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title=\"\u7535\u4fe1\u8fd0\u8425\u5546\u6570\u636e\u8981\u7d20\u4ef7\u503c\u91ca\u653e\u8def\u5f84\u7814\u7a76\u53ca\u5b9e\u8df5\u63d2\u56fe\" \/><\/figure>\n\n\n\n<p><strong>\u56fe1 \u6570\u636e\u4ef7\u503c\u5316\u5185\u6db5<\/strong><\/p>\n\n\n\n<p>1.2 \u6570\u636e\u4ef7\u503c\u53163\u4e2a\u9636\u6bb5\u6982\u8ff0<\/p>\n\n\n\n<p>\u6570\u636e\u7684\u4ef7\u503c\u5316\u4f9d\u6b21\u7ecf\u8fc7\u6570\u636e\u8d44\u6e90\u5316\u3001\u6570\u636e\u8d44\u4ea7\u5316\u3001\u6570\u636e\u8d44\u672c\u53163\u4e2a\u4e3b\u8981\u53d1\u5c55\u9636\u6bb5\uff0c\u6700\u7ec8\u5b9e\u73b0\u6570\u636e\u9ad8\u4ef7\u503c\u5316\u3002<\/p>\n\n\n\n<p><strong>1.2.1 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class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/06\/2025061617krn_.png\" alt=\"\u56fe\u7247\" title=\"\u7535\u4fe1\u8fd0\u8425\u5546\u6570\u636e\u8981\u7d20\u4ef7\u503c\u91ca\u653e\u8def\u5f84\u7814\u7a76\u53ca\u5b9e\u8df5\u63d2\u56fe1\" \/><\/figure>\n\n\n\n<p><strong>\u56fe2 \u9762\u5411\u6d77\u91cf\u591a\u6e90\u5f02\u6784\u6570\u636e\u7684\u5927\u6570\u636e\u5f00\u53d1\u5229\u7528<\/strong><\/p>\n\n\n\n<p>a\uff09\u6570\u636e\u9884\u5904\u7406\u6280\u672f\u3002<\/p>\n\n\n\n<p>\uff08a\uff09\u6570\u636e\u6e05\u6d17\u3002\u9488\u5bf9\u6d77\u91cf\u591a\u6e90\u5f02\u6784\u6570\u636e\u4e2d\u5b58\u5728\u7684\u810f\u6570\u636e\u3001\u7a7a\u767d\u503c\u7b49\u95ee\u9898\uff0c\u8fdb\u884c\u6570\u636e\u6e05\u6d17\u548c\u5254\u9664\u3002<\/p>\n\n\n\n<p>\uff08b\uff09\u6570\u636e\u96c6\u6210\u3002\u5c06\u6765\u81ea\u4e0d\u540c\u6e90\u5934\u7684\u5f02\u6784\u6570\u636e\u8fdb\u884c\u96c6\u6210\uff0c\u6784\u5efa\u5f3a\u5927\u7684\u6570\u636e\u96c6\u548c\u6570\u636e\u5bbd\u8868\uff0c\u63d0\u9ad8\u6570\u636e\u7684\u5229\u7528\u6548\u7387\u3002<\/p>\n\n\n\n<p>\uff08c\uff09\u7279\u5f81\u9009\u62e9\u3002\u5728\u6d77\u91cf\u6570\u636e\u96c6\u4e2d\uff0c\u901a\u8fc7\u6570\u636e\u6316\u6398\u6280\u672f\u51cf\u5c11\u6570\u636e\u96c6\u7684\u7ef4\u5ea6\uff0c\u53bb\u9664\u4e0d\u76f8\u5173\u7279\u5f81\uff0c\u63d0\u9ad8\u5206\u6790\u7684\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<p>b\uff09\u6570\u636e\u6316\u6398\u4e0e\u5206\u6790\u6280\u672f\u3002<\/p>\n\n\n\n<p>\uff08a\uff09\u805a\u7c7b\u5206\u6790\u3002\u5c06\u6d77\u91cf\u591a\u6e90\u5f02\u6784\u6570\u636e\u4e2d\u7684\u76f8\u4f3c\u6570\u636e\u5f52\u7c7b\uff0c\u53d1\u73b0\u6570\u636e\u89c4\u5f8b\u3002<\/p>\n\n\n\n<p>\uff08b\uff09\u5173\u8054\u89c4\u5219\u6316\u6398\u3002\u6316\u6398\u6570\u636e\u9879\u4e4b\u95f4\u7684\u6f5c\u5728\u5173\u8054\u6216\u76f8\u5173\u6027\uff0c\u4e3a\u51b3\u7b56\u63d0\u4f9b\u652f\u6301\u3002<\/p>\n\n\n\n<p>\uff08c\uff09\u5206\u7c7b\u4e0e\u9884\u6d4b\u3002\u57fa\u4e8e\u5386\u53f2\u6570\u636e\u5bf9\u65b0\u7684\u6570\u636e\u8fdb\u884c\u5206\u7c7b\u548c\u9884\u6d4b\uff0c\u4e3a\u4e1a\u52a1\u63d0\u4f9b\u524d\u77bb\u6027\u6307\u5bfc\u3002<\/p>\n\n\n\n<p>c\uff09\u5206\u5