u4e3a\u5177\u4f53\u7684\u4e1a\u52a1\u6210\u672c\uff0c\u800c\u975e\u62bd\u8c61\u7684\u6982\u5ff5\u3002\u90a3\u4e9b\u88ab\u62a5\u544a\u5374\u65e0\u6cd5\u771f\u6b63\u7aef\u5230\u7aef\u8ba1\u7b97\u7684\u5173\u952e\u7ee9\u6548\u6307\u6807\uff08KPI\uff09\uff0c\u4f7f\u5f97\u9ad8\u7ba1\u4eea\u8868\u76d8\u6ca6\u4e3a\u6446\u8bbe\u3002\u7cfb\u7edf\u96c6\u6210\u9677\u5165\u505c\u6ede\uff0c\u56e0\u4e3a\u82e5\u6ca1\u6709\u4eba\u5de5\u5728\u4e24\u4e2a\u7cfb\u7edf\u4e4b\u95f4\u8fdb\u884c\u624b\u52a8\u8f6c\u6362\uff0c\u6570\u636e\u5c31\u65e0\u6cd5\u5bf9\u8d26\u3002 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\u6a21\u578b\u901a\u8fc7\u4e86\u6240\u6709\u81ea\u52a8\u5316\u68c0\u67e5\uff0c\u96f6\u9519\u8bef\u3001\u96f6\u8b66\u544a\uff0c\u5374\u4f9d\u7136\u5b8c\u5168\u65e0\u6cd5\u4f7f\u7528\u3002\u7531\u4e8e\u7ed3\u6784\u5408\u7406\uff0c\u56e0\u6b64\u901a\u8fc7\u4e86\u9a8c\u8bc1\u3002\u4f46\u672c\u5e94\u7528\u4e8e\u9650\u5236\u503c\u7684\u4ee3\u7801\u5217\u8868\u5374\u662f\u7a7a\u7684\uff0c\u7b49\u5f85\u4e1a\u52a1\u8d1f\u8d23\u4eba\u6765\u786e\u8ba4\u8fd9\u4e9b\u503c\u3002 \u6a21\u578b\u4e2d\u867d\u7136\u5305\u542b\u7ee9\u6548\u6307\u6807\uff0c\u4f46\u6ca1\u6709\u516c\u5f0f\uff0c\u56e0\u6b64\u65e0\u6cd5\u8fdb\u884c\u4efb\u4f55\u8ba1\u7b97\u3002\u672c\u5e94\u8ba9\u4e00\u4e2a\u673a\u6784\u7684 data \u6d41\u7a0b\u6d41\u5411\u53e6\u4e00\u4e2a\u673a\u6784\u7684\u6620\u5c04\u5173\u7cfb\u5e76\u4e0d\u5b58\u5728\u3002\u4fdd\u7559\u548c\u6240\u6709\u6743\u5b57\u6bb5\u5747\u4e3a\u7a7a\u767d\u3002 \u6240\u6709\u6307\u6807\u5747\u663e\u793a\u4e3a\u7eff\u8272\uff0c\u5374\u65e0\u6cd5\u505a\u51fa\u4efb\u4f55\u51b3\u7b56\u3002\u8be5\u6a21\u5f0f\u770b\u4f3c\u5df2\u5b8c\u6210\uff0c\u56e0\u4e3a\u76f8\u5173\u503c\u4ece\u672a\u5305\u542b\u5728\u6a21\u5f0f\u4e2d\u2014\u2014\u8fd9\u4e9b\u503c\u5176\u5b9e\u5b58\u5728\u4e8e\u6a21\u5f0f\u6240\u7b49\u5f85\u7684\u6570\u767e\u4efd\u4eba\u5de5\u534f\u8bae\u4e4b\u4e2d\u3002.<\/p>\n<h2>\u8fd9\u5e76\u975e\u5047\u8bbe<\/h2>\n<p>\u90a3\u4e9b\u767b\u4e0a\u5934\u6761\u7684\u5931\u8d25\u6848\u4f8b\uff0c\u5728\u57ce\u5e02\u5c42\u9762\u4e5f\u662f\u540c\u6837\u7684\u6545\u4e8b\u3002.<\/p>\n<p>Alphabet\u65d7\u4e0b\u7684Sidewalk Labs\u4e8e2017\u5e74\u8d62\u5f97\u4e86\u5728\u591a\u4f26\u591a\u6ee8\u6c34\u533a\u5efa\u8bbe\u667a\u80fd\u793e\u533a\u7684\u6743\u5229\uff0c\u5176\u613f\u666f\u662f\u5728\u516c\u5171\u7a7a\u95f4\u4e2d\u5e7f\u6cdb\u90e8\u7f72\u4f20\u611f\u5668\u3002\u8be5\u9879\u76ee\u4e8e2020\u5e74\u544a\u5439\u3002 \u5b98\u65b9\u7ed9\u51fa\u7684\u7406\u7531\u662f\u7ecf\u6d4e\u56e0\u7d20\uff0c\u4f46\u8be5\u9879\u76ee\u5b9e\u9645\u4e0a\u5df2\u56e0\u4e00\u4e2a\u6280\u672f\u672c\u8eab\u65e0\u6cd5\u89e3\u7b54\u7684\u95ee\u9898\u800c\u9677\u5165\u56f0\u5883\u957f\u8fbe\u4e24\u5e74\uff1a\u8c01\u6765\u76d1\u7ba1\u57ce\u5e02\u6536\u96c6\u7684\u5173\u4e8e\u5e02\u6c11\u7684\u201cdata\u201d\u6570\u636e\u3002 \u8be5\u9879\u76ee\u7684\u9690\u79c1\u987e\u95ee\u56e0\u65e0\u6cd5\u786e\u4fdd\u201cdata\u201d\u6570\u636e\u5728\u91c7\u96c6\u65f6\u5373\u88ab\u53bb\u6807\u8bc6\u5316\uff0c\u6700\u7ec8\u8f9e\u804c\u3002\u6570\u636e\u91c7\u96c6\u673a\u5236\uff08The Meter\uff09\u4ece\u672a\u53d7\u5230\u8d28\u7591\uff0c\u4f46\u6570\u636e\u7ba1\u7406\u6388\u6743\uff08The Mandate\uff09\u5374\u59cb\u7ec8\u672a\u83b7\u660e\u786e\u3002.<\/p>\n<p>\u677e\u5c9b\u4f4d\u4e8e\u4ec1\u5ddd\u9644\u8fd1\u7684\u4e00\u7247\u586b\u6d77\u9020\u5730\u4e4b\u4e0a\uff0c\u8017\u8d44\u6570\u767e\u4ebf\uff0c\u591a\u5e74\u6765\u4e00\u76f4\u88ab\u5ba3\u4f20\u4e3a\u667a\u80fd\u57ce\u5e02\u7684\u5178\u8303\uff0c\u5230\u5904\u5e03\u6ee1\u4e86\u4f20\u611f\u5668\u548c\u81ea\u52a8\u5316\u8bbe\u5907\u3002\u5b83\u4e5f\u9010\u6e10\u6210\u4e3a\u4e00\u4e2a\u5e03\u6ee1\u76d1\u6d4b\u8bbe\u5907\u5374\u8be1\u5f02\u5730\u7f3a\u4e4f\u751f\u673a\u7684\u5730\u65b9\u7684\u4ee3\u540d\u8bcd\uff0c\u5a92\u4f53\u7ecf\u5e38\u62a5\u9053\u8be5\u5730\u5165\u4f4f\u7387\u504f\u4f4e\u3002\u8fd9\u4e9b\u76d1\u6d4b\u8bbe\u5907\u786e\u5b9e\u53d1\u6325\u4e86\u4f5c\u7528\u3002 \u4f46\u4eba\u4eec\u5ffd\u7565\u4e86\u4e00\u4e2a\u66f4\u68d8\u624b\u3001\u66f4\u5173\u4e4e\u4eba\u6027\u7684\u95ee\u9898\uff1a\u8fd9\u5ea7\u57ce\u5e02\u7a76\u7adf\u662f\u4e3a\u4e86\u4ec0\u4e48\u800c\u5b58\u5728\u7684\uff1f\u5373\u4f7f\u76d1\u6d4b\u7cfb\u7edf\u518d\u5b8c\u7f8e\uff0c\u5b83\u6240\u8861\u91cf\u7684\u4e5f\u53ef\u80fd\u662f\u4e00\u4e2a\u65e0\u4eba\u613f\u610f\u5c45\u4f4f\u7684\u5730\u65b9\u3002.<\/p>\n<p>\u5373\u4fbf\u662f\u6700\u5ba1\u614e\u7684\u57ce\u5e02\uff0c\u4e5f\u5f80\u5f80\u8981\u901a\u8fc7\u60e8\u75db\u7684\u6559\u8bad\u624d\u80fd\u9886\u609f\u201c\u6388\u6743\u201d\u7684\u771f\u8c1b\u3002\u65b0\u52a0\u5761\u66fe\u63a8\u51fa\u4e00\u6b3e\u75ab\u60c5\u63a5\u89e6\u8005\u8ffd\u8e2a\u5de5\u5177\uff0c\u5f53\u65f6\u5411\u516c\u4f17\u627f\u8bfa\u5176\u201cdata\u201d\u7cfb\u7edf\u4ec5\u7528\u4e8e\u8ffd\u8e2a\u3002\u4f46\u540e\u6765\u53d1\u73b0\uff0c\u6839\u636e\u73b0\u884c\u6cd5\u5f8b\uff0c\u8b66\u65b9\u53ef\u4ee5\u8bbf\u95ee\u8be5\u201cdata\u201d\u7cfb\u7edf\uff0c\u7531\u6b64\u5f15\u53d1\u7684\u5f3a\u70c8\u53cd\u5f39\u8feb\u4f7f\u653f\u5e9c\u51fa\u53f0\u65b0\u7acb\u6cd5\u52a0\u4ee5\u9650\u5236\u3002 \u8be5\u6280\u672f\u5b8c\u5168\u6309\u7167\u8bbe\u8ba1\u8fd0\u884c\u3002\u4f46\u4e8b\u5148\u672a\u8fbe\u6210\u5171\u8bc6\u7684\u662f\u5173\u4e8e\u201cdata\u201d\u7528\u9014\u7684\u627f\u8bfa\u3002\u4fe1\u4efb\u53d6\u51b3\u4e8e\u201c\u6388\u6743\u201d\uff0c\u800c\u975e\u201c\u8ba1\u91cf\u201d\uff0c\u800c\u5728\u4e00\u5ea7\u57ce\u5e02\u4e2d\uff0c\u6b63\u662f\u8fd9\u4e9b\u5173\u952e\u65f6\u523b\u51b3\u5b9a\u4e86\u5e02\u6c11\u662f\u5426\u4f1a\u540c\u610f\u4e0b\u4e00\u9879\u529f\u80fd\u7684\u63a8\u51fa\u3002.<\/p>\n<p><img decoding=\"async\" class=\"lazyload alignnone wp-image-1406707 aligncenter\" src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-3-scaled.webp\" data-orig-src=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-3-scaled.webp\" alt=\"\" width=\"751\" height=\"413\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27751%27%20height%3D%27413%27%20viewBox%3D%270%200%20751%20413%27%3E%3Crect%20width%3D%27751%27%20height%3D%27413%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-3-18x10.webp 18w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-3-200x110.webp 200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-3-300x165.webp 300w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-3-400x220.webp 400w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-3-600x331.webp 600w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-3-768x423.webp 768w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-3-800x441.webp 800w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-3-1024x564.webp 1024w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-3-1200x661.webp 1200w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-3-scaled.webp 1440w, https:\/\/www.artefact.com\/\/wp-content\/uploads\/2026\/10\/A-Three-Layer-Framework-for-Smarter-Cities-Figure-3-1536x846.webp 1536w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 751px) 100vw, 751px\" \/><\/p>\n<p style=\"text-align: center;\"><em>\u56fe3\u2014\u2014\u4e00\u4e2a\u8bcd\uff0c\u4e24\u79cd\u542b\u4e49\u3002.<\/em><\/p>\n<p>\u53cd\u4f8b\u53ef\u5206\u4e3a\u4e24\u7c7b\uff0c\u8fd9\u4e24\u7c7b\u90fd\u5f88\u6709\u542f\u53d1\u6027\u3002.