e03\u5f0f\u5b58\u50a8\u8ba1\u7b97\u6280\u672f\u3002<\/p>\n\n\n\n<p>\uff08a\uff09HBase\u5206\u5e03\u5f0f\u6570\u636e\u5e93\u6280\u672f\u3002\u7528\u4e8e\u975e\u7ed3\u6784\u5316\u6570\u636e\u5b58\u50a8\uff0c\u4ee5\u63d0\u4f9b\u9ad8\u53ef\u9760\u6027\u3001\u9ad8\u6027\u80fd\u7684\u5b58\u50a8\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n<p>\uff08b\uff09Hadoop\u5927\u6570\u636e\u6280\u672f\u3002\u901a\u8fc7\u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edfHDFS\u548cMapReduce\u8ba1\u7b97\u6846\u67b6\uff0c\u5b9e\u73b0\u6d77\u91cf\u6570\u636e\u7684\u5206\u5e03\u5f0f\u5b58\u50a8\u548c\u8ba1\u7b97\u3002<\/p>\n\n\n\n<p>d\uff09\u6570\u636e\u53ef\u89c6\u5316\u6280\u672f\u3002\u5c06\u6570\u636e\u5206\u6790\u7ed3\u679c\u4ee5\u56fe\u5f62\u3001\u56fe\u8868\u7b49\u76f4\u89c2\u7684\u5f62\u5f0f\u5c55\u793a\uff0c\u4fbf\u4e8e\u7528\u6237\u7406\u89e3\u548c\u63a5\u53d7\u3002<\/p>\n\n\n\n<p><strong>2.1.2 \u5178\u578b\u6848\u4f8b<\/strong><\/p>\n\n\n\n<p>\u4ee5\u4e2d\u56fd\u8054\u901a\u65e0\u7ebfCM\/PM\/MR\u6570\u636e\u8d44\u6e90\u5316\u5b9e\u8df5\u4e3a\u4f8b\u3002\u4e2d\u56fd\u8054\u901a\u4ee5CM\/PM\/MR\u6587\u4ef6\u7684\u91c7\u96c6\u89e3\u6790\u5b8c\u6574\u6027\u3001\u57fa\u7840\u6570\u636e\u7ef4\u62a4\u5b8c\u6574\u60272\u6761\u4e3b\u7ebf\u4e3a\u6293\u624b\uff0c\u8c03\u7528\u6570\u636e\u8d28\u91cf\u770b\u677f\u3001\u6570\u636e\u6cbb\u7406\u5e73\u53f0\u3001\u7f51\u7edc\u8d44\u6e90\u4e2d\u5fc3\u4e09\u5927\u4e3b\u6d41\u5e73\u53f0\uff0c\u63d0\u4f9b\u591a\u7ef4\u5ea6\u7684\u76d1\u63a7\u3001\u8bca\u65ad\u3001\u7a3d\u6838\u3001\u7ef4\u62a4\u7b49\u80fd\u529b\uff0c\u6301\u7eed\u63d0\u5347\u65e0\u7ebf\u4e13\u4e1aCM\/PM\/MR\u6570\u636e\u6cbb\u7406\u80fd\u529b\u548c\u6570\u636e\u8d28\u91cf\u3002<\/p>\n\n\n\n<p>a\uff09\u6570\u636e\u8d28\u91cf\u770b\u677f\u3002\u4f9d\u6258\u6570\u636e\u6316\u6398\u5206\u6790\u3001\u6570\u636e\u53ef\u89c6\u5316\u7b49\u6280\u672f\uff0c\u5b9e\u73b0\u5bf9\u7701\uff08\u533a\u3001\u5e02\uff09\u4e0d\u540c\u8bbe\u5907\u5382\u5bb6\u7684CM\/PM\/MR\u6570\u636e\u5b8c\u6574\u6027\u7684\u7a3d\u6838\u8bc4\u4ef7\u548c\u76d1\u63a7\u8bca\u65ad\u3002<\/p>\n\n\n\n<p>b\uff09\u6570\u636e\u6cbb\u7406\u5e73\u53f0\u3002\u4f9d\u6258\u5206\u5e03\u5f0f\u5b58\u50a8\u8ba1\u7b97\u3001\u6570\u636e\u6316\u6398\u5206\u6790\u7b49\u6280\u672f\uff0c\u5b9e\u73b0\u65e0\u7ebf\u8d44\u6e90\u7a3d\u6838\u89c4\u5219\u5b9e\u4f53\u7684\u586b\u5145\u7387\u7edf\u8ba1\uff0c\u5e76\u57fa\u4e8e\u5f85\u529e\u5de5\u5355\uff0c\u5206\u6790\u9700\u91cd\u70b9\u7ef4\u62a4\u548c\u63d0\u5347\u7684\u7a3d\u6838\u8d44\u6e90\u5bf9\u8c61\u3002<\/p>\n\n\n\n<p>c\uff09\u7f51\u7edc\u8d44\u6e90\u4e2d\u5fc3\u3002\u4f9d\u6258\u5206\u5e03\u5f0f\u5b58\u50a8\u8ba1\u7b97\u7b49\u6280\u672f\uff0c\u9488\u5bf9\u5df2\u53d1\u73b0\u7684\u6570\u636e\u8d28\u91cf\u95ee\u9898\u8fdb\u884c\u76f8\u5e94\u7684\u201c\u589e\u3001\u5220\u3001\u6539\u3001\u67e5\u201d\u7684\u64cd\u4f5c\u3002<\/p>\n\n\n\n<p>\u81ea\u5168\u56fd\u8303\u56f4\u5185\u5f00