<\/p>\n<p>\u6709\u4e9b\u56fd\u5bb6\u4ece\u672a\u80cc\u8d1f\u8fc7\u8fd9\u79cd\u503a\u52a1\u3002 \u7231\u6c99\u5c3c\u4e9a\u662f\u6700\u5178\u578b\u7684\u4f8b\u5b50\u3002\u81ea2001\u5e7412\u6708\u8d77\uff0c\u5176\u56fd\u5bb6data\u4ea4\u6362\u5c42\u201cX-Road\u201d\u4fbf\u8ba9\u516c\u5171\u7cfb\u7edf\u80fd\u591f\u5b89\u5168\u5730\u5171\u4eabdata\u6570\u636e\uff0c\u5e76\u9075\u5faa\u201c\u4ec5\u9700\u63d0\u4f9b\u4e00\u6b21\u201d\u7684\u539f\u5219\uff1a\u516c\u6c11\u53ea\u9700\u5411\u56fd\u5bb6\u63d0\u4f9b\u67d0\u9879\u4fe1\u606f\u4e00\u6b21\uff0c\u5404\u673a\u6784\u4fbf\u4f1a\u91cd\u590d\u5229\u7528\u8be5\u4fe1\u606f\uff0c\u800c\u65e0\u9700\u518d\u6b21\u7d22\u53d6\u3002 \u7231\u6c99\u5c3c\u4e9a\u7684X-tee\u7cfb\u7edf\u76ee\u524d\u6bcf\u5e74\u5904\u7406\u7ea620\u4ebf\u6b21\u67e5\u8be2\u3002\u82ac\u5170\u4e8e2015\u5e74\u52a0\u5165\u4e86\u540c\u4e00\u9aa8\u5e72\u7f51\u7edc\uff0c\u81ea2017\u5e74\u8d77\uff0c\u4e24\u56fd\u901a\u8fc7\u5171\u540c\u62e5\u6709\u7684\u673a\u6784\u2014\u2014\u5317\u6b27\u4e92\u64cd\u4f5c\u6027\u89e3\u51b3\u65b9\u6848\u7814\u7a76\u6240\uff08Nordic Institute for Interoperability Solutions\uff09\u2014\u2014\u5171\u540c\u5f00\u53d1\u8be5\u7cfb\u7edf\u3002 \u8be5\u6a21\u578b\u4ece\u4e00\u5f00\u59cb\u5c31\u88ab\u8bbe\u8ba1\u4e3a\u57fa\u7840\u8bbe\u65bd\uff0c\u56e0\u6b64\u6b64\u540e\u6dfb\u52a0\u7684\u6bcf\u4e00\u9879\u670d\u52a1\u90fd\u80fd\u65e0\u7f1d\u63a5\u5165\u5176\u4e2d\u3002.<\/p>\n<p>\u5176\u4ed6\u57ce\u5e02\u5219\u6709\u610f\u8bc6\u5730\u9010\u6b65\u6e05\u507f\u4e86\u8fd9\u7b14\u201c\u503a\u52a1\u201d\u3002\u5df4\u585e\u7f57\u90a3\u5c06\u201cdata\u201d\u91cd\u65b0\u5b9a\u4f4d\u4e3a\u5171\u4eab\u7684\u516c\u5171\u8d44\u4ea7\uff0c\u5e76\u575a\u6301\u8981\u6c42\u5176\u5e73\u53f0\u670d\u52a1\u4e8e\u5c45\u6c11\uff0c\u800c\u975e\u53cd\u5176\u9053\u800c\u884c\u4e4b\u3002\u963f\u59c6\u65af\u7279\u4e39\u548c\u8d6b\u5c14\u8f9b\u57fa\u5728\u300a\u6388\u6743\u6cd5\u6848\u300b\u7684\u5b9e\u65bd\u4e0a\u8d70\u5f97\u66f4\u8fdc\uff0c\u516c\u5f00\u4e86\u653f\u5e9c\u90e8\u95e8\u6240\u4f7f\u7528\u7684\u7b97\u6cd5\u767b\u8bb0\u518c\uff0c\u4ee5\u4fbf\u5c45\u6c11\u80fd\u591f\u67e5\u770b\u5e76\u8d28\u7591\u5e94\u7528\u4e8e\u81ea\u8eab\u7684\u81ea\u52a8\u5316\u903b\u8f91\u3002 \u8fd9\u4e9b\u4e3e\u63aa\u7edd\u975e\u53cd\u6280\u672f\u3002\u800c\u662f\u5c06\u95ee\u8d23\u5236\u89c6\u4e3a\u57fa\u7840\u8bbe\u65bd\u6765\u5bf9\u5f85\u3002.<\/p>\n<h2>\u5766\u7387\u7684\u53cd\u5bf9\u610f\u89c1<\/h2>\n<p>\u5bf9\u65b9\u63d0\u51fa\u4e86\u4e00\u9879\u4e25\u91cd\u7684\u6307\u63a7\uff0c\u7406\u5e94\u5f97\u5230\u516c\u6b63\u7684\u5ba1\u7406\u3002.<\/p>\n<p>\u4e00\u4f4d\u6709\u7eaa\u5f8b\u6027\u7684\u6280\u672f\u9886\u5bfc\u8005\u4f1a\u8bf4\uff0c\u5982\u679c\u4f60\u8fdedata\u7684\u6570\u636e\u90fd\u6ca1\u6536\u96c6\u5230\uff0c\u5c31\u65e0\u6cd5\u5bf9\u5176\u8fdb\u884c\u7ba1\u7406\uff1b\u800c\u7b49\u5f85\u5341\u51e0\u4e2a\u673a\u6784\u5c31\u6bcf\u4e2a\u5b9a\u4e49\u8fbe\u6210\u4e00\u81f4\uff0c\u53ea\u4f1a\u5bfc\u81f4\u9879\u76ee\u6c38\u8fdc\u65e0\u6cd5\u4e0a\u7ebf\u3002 \u6807\u51c6\u6e90\u4e8e\u5b9e\u9645\u5e94\u7528\uff0c\u800c\u975e\u59d4\u5458\u4f1a\u3002\u5148\u90e8\u7f72\u4f20\u611f\u5668\uff0c\u8ba9data\u6570\u636e\u5f00\u59cb\u6d41\u52a8\uff0c\u7b49\u5230\u6709\u5207\u5b9e\u53ef\u4e89\u8bba\u7684\u5185\u5bb9\u65f6\uff0c\u518d\u5c31\u5176\u542b\u4e49\u8fdb\u884c\u534f\u5546\u3002\u800c\u54a8\u8be2\u987e\u95ee\u4eec\u70ed\u8877\u7684\u67d0\u4e9b\u201c\u542b\u4e49\u201d\u5de5\u4f5c\uff0c\u5b9e\u9645\u4e0a\u4e0d\u8fc7\u662f\u8d70\u8fc7\u573a\u2014\u2014\u90a3\u4e9b\u5173\u4e8e\u672c\u4f53\u8bba\u7684\u4e89\u8bba\u5f80\u5f80\u6bd4\u9884\u7b97\u5468\u671f\u66f4\u957f\uff0c\u5374\u4e00\u65e0\u6240\u83b7\u3002.<\/p>\n<p>\u8fd9\u79cd\u8bf4\u6cd5\u90e8\u5206\u6b63\u786e\u3002\u4e00\u4e2a\u575a\u6301\u5728\u6240\u6709\u6761\u6b3e\u90fd\u6572\u5b9a\u4e4b\u524d\u62d2\u7edd\u5b9e\u65bd\u7cfb\u7edf\u5316\u7684\u57ce\u5e02\u5c06\u4f1a\u843d\u540e\uff0c\u5176\u5de5\u4f5c\u4eba\u5458\u4e5f\u5c06\u7ee7\u7eed\u624b\u52a8\u5b8c\u6210\u672c\u53ef\u7531\u673a\u5668\u5904\u7406\u7684\u5de5\u4f5c\u3002\u4f46\u8fd9\u79cd\u63a8\u7406\u8fd8\u5dee\u4e00\u6b65\u3002\u5173\u952e\u4e0d\u5728\u4e8e\u653e\u6162\u201c\u8ba1\u91cf\u5668\u201d\u7684\u6b65\u4f10\uff0c\u800c\u5728\u4e8e\u5e76\u884c\u5730\u4e3a\u201c\u6a21\u578b\u201d\u63d0\u4f9b\u8d44\u91d1\uff0c\u4ee5\u4fbf\u7cfb\u7edf\u5316\u80fd\u5728\u80fd\u591f\u627f\u8f7d\u5b83\u7684\u57fa\u7840\u4e0a\u843d\u5730\u3002 \u8df3\u8fc7\u201c\u6a21\u578b\u201d\u5e76\u4e0d\u4f1a\u6d88\u9664\u5de5\u4f5c\u91cf\uff0c\u800c\u662f\u5c06\u5176\u8f6c\u5316\u4e3a\u201c\u610f\u4e49\u503a\u52a1\u201d\uff0c\u5e76\u5bf9\u6b64\u6536\u53d6\u201c\u5229\u606f\u201d\u3002\u591a\u4f26\u591a\u548c\u65b0\u52a0\u5761\u5e76\u672a\u66b4\u9732\u51fa\u667a\u80fd\u6280\u672f\u7684\u5f31\u70b9\uff0c\u800c\u662f\u63ed\u793a\u4e86\u5148\u89e3\u51b3\u7b80\u5355\u95ee\u9898\u3001\u518d\u5728\u538b\u529b\u4e0b\u5904\u7406\u96be\u9898\u6240\u4ed8\u51fa\u7684\u4ee3\u4ef7\u3002.<\/p>\n<h2>\u4ece\u54ea\u91cc\u5f00\u59cb<\/h2>\n<p>\u90a3\u4e9b\u80fd\u591f\u5b9e\u73b0\u4ef7\u503c\u590d\u5229\u589e\u957f\u800c\u975e\u79ef\u7d2f\u503a\u52a1\u7684\u9879\u76ee\uff0c\u901a\u5e38\u4f1a\u91c7\u53d6\u4ee5\u4e0b\u56db\u9879\u4e3e\u63aa\u3002.<\/p>\n<p><strong>\u5e94\u5c06\u8be5\u6a21\u578b\u7684\u8d44\u91d1\u6295\u5165\u89c6\u4e3a\u4e00\u9879\u5de5\u4f5c\u6d41\uff0c\u800c\u975e\u526f\u4ea7\u54c1\u3002Simplified Chinese (Mainland).