\u5c55\u6570\u636e\u8d28\u91cf\u4e13\u9879\u63d0\u5347\u884c\u52a8\u4ee5\u6765\uff0c\u65e0\u7ebf\u6570\u636e\u8d28\u91cf\u5f97\u5230\u6709\u6548\u6539\u5584\u3001\u6570\u636e\u6cbb\u7406\u548c\u7a3d\u6838\u80fd\u529b\u6c34\u5e73\u5927\u5e45\u63d0\u5347\uff0c\u4e3a\u573a\u666f\u7ea7\u7684\u5e94\u7528\u652f\u6491\u5960\u5b9a\u4e86\u575a\u5b9e\u7684\u57fa\u7840\uff0c\u7a33\u6b65\u5b9e\u73b0\u4e86\u65e0\u7ebf\u7f51\u6570\u636e\u7684\u8d44\u6e90\u5316\u3002<\/p>\n\n\n\n<p>2.2 \u6570\u636e\u8d44\u4ea7\u5316\u6280\u672f\u8def\u5f84\u53ca\u5178\u578b\u6848\u4f8b<\/p>\n\n\n\n<p><strong>2.2.1 \u53d1\u5c55\u8def\u5f84<\/strong><\/p>\n\n\n\n<p>\u6570\u636e\u8d44\u4ea7\u5316\u662f\u56f4\u7ed5\u6570\u636e\u7684\u4ef7\u503c\u521b\u9020\u6d3b\u52a8\uff0c\u6fc0\u53d1\u5e76\u91ca\u653e\u6570\u636e\u4ef7\u503c\u6f5c\u80fd\u7684\u8fc7\u7a0b\u3002\u63a8\u8fdb\u6570\u636e\u8d44\u4ea7\u5316\uff0c\u53ef\u901a\u8fc7\u5efa\u7acb\u57fa\u4e8e\u5206\u5c42\u516c\u5171\u6570\u636e\u5efa\u6a21\u3001\u9762\u5411\u6570\u636e\u6e56\u878d\u5408\u7684\u4e91\u539f\u751f\u9ad8\u6027\u80fd\u5206\u6790\u6027\u6570\u636e\u5e93\u7b49\u6280\u672f\u53d1\u5c55\u8def\u5f84\uff0c\u5b9e\u73b0\u7535\u4fe1\u8fd0\u8425\u5546\u6570\u636e\u8d44\u4ea7\u7684\u6709\u6548\u7ba1\u7406\u53ca\u6570\u636e\u8981\u7d20\u7684\u6309\u9700\u5206\u914d\u3002<\/p>\n\n\n\n<p><strong>2.2.1.1 \u57fa\u4e8e\u5206\u5c42\u516c\u5171\u6570\u636e\u5efa\u6a21\u6280\u672f<\/strong><\/p>\n\n\n\n<p>\u4f9d\u636eKimball\u7ef4\u5ea6\u5efa\u6a21\u7406\u8bba\u548c\u963f\u91ccOneData\u7406\u8bba\uff0c\u6784\u5efa\u6570\u636e\u6a21\u578b\u4f53\u7cfb\u3002\u4ece\u57fa\u4e8e\u539f\u59cb\u6570\u636e\u7684\u5f00\u53d1\u6a21\u5f0f\uff0c\u5411\u7740\u57fa\u4e8e\u5206\u5c42\u516c\u5171\u6570\u636e\u5f00\u53d1\u6a21\u5f0f\u6f14\u8fdb\uff0c\u5bf9\u6570\u636e\u8fdb\u884c\u7ed3\u6784\u5316\u5206\u7c7b\u3001\u7ec4\u7ec7\u548c\u5b58\u50a8\uff0c\u5f62\u6210\u516c\u5171\u6570\u636e\u8d44\u4ea7\uff0c\u907f\u514d\u91cd\u590d\u5efa\u8bbe\u548c\u6570\u636e\u4e0d\u4e00\u81f4\u95ee\u9898\uff0c\u4fdd\u8bc1\u6570\u636e\u7684\u89c4\u8303\u6027\u3002\u5982\u56fe3\u6240\u793a\uff0c\u57fa\u4e8e\u5206\u5c42\u516c\u5171\u6570\u636e\u6a21\u578b\u5305\u62ecODS\u5c42\u3001DWD\u5c42\u3001DWS\u5c42\u3001DIM\u5c42\u548cADS\u5c42\u7b49\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/06\/20250616l1ut7_.png\" alt=\"\u56fe\u7247\" title=\"\u7535\u4fe1\u8fd0\u8425\u5546\u6570\u636e\u8981\u7d20\u4ef7\u503c\u91ca\u653e\u8def\u5f84\u7814\u7a76\u53ca\u5b9e\u8df5\u63d2\u56fe2\" \/><\/figure>\n\n\n\n<p><strong>\u56fe3 \u57fa\u4e8e\u5206\u5c42\u516c\u5171\u6570\u636e\u5efa\u6a21<\/strong><\/p>\n\n\n\n<p>a\uff09ODS\u5c42\uff08Operational Data Store\uff09\u3002\u6570\u636e\u5f15\u7528\u5c42\u4ece\u4e1a\u52a1\u7cfb\u7edf\u76f4\u63a5\u91c7\u96c6\u6700\u539f\u59cb\u6570\u636e\uff0c\u56e0\u6b64\u5305\u542b\u6240\u6709\u4e1a\u52a1\u7684\u53d8\u66f4\u8fc7\u7a0b\uff0c\u6570\u636e\u9897\u7c92\u5ea6\u6700\u7ec6\u3002<\/p>\n\n\n\n<p>b\uff09DWD\u5c42\uff08Data