<\/strong> \u4e3a\u5171\u4eab\u5b9a\u4e49\u3001\u4ee3\u7801\u5217\u8868\u548c\u8de8\u7cfb\u7edf\u6620\u5c04\u6307\u5b9a\u4e00\u540d\u8d1f\u8d23\u4eba\u5e76\u5206\u914d\u9884\u7b97\uff0c\u4f7f\u5176\u4e0e\u5e73\u53f0\u540c\u6b65\u63a8\u8fdb\uff0c\u800c\u975e\u5728\u5e73\u53f0\u5b8c\u6210\u540e\u624d\u8fdb\u884c\u3002\u8be5\u6a21\u578b\u5e76\u975e\u4f60\u5728\u6700\u540e\u7f16\u5199\u7684\u4e00\u4efd\u6587\u6863\uff0c\u800c\u662f\u4f60\u9700\u8981\u5e76\u884c\u6784\u5efa\u7684\u57fa\u7840\u8bbe\u65bd\u3002.<\/p>\n<p><strong>\u8861\u91cf\u516c\u6c11\u80fd\u591f\u7406\u89e3\u7684\u6210\u679c\u3002.<\/strong> \u4e0d\u662f\u90e8\u7f72\u4e86\u591a\u5c11\u4f20\u611f\u5668\u6216\u4ea4\u4ed8\u4e86\u591a\u5c11\u4eea\u8868\u76d8\uff0c\u800c\u662f\u89e3\u7b54\u4e86\u591a\u5c11\u95ee\u9898\u3001\u6539\u5584\u4e86\u591a\u5c11\u670d\u52a1\u3002\u4e00\u4e2a\u7b80\u5355\u7684\u68c0\u9a8c\u6807\u51c6\uff1a\u5982\u679c\u67d0\u9879\u5173\u952e\u7ee9\u6548\u6307\u6807\uff08KPI\uff09\u76ee\u524d\u65e0\u6cd5\u57fa\u4e8e\u771f\u5b9e\u7684data\u6570\u636e\u8fdb\u884c\u7aef\u5230\u7aef\u8ba1\u7b97\uff0c\u90a3\u4e48\u5b83\u8fd8\u7b97\u4e0d\u4e0a\u771f\u6b63\u7684KPI\uff0c\u800c\u4ec5\u4ec5\u662f\u4e00\u4e2a\u76ee\u6807\u3002.<\/p>\n<p><strong>\u5e94\u5728\u6b63\u5f0f\u5b9e\u65bd\u524d\u660e\u786e\u6388\u6743\u8981\u6c42\uff0c\u800c\u4e0d\u662f\u5728\u4e8b\u4ef6\u53d1\u751f\u540e\u624d\u660e\u786e\u3002Simplified Chinese (Mainland).<\/strong> \u63d0\u524d\u660e\u786edata\u7684\u6240\u6709\u6743\u3001\u4fdd\u7559\u6743\u548c\u8bbf\u95ee\u6743\u9650\uff0c\u5e76\u5728\u6d89\u53ca\u516c\u6c11\u7684\u4e1a\u52a1\u903b\u8f91\u4e2d\u786e\u4fdd\u5176\u900f\u660e\u53ef\u89c1\u3002\u5efa\u7acb\u4fe1\u4efb\u7684\u6210\u672c\u8fdc\u4f4e\u4e8e\u91cd\u5efa\u4fe1\u4efb\u7684\u6210\u672c\u3002.<\/p>\n<p>T<strong>\u5c06\u4e92\u64cd\u4f5c\u6027\u89c6\u4e3a\u4e00\u79cd\u5951\u7ea6\u3002.<\/strong> \u5bf9\u4e8e\u6bcf\u6b21\u8de8\u90e8\u95e8\u4fe1\u606f\u4ea4\u6362\uff0c\u5e94\u5728\u96c6\u6210\u4e4b\u524d\uff08\u800c\u975e\u5728\u95ee\u9898\u5347\u7ea7\u671f\u95f4\uff09\u5c31\u201c\u6743\u5a01\u6570\u636e\u6e90\u201d\u3001\u5171\u540c\u5b9a\u4e49\u4ee5\u53ca\u66f4\u65b0\u9891\u7387\u8fbe\u6210\u4e00\u81f4\u3002.<\/p>\n<p><strong>\u8fd9\u56db\u9879\u4e3e\u63aa\u7684\u5171\u540c\u70b9\u5728\u4e8e\uff0c\u5b83\u4eec\u90fd\u4e0d\u662f\u82b1\u94b1\u5c31\u80fd\u4e70\u5230\u7684\u3002\u6bcf\u4e00\u9879\u90fd\u9700\u8981\u6709\u4eba\u633a\u8eab\u800c\u51fa\uff0c\u627f\u62c5\u8d77\u51b3\u7b56\u7684\u8d23\u4efb\u3002.