Warehouse Detail\uff09\u3002\u660e\u7ec6\u6570\u636e\u5c42\u57fa\u4e8eODS\u5c42\u8fdb\u884c\u6570\u636e\u6e05\u6d17\u3001\u89c4\u8303\u5316\uff08\u5982\u53bb\u9664\u810f\u6570\u636e\u3001\u7edf\u4e00\u6570\u636e\u683c\u5f0f\u7b49\uff09\uff0c\u751f\u6210\u57fa\u4e8e\u4e1a\u52a1\u8fc7\u7a0b\u7684\u4e8b\u5b9e\u660e\u7ec6\u8868\u3002\u8be5\u5c42\u5728\u51cf\u5c11\u6570\u636e\u5173\u8054\u3001\u63d0\u9ad8\u6570\u636e\u53ef\u7528\u6027\u7684\u540c\u65f6\uff0c\u6700\u5927\u7a0b\u5ea6\u5730\u4fdd\u8bc1\u548cODS\u5c42\u4fe1\u606f\u4e00\u81f4\u4e14\u4e0d\u4e22\u5931\u3002<\/p>\n\n\n\n<p>c\uff09DWS\u5c42\uff08Data WareHouse Service\uff09\u3002\u6c47\u603b\u6570\u636e\u5c42\u57fa\u4e8eDWD\u5c42\uff0c\u9488\u5bf9\u5177\u4f53\u4e3b\u9898\u57df\u8fdb\u884c\u6574\u5408\u6c47\u603b\uff0c\u6784\u5efa\u547d\u540d\u89c4\u8303\u3001\u53e3\u5f84\u7edf\u4e00\u7684\u6307\u6807\u5bbd\u8868\uff0c\u63d0\u4f9b\u57fa\u4e8e\u7ef4\u5ea6\u7684\u4e1a\u52a1\u4e0b\u94bb\u3001\u4e0a\u5377\u67e5\u8be2\u670d\u52a1\u3002<\/p>\n\n\n\n<p>d\uff09DIM\u5c42\uff08Dimension\uff09\u3002\u7ef4\u5ea6\u5c42\u5b58\u653e\u6784\u5efa\u597d\u7684\u5168\u5c40\u552f\u4e00\u7684\u4e00\u81f4\u6027\u7ef4\u5ea6\u8868\uff0c\u4e3a\u5206\u6790\u63d0\u4f9b\u4e00\u81f4\u6027\u7ef4\u5ea6\uff0c\u5728\u5177\u4f53\u5e94\u7528\u4e2d\u53ef\u878d\u5408\u5728DWD\u6216DWS\u5c42\u4e2d\u3002<\/p>\n\n\n\n<p>e\uff09ADS\u5c42\uff08Application Data Service\uff09\u3002\u6570\u636e\u5e94\u7528\u5c42\u57fa\u4e8eDWS\/DWD\u5c42\u8fdb\u884c\u6570\u636e\u8403\u53d6\uff0c\u4e3a\u7edf\u8ba1\u62a5\u8868\u3001\u5bbd\u8868\u5e02\u96c6\u3001\u8d8b\u52bf\u6307\u6807\u7b49\u63d0\u4f9b\u4e2a\u6027\u5316\u6570\u636e\uff0c\u9ad8\u6548\u652f\u6491\u591a\u6837\u5316\u7684\u6570\u636e\u5e94\u7528\u3002<\/p>\n\n\n\n<p><strong>2.2.1.2 \u9762\u5411\u6570\u636e\u6e56\u878d\u5408\u7684\u4e91\u539f\u751f\u9ad8\u6027\u80fd\u5206\u6790\u6027\u6570\u636e\u5e93\u6280\u672f<\/strong><\/p>\n\n\n\n<p>\u5982\u56fe4\u6240\u793a\uff0c\u9762\u5411\u6570\u636e\u6e56\u878d\u5408\u7684\u4e91\u539f\u751f\u9ad8\u6027\u80fd\u5206\u6790\u6027\u6570\u636e\u5e93\u5173\u952e\u6280\u672f\u6d89\u53ca\u591a\u4e2a\u65b9\u9762\uff0c\u4e3b\u8981\u5305\u62ec\u5206\u5e03\u5f0f\u5b58\u50a8\u3001\u5143\u6570\u636e\u7ba1\u7406\u3001\u4e91\u539f\u751f\u6280\u672f\u3001\u6570\u636e\u5e93\u6280\u672f\u7b49\u3002\u8fd0\u7528\u8fd9\u4e9b\u6280\u672f\u6709\u52a9\u4e8e\u6784\u5efa\u9ad8\u6548\u3001\u7a33\u5b9a\u3001\u5b89\u5168\u7684\u6570\u636e\u6e56\u89e3\u51b3\u65b9\u6848\uff0c\u4ece\u800c\u652f\u6301\u5404\u79cd\u590d\u6742\u7684\u6570\u636e\u5206\u6790\u548c\u5904\u7406\u9700\u6c42\uff0c\u5b9e\u73b0\u7535\u4fe1\u8fd0\u8425\u5546\u5bf9\u6570\u636e\u8d44\u4ea7\u7684\u826f\u597d\u7ba1\u63a7\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/06\/20250616xmvj3_.png\" alt=\"\u56fe\u7247\" title=\"\u7535\u4fe1\u8fd0\u8425\u5546\u6570\u636e\u8981\u7d20\u4ef7\u503c\u91ca\u653e\u8def\u5f84\u7814\u7a76\u53ca\u5b9e\u8df5\u63d2\u56fe3\" \/><\/figure>\n\n\n\n<p><strong>\u56fe4 \u9762\u5411\u6570\u636e\u6e56\u878d\u5408\u7684\u4e91\u539f\u751f\u9ad8\u6027\u80fd\u5206\u6790\u6027\u6570\u636e\u5e93\u6280\u672f<\/strong><\/p>\n\n\n\n<p>a\uff09\u5206\u5e03\u5f0f\u5b58\u50a8\u3002\u5b83\u5141\u8bb8\u6570\u636e\u8de8\u591a\u4e2a\u670d\u52a1\u5668\u548c\u6570\u636e\u4e2d\u5fc3\u5b58\u50a8\uff0c\u4fdd\u969c\u6570\u636e\u7684\u9ad8\u53ef\u7528\u6027\u5e76\u63d0\u4f9b\u707e\u96be\u6062\u590d\u80fd\u529b\u3002\u4f8b\u5982\uff0c\u7535\u4fe1\u8fd0\u8425\u5546\u666e\u904d\u91c7\u7528\u7684HDFS\u662f\u4e00\u4e2a\u5e7f\u6cdb\u5e94\u7528\u7684\u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf\u3002<\/p>\n\n\n\n<p>b\uff09\u5143\u6570\u636e\u7ba1\u7406\u3002\u5143\u6570\u636e\u63d0\u4f9b\u4e86\u6570\u636e\u7684\u7ed3\u6784\u3001\u5c5e\u6027\u548c\u5173\u7cfb\u7b49\u4fe1\u606f\uff0c\u662f\u6570\u636e\u6e56\u80fd\u591f\u8fdb\u884c\u6709\u6548\u6570\u636e\u5206\u6790\u548c\u5904\u7406\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n<p>c\uff09\u4e91\u539f\u751f\u6280\u672f\u3002\u4e91\u539f\u751f\u6280\u672f\u4e3a\u9ad8\u6027\u80fd\u5206\u6790\u6027\u6570\u636e\u5e93\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u652f\u6301\uff0c\u4e3b\u8981\u5305\u62ec\u5bb9\u5668\u6280\u672f\u548c\u5fae\u670d\u52a1\u3002\u5728\u6570\u636e\u5e93\u9886\u57df\uff0c\u5bb9\u5668\u6280\u672f\u53ef\u4ee5\u7b80\u5316\u6570\u636e\u5e93\u7684\u90e8\u7f72\u548c\u7ba1\u7406\uff0c\u63d0\u9ad8\u8d44\u6e90\u7684\u5229\u7528\u7387\u3002\u5fae\u670d\u52a1\u662f\u628a\u5e94\u7528\u7a0b\u5e8f\u4e2d\u7684\u5177\u4f53\u529f\u80fd\u72ec\u7acb\u51fa\u6765\uff0c\u62bd\u8c61\u4e3a\u201c\u670d\u52a1\u201d\u3002\u5728\u6570\u636e\u5e93\u7cfb\u7edf\u4e2d\uff0c\u5fae\u670d\u52a1\u67b6\u6784\u53ef\u4ee5\u63d0\u9ad8\u7cfb\u7edf\u7684\u53ef\u6269\u5c55\u6027\u548c\u7075\u6d3b\u6027\u3002<\/p>\n\n\n\n<p>d\uff09\u6570\u636e\u5e93\u6280\u672f\u3002\u5b58\u50a8\u4e0e\u8ba1\u7b97\u5206\u79bb\u3001\u9ad8\u6027\u80fd\u8ba1\u7b97\u5f15\u64ce\u3001\u6570\u636e\u538b\u7f29\u4e0e\u4f18\u5316\u7b49\u6280\u672f\uff0c\u4f7f\u5f97\u6570\u636e\u5e93\u80fd\u591f\u66f4\u7075\u6d3b\u5730\u6269\u5c55\u548c\u7ba1\u7406\u5b58\u50a8\u6570\u636e\u8d44\u4ea7\u3002<\/p>\n\n\n\n<p><strong>2.2.2 \u5178\u578b\u6848\u4f8b<\/strong><\/p>\n\n\n\n<p>\u6848\u4f8b1\uff1a\u4e2d\u56fd\u8054\u901aO\u57df\u6570\u4ed3\u8d44\u4ea7\u5e73\u53f0\u3002<\/p>\n\n\n\n<p>O\u57df\u5927\u6570\u636e\u4e3b\u8981\u5305\u542b\u6d4b\u8bd5\u4eea\u8868\u73b0\u573a\u6d4b\u8bd5\u91c7\u96c6\u7684DT\/CQT\u6570\u636e\u3001\u57fa\u4e8eOMC\u7f51\u7ba1\u8ba2\u9605\u91c7\u96c6\u7684MR \u6570\u636e\u3001TRACE\u3001CM\/PM\u6570\u636e\uff0c\u4ee5\u53ca\u901a\u8fc7\u7edf\u4e00DPI\u91c7\u96c6\u7684XDR\u4fe1\u4ee4\u6570\u636e\u3002\u7ecf\u8fc7\u591a\u5e74\u7684\u6280\u672f\u6c89\u6dc0\uff0c\u4e2d\u56fd\u8054\u901aO\u57df\u6570\u4ed3\u516c\u5171\u8d44\u4ea7\u7684\u590d\u7528\u5ea6\u6301\u7eed\u63d0\u5347\uff0c\u76ee\u524d\uff0c\u73b0\u6709\u516c\u5171\u6570\u636e\u8d44\u4ea7\u80fd\u591f\u6ee1\u8db378%\u7684\u65b0\u589e\u6570\u636e\u9700\u6c42\uff0c\u65e0\u9700\u91cd\u65b0\u5f00\u53d1\u3002<\/p>\n\n\n\n<p>\u6848\u4f8b2\uff1a\u4e2d\u56fd\u79fb\u52a8\u6570\u636e\u8d44\u4ea7\u7ba1\u7406\u5e73\u53f0\u3002<\/p>\n\n\n\n<p>\u5982\u56fe5\u6240\u793a\uff0c\u4e2d\u56fd\u79fb\u52a8\u6570\u636e\u8d44\u4ea7\u7ba1\u7406\u5e73\u53f0\u4e3a\u5404\u884c\u4e1a\u5927\u6570\u636e\u6cbb\u7406\u3001\u8fd0\u7ef4\u548c\u8d28\u91cf\u7ba1\u7406\u4eba\u5458\u63d0\u4f9b\u4fbf\u5229\u3001\u9ad8\u6548\u3001\u53ef\u89c6\u5316\u7684\u6570\u636e\u8d44\u4ea7\u7ba1\u7406\u5de5\u5177\u53ca\u89e3\u51b3\u65b9\u6848\u3002\u8be5\u5e73\u53f0\u63d0\u51fa\u201c\u6cbb\u3001\u7ba1\u3001\u7528\u201d\u6570\u636e\u7ba1\u7406\u5de5\u4f5c\u7b56\u7565\uff0c\u63a2\u7d22\u201c1+N\u67b6\u6784\u201d\u4e0b\u7684\u65b0\u578b\u6570\u636e\u8d44\u4ea7\u7ba1\u7406\u65b9\u5f0f\uff0c\u4f9d\u6258\u5fae\u670d\u52a1\u7ec4\u4ef6\u3001\u6570\u636e\u76ee\u5f55\u4e0e\u56fe\u8c31\u7b49\u6280\u672f\u5b9e\u73b0\u201c\u4ee5\u670d\u52a1\u4fc3\u7ba1\u63a7\u201d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/06\/202506161z7hu_.png\" alt=\"\u56fe\u7247\" title=\"\u7535\u4fe1\u8fd0\u8425\u5546\u6570\u636e\u8981\u7d20\u4ef7\u503c\u91ca\u653e\u8def\u5f84\u7814\u7a76\u53ca\u5b9e\u8df5\u63d2\u56fe4\" \/><\/figure>\n\n\n\n<p><strong>\u56fe5 \u4e2d\u56fd\u79fb\u52a8\u6570\u636e\u8d44\u4ea7\u7ba1\u7406\u5e73\u53f0<\/strong><\/p>\n\n\n\n<p>2.3 \u6570\u636e\u8d44\u672c\u5316\u6280\u672f\u8def\u5f84\u53ca\u5178\u578b\u6848\u4f8b<\/p>\n\n\n\n<p><strong>2.3.1 \u53d1\u5c55\u8def\u5f84<\/strong><\/p>\n\n\n\n<p>\u6570\u636e\u8d44\u672c\u5316\u5c06\u50ac\u751f\u51fa\u5e9e\u5927\u7684\u6570\u636e\u4ea4\u6613\u5e02\u573a\u548c\u76f8\u5173\u5e02\u573a\uff0c\u5177\u6709\u5de8\u5927\u7684\u5e02\u573a\u7a7a\u95f4\u548c\u6f5c\u529b\u3002\u5f53\u524d\uff0c\u6570\u636e\u8d44\u672c\u5316\u53d1\u5c55\u53ef\u901a\u8fc7\u6570\u636e\u53ef\u4fe1\u6d41\u901a\u4e2d\u53f0\u3001\u53ef\u4fe1\u6570\u636e\u7a7a\u95f4\uff08Trusted Data Matrix\uff09\u7b49\u8def\u5f84\uff0c\u8d2f\u901a\u6570\u636e\u8981\u7d20\u63d0\u4f9b\u65b9\u3001\u6570\u636e\u4e2d\u95f4\u670d\u52a1\u65b9\u53ca\u6570\u636e\u4f7f\u7528\u65b9\u7b49\u6570\u636e\u8d23\u4efb\u4e3b\u4f53\uff0c\u786e\u4fdd\u6570\u636e\u80fd\u591f\u5728\u5b89\u5168\u3001\u53ef\u4fe1\u7684\u73af\u5883\u4e2d\u5e94\u7528\uff0c\u5b9e\u73b0\u6570\u636e\u8981\u7d20\u6d41\u901a\u3001\u4ea4\u6613\u548c\u53d8\u73b0\uff0c\u4ece\u800c\u771f\u6b63\u5b9e\u73b0\u6570\u636e\u7ecf\u6d4e\u4ef7\u503c\u3002<\/p>\n\n\n\n<p>\u53ef\u4fe1\u6570\u636e\u7a7a\u95f4\u6280\u672f\u56fe\u8c31\u5982\u56fe6\u6240\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/06\/20250616wcpy5_.png\" alt=\"\u56fe\u7247\" title=\"\u7535\u4fe1\u8fd0\u8425\u5546\u6570\u636e\u8981\u7d20\u4ef7\u503c\u91ca\u653e\u8def\u5f84\u7814\u7a76\u53ca\u5b9e\u8df5\u63d2\u56fe5\" \/><\/figure>\n\n\n\n<p><strong>\u56fe6 \u53ef\u4fe1\u6570\u636e\u7a7a\u95f4\u6280\u672f\u56fe\u8c31<\/strong><\/p>\n\n\n\n<p>a\uff09\u4e3a\u6570\u636e\u63d0\u4f9b\u65b9\u63d0\u4f9b\u6570\u636e\u51fa\u57df\u540e\u7684\u63a7\u5236\u80fd\u529b\uff0c\u901a\u8fc7\u8d44\u4ea7\u63a7\u5236\u3001\u8d44\u4ea7\u7ba1\u7406\u7b49\u624b\u6bb5\uff0c\u6d88\u9664\u6570\u636e\u63d0\u4f9b\u65b9\u7684\u6d41\u901a\u987e\u8651\uff0c\u786e\u4fdd\u6570\u636e\u7684\u987a\u7545\u4f9b\u7ed9\u3002<\/p>\n\n\n\n<p>b\uff09\u901a\u8fc7\u6570\u636e\u4e2d\u95f4\u670d\u52a1\u65b9\uff0c\u91c7\u7528\u6570\u636e\u786e\u6743\u3001\u6570\u636e\u8840\u7f18\u7b49\u6280\u672f\u53ef\u6709\u6548\u4fdd\u969c\u4f9b\u9700\u5bf9\u63a5\uff1b\u91c7\u7528\u7b7e\u540d\u8ba4\u8bc1\u3001\u5bf9\u7b49\u5b9e\u4f53\u7b49\u6280\u672f\u8fdb\u884c\u8eab\u4efd\u7684\u8bc6\u522b\u548c\u8ba4\u8bc1\uff1b\u91c7\u7528\u5b89\u5168\u5ba1\u8ba1\u3001\u6570\u636e\u5b58\u8bc1\u7b49\u5b9e\u73b0\u6e05\u7b97\u5ba1\u8ba1\u3002\u6784\u5efa\u4f9b\u9700\u53cc\u65b9\u7684\u53ef\u4fe1\u73af\u5883\uff0c\u5bf9\u4f20\u8f93\u7684\u6570\u636e\u8fdb\u884c\u52a0\u5bc6\uff0c\u786e\u4fdd\u6570\u636e\u5b89\u5168\u5730\u53d1\u9001\u548c\u4f20\u8f93\u3002<\/p>\n\n\n\n<p>c\uff09\u6570\u636e\u4f7f\u7528\u65b9\uff0c\u5bf9\u63a5\u76ee\u5f55\u5143\u6570\u636e\u3001\u65e5\u5fd7\u3001\u4f9b\u9700\u4fe1\u606f\uff0c\u901a\u8fc7\u5143\u6570\u636e\u7ba1\u7406\u3001\u6807\u8bc6\u89e3\u6790\u5b9e\u73b0\u6570\u636e\u8d44\u4ea7\u7ba1\u7406\uff1b\u901a\u8fc7\u6570\u636e\u63a7\u5236\u3001\u9690\u79c1\u8ba1\u7b97\u3001\u6570\u636e\u89e3\u5bc6\u7b49\u6280\u672f\uff0c\u5b9e\u73b0\u6570\u636e\u8d44\u4ea7\u7684\u63a7\u5236\u548c\u5e94\u7528\u3002<\/p>\n\n\n\n<p><strong>2.3.2 \u5178\u578b\u6848\u4f8b<\/strong><\/p>\n\n\n\n<p>\u6848\u4f8b1\uff1a\u4e2d\u56fd\u8054\u901a\u6570\u636e\u8d44\u672c\u5316\u5b9e\u8df5\u63a2\u7d22\u3002<\/p>\n\n\n\n<p>\u4e2d\u56fd\u8054\u901a\u5c06\u6570\u636e\u8d44\u672c\u5316\u4f5c\u4e3a\u63a8\u52a8\u516c\u53f8\u6570\u5b57\u5316\u8f6c\u578b\u3001\u878d\u5165\u6570\u5b57\u7ecf\u6d4e\u5efa\u8bbe\u4e3b\u6218\u573a\u7684\u91cd\u8981\u6218\u7565\u3002\u4e2d\u56fd\u8054\u901a\u5728\u6570\u636e\u8d44\u672c\u5316\u9886\u57df\u7684\u521b\u65b0\u5b9e\u8df5\u5e94\u7528\u7a81\u51fa\u8868\u73b0\u5728\u5982\u4e0b\u65b9\u9762\u3002<\/p>\n\n\n\n<p>a\uff09\u4e2d\u56fd\u8054\u901a\u53ef\u4fe1\u6570\u636e\u8d44\u6e90\u7a7a\u95f4\uff08TDRS\uff09\u3002\u4e2d\u56fd\u8054\u901a\u5c06\u8fd0\u8425\u5546\u7f51\u7edc\u4f18\u52bf\u4e0e\u5927\u6570\u636e\u7684\u6d77\u91cf\u6570\u636e\u5b58\u7b97\u80fd\u529b\u3001\u533a\u5757\u94fe\u7684\u53ef\u4fe1\u51ed\u8bc1\u80fd\u529b\u53ca\u9690\u79c1\u8ba1\u7b97\u6280\u672f\u7b49\u8fdb\u884c\u6280\u672f\u878d\u5408\u521b\u65b0\uff0c\u6784\u5efa\u4e86\u5171\u4eab\u5f00\u53d1\u3001\u9690\u79c1\u8ba1\u7b97\u53cc\u6a21\u5f0f\u548c\u53ef\u4fe1\u4ea7\u54c1\u3001\u53ef\u4fe1\u51ed\u8bc1\u53