<\/strong><\/p>\n<blockquote>\n<p><em>\u201c\u4e00\u5ea7\u57ce\u5e02\u5e76\u975e\u901a\u8fc7\u589e\u52a0\u4f20\u611f\u5668\u6570\u91cf\u5c31\u80fd\u53d8\u5f97\u66f4\u201d\u667a\u80fd\u2019\u3002\u5f53\u4f20\u611f\u5668data\u6240\u91c7\u96c6\u7684\u6570\u636e\u8f6c\u5316\u4e3a\u610f\u4e49\uff0c\u610f\u4e49\u8f6c\u5316\u4e3a\u51b3\u7b56\uff0c\u800c\u51b3\u7b56\u53c8\u4ea7\u751f\u5b9e\u9645\u6548\u679c\u65f6\uff0c\u8fd9\u5ea7\u57ce\u5e02\u624d\u771f\u6b63\u53d8\u5f97\u66f4\u2018\u667a\u80fd\u2019\u3002\u8fd9\u624d\u662f\u771f\u6b63\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u4e5f\u662f\u552f\u4e00\u65e0\u6cd5\u7528\u91d1\u94b1\u8d2d\u4e70\u3001\u65e0\u6cd5\u81ea\u52a8\u5316\u5b9e\u73b0\u3001\u4e5f\u65e0\u6cd5\u63a8\u8fdf\u7684\u4e8b\u60c5\u3002\u201d<\/em> \u2013 \u7f57\u5170\u00b7\u5fb7\u73ed\uff0cArtefact \u5408\u4f19\u4eba<\/p>\n<\/blockquote>\n<p>\u65e0\u8bba\u662f\u4e00\u5ea7\u73b0\u6709\u57ce\u5e02\u6b63\u5728\u5411\u667a\u6167\u57ce\u5e02\u8f6c\u578b\uff0c\u8fd8\u662f\u4e00\u5ea7\u65b0\u57ce\u5e02\u4ece\u96f6\u5f00\u59cb\u5efa\u8bbe\uff0c\u8fd9\u4e00\u539f\u5219\u90fd\u9002\u7528\u3002\u65b0\u5efa\u57ce\u5e02\u65e0\u9700\u7406\u6e05\u5386\u53f2\u9057\u7559\u7684\u201c\u4fe1\u606f\u5b64\u5c9b\u201d\uff0c\u8fd9\u786e\u5b9e\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u4f18\u52bf\uff0c\u4f46\u5b83\u5fc5\u987b\u5728\u5b9a\u4e49\u5c1a\u672a\u660e\u786e\u7684\u60c5\u51b5\u4e0b\uff0c\u8fc5\u901f\u540c\u65f6\u5efa\u7acb\u201c\u8ba1\u91cf\u4f53\u7cfb\u201d\u3001\u201c\u6a21\u578b\u201d\u548c\u201c\u6388\u6743\u673a\u5236\u201d\u3002 \u73b0\u6709\u57ce\u5e02\u867d\u7136\u5b58\u5728\u4fe1\u606f\u5b64\u5c9b\uff0c\u4f46\u4e5f\u56e0\u6b64\u62e5\u6709\u4e00\u4e2a\u4f18\u52bf\uff1a\u5b83\u80fd\u786e\u5207\u77e5\u9053\u54ea\u4e9b\u95ee\u9898\u76ee\u524d\u65e0\u6cd5\u89e3\u7b54\u3002\u65e0\u8bba\u54ea\u79cd\u60c5\u51b5\uff0c\u82e5\u80fd\u5c3d\u65e9\u786e\u7acb\u6b63\u786e\u7684\u201c\u6a21\u578b\u201d\uff0c\u5176\u6548\u76ca\u5c06\u5448\u590d\u5229\u589e\u957f\uff1a\u6bcf\u9879\u65b0\u670d\u52a1\u90fd\u80fd\u65e0\u7f1d\u5bf9\u63a5\u5230\u5df2\u7ecf\u9002\u914d\u7684\u57fa\u7840\u4e4b\u4e0a\u3002\u82e5\u8df3\u8fc7\u8fd9\u4e00\u6b65\uff0c\u4f60\u5c06\u8017\u8d39\u6570\u5e74\u65f6\u95f4\uff0c\u4e3a\u4e00\u4e2a\u770b\u4f3c\u5b8c\u5de5\u5374\u8fde\u7b80\u5355\u95ee\u9898\u90fd\u65e0\u6cd5\u89e3\u7b54\u7684\u5e73\u53f0\u652f\u4ed8\u201c\u4e92\u64cd\u4f5c\u6027\u4ee3\u4ef7\u201d\u3002.<\/p>\n<h2>\u56de\u5230\u6307\u6325\u4e2d\u5fc3<\/h2>\n<p>\u8bd5\u60f3\u4e00\u4e0b\uff0c\u5728\u5b9e\u65bd\u4e86\u4e00\u5e74\u3001\u505a\u4e86\u8fd9\u4e9b\u4e0d\u8d77\u773c\u5de5\u4f5c\u7684\u9879\u76ee\u540e\uff0c\u90a3\u9762\u663e\u793a\u6570\u636e\u6d41\u7684\u5899\u4f9d\u7136\u5982\u6545\u3002\u90a3\u4f4d\u9ad8\u7ba1\u53c8\u95ee\u4e86\u540c\u6837\u7684\u95ee\u9898\u3002 \u8fd9\u6b21\u4f1a\u8bae\u5ba4\u91cc\u5e76\u6ca1\u6709\u9677\u5165\u6c89\u9ed8\uff0c\u56e0\u4e3a\u201c\u4e8b\u4ef6\u201d\u548c\u201c\u793e\u533a\u201d\u5728\u6240\u6709\u7cfb\u7edf\u4e2d\u90fd\u4ee3\u8868\u7740\u4e00\u4e2a\u516c\u8ba4\u7684\u542b\u4e49\uff0c\u6570\u5b57\u80cc\u540e\u7684\u6307\u6807\u8ba1\u7b97\u516c\u5f0f\u4efb\u4f55\u4eba\u90fd\u53ef\u4ee5\u67e5\u9605\uff0c\u800c\u4e14\u8c01\u8d1f\u8d23data\u4ee5\u53ca\u8c01\u5bf9\u51b3\u7b56\u8d1f\u8d23\u4e5f\u4e00\u76ee\u4e86\u7136\u3002\u4f20\u611f\u5668\u7684\u5de5\u4f5c\u72b6\u6001\u4e0e\u9879\u76ee\u542f\u52a8\u4e4b\u521d\u76f8\u6bd4\u5e76\u6ca1\u6709\u4efb\u4f55\u6539\u5584\u3002.<\/p>\n<p>\u8fd9\u5ea7\u57ce\u5e02\u53ea\u662f\u901a\u8fc7\u81ea\u5df1\u7684\u611f\u77e5\uff0c\u5b66\u4f1a\u4e86\u8d4b\u4e88\u4e8b\u7269\u4ee5\u610f\u4e49\u3002.<\/p>\n<p>\u8fd9\u5e76\u4e0d\u662f\u8981\u4e3b\u5f20\u653e\u6162\u811a\u6b65\u3002\u90a3\u4e9b\u5728\u4eba\u5de5\u667a\u80fd\u548c\u611f\u77e5\u6280\u672f\u65b9\u9762\u72b9\u8c6b\u4e0d\u51b3\u7684\u57ce\u5e02\u5c06\u88ab\u7ade\u4e89\u5bf9\u624b\u8d85\u8d8a\uff0c\u5176\u5c45\u6c11\u7684\u751f\u6d3b\u6c34\u5e73\u4e5f\u5c06\u56e0\u6b64\u4e0b\u964d\u3002\u8fd9\u662f\u4e00\u79cd\u4e3b\u5f20\uff1a\u5e94\u5c06\u667a\u6167\u57ce\u5e02\u89c6\u4e3a\u4e00\u79cd\u7ec4\u7ec7\u8bbe\u8ba1\uff0c\u800c\u975e\u91c7\u8d2d\u884c\u4e3a\uff0c\u5e76\u4e3a\u90a3\u4e2a\u6ca1\u6709\u4f9b\u5e94\u5546\u4f1a\u5411\u4f60\u51fa\u552e\u3001\u4e5f\u786e\u5b9e\u6ca1\u6709\u4f9b\u5e94\u5546\u80fd\u591f\u63d0\u4f9b\u7684\u5c42\u7ea7\u63d0\u4f9b\u8d44\u91d1\u652f\u6301\u3002.<\/p>\n<p>\u6280\u672f\u53ef\u4ee5\u4e3a\u57ce\u5e02\u63d0\u4f9b\u652f\u6301\uff0c\u4f46\u8d4b\u4e88\u57ce\u5e02\u610f\u4e49\u7684\u5374\u662f\u4eba\u3002\u5728\u4e3a\u4e0b\u4e00\u4e2a\u5de5\u4f5c\u6d41\u7a0b\u90e8\u7f72\u6280\u672f\u4e4b\u524d\uff0c\u4ee5\u4e0b\u4e09\u4e2a\u95ee\u9898\u5c06\u51b3\u5b9a\u4f60\u662f\u5728\u521b\u9020\u8d44\u4ea7\u8fd8\u662f\u79ef\u7d2f\u8d1f\u503a\uff1a<\/p>\n<p>\u4ec0\u4e48\u5e94\u8be5\u653e\u5728 <strong>\u7c73<\/strong>\uff1f\u5fc5\u987b\u5728\u4ec0\u4e48\u5730\u65b9 <strong>\u578b\u53f7<\/strong> \u5728data\u83b7\u5f97\u4fe1\u4efb\u4e4b\u524d\uff0c\u9700\u8981\u5148\u5206\u4eab\u54ea\u4e9b\u4fe1\u606f\uff1f\u8c01\u638c\u63e1\u7740 <strong>\u6388\u6743<\/strong>, 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