cc\u6d41\u901a\u7684\u53ef\u4fe1\u6570\u636e\u8d44\u6e90\u7a7a\u95f4\u3002\u8be5\u5e73\u53f0\u53ef\u4ee5\u6709\u6548\u89e3\u51b3\u6570\u636e\u8d44\u6e90\u4f9b\u9700\u4e24\u4fa7\u4ee5\u53ca\u6570\u636e\u6743\u5c5e\u5404\u65b9\u5728\u6570\u636e\u8981\u7d20\u878d\u901a\u573a\u666f\u4e0b\u7684\u5207\u5b9e\u75db\u70b9\uff0c\u9488\u5bf9\u6570\u636e\u9ad8\u6548\u6d41\u901a\u4f7f\u7528\u3001\u6570\u636e\u4ea7\u6743\u3001\u6d41\u901a\u4ea4\u6613\u3001\u6536\u76ca\u5206\u914d\u3001\u5b89\u5168\u6cbb\u7406\u7b49\u65b9\u9762\u9700\u6c42\uff0c\u63d0\u4f9b\u8986\u76d6\u6570\u636e\u8981\u7d20\u5f00\u53d1\u5229\u7528\u6d41\u901a\u5168\u6d41\u7a0b\u670d\u52a1\u3002\u4e2d\u56fd\u8054\u901a\u53ef\u4fe1\u6570\u636e\u8d44\u6e90\u7a7a\u95f4TDRS\u5982\u56fe7\u6240\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/06\/20250616yczro_.png\" alt=\"\u56fe\u7247\" title=\"\u7535\u4fe1\u8fd0\u8425\u5546\u6570\u636e\u8981\u7d20\u4ef7\u503c\u91ca\u653e\u8def\u5f84\u7814\u7a76\u53ca\u5b9e\u8df5\u63d2\u56fe6\" \/><\/figure>\n\n\n\n<p><strong>\u56fe7 \u4e2d\u56fd\u8054\u901a\u53ef\u4fe1\u6570\u636e\u8d44\u6e90\u7a7a\u95f4TDRS<\/strong><\/p>\n\n\n\n<p>b\uff09\u805a\u7126\u8fd0\u8425\u5546\u201c\u4f4d\u7f6e\u201d\u548c\u201c\u884c\u4e3a\u201d\u4e24\u5927\u6838\u5fc3\u6570\u636e\u4f9b\u7ed9\u3002\u4e2d\u56fd\u8054\u901a\u805a\u7126\u8fd0\u8425\u5546\u201c\u4f4d\u7f6e\u201d\u548c\u201c\u884c\u4e3a\u201d\u4e24\u5927\u6838\u5fc3\u6570\u636e\u80fd\u529b\uff0c\u901a\u8fc7\u63d0\u5347\u6570\u636e\u4f9b\u7ed9\u80fd\u529b\uff0c\u521b\u9020\u793e\u4f1a\u548c\u7ecf\u6d4e\u6548\u76ca\uff0c\u52a0\u901f\u6570\u636e\u8981\u7d20\u4ef7\u503c\u91ca\u653e\u3002\u4e3a\u4ea4\u901a\u8fd0\u8f93\u3001\u667a\u6167\u6587\u65c5\u3001\u5065\u5eb7\u533b\u7597\u3001\u667a\u80fd\u5236\u9020\u3001\u7535\u5b50\u5546\u52a1\u3001\u4e61\u6751\u632f\u5174\u3001\u91d1\u878d\u76d1\u7ba1\u3001\u7269\u6d41\u8ddf\u8e2a\u7b49\u573a\u666f\uff0c\u4f9b\u7ed9\u9ad8\u8d28\u91cf\u6570\u636e\u80fd\u529b\uff0c\u4e3a\u96c6\u56e2\u516c\u53f8\u521b\u9020\u7ecf\u6d4e\u6548\u76ca\u3001\u793e\u4f1a\u6548\u76ca\u53ca\u53e3\u7891\u6548\u5e94\u3002\u636e\u4e0d\u5b8c\u5168\u7edf\u8ba1\uff0c2022\u5e74\u521b\u65363 000\u4e07\u5143\uff1b2023\u5e74\u521b\u6536\u8d85\u8fc76 000\u4e07\u5143\u3002<\/p>\n\n\n\n<p>\u6848\u4f8b2\uff1a\u4e2d\u56fd\u7535\u4fe1\u6570\u636e\u8d44\u672c\u5316\u5b9e\u8df5\u63a2\u7d22\u3002<\/p>\n\n\n\n<p>\u4e2d\u56fd\u7535\u4fe1\u901a\u8fc7\u6570\u636e\u8d44\u672c\u5316\u91ca\u653e\u6570\u636e\u4ef7\u503c\uff0c\u63a8\u52a8\u4e1a\u52a1\u521b\u65b0\u548c\u8f6c\u578b\u5347\u7ea7\u3002\u4e2d\u56fd\u7535\u4fe1\u5728\u6570\u636e\u8d44\u672c\u5316\u7684\u521b\u65b0\u5b9e\u8df5\u5e94\u7528\u8868\u73b0\u5728\u5982\u4e0b\u65b9\u9762\u3002<\/p>\n\n\n\n<p>a\uff09\u4e2d\u56fd\u7535\u4fe1\u6570\u636e\u8981\u7d20\u670d\u52a1\u5e73\u53f0\u201c\u7075\u6cfd\u201d\u3002\u5982\u56fe8\u6240\u793a\uff0c\u201c\u7075\u6cfd\u201d\u662f\u96c6\u201c\u7b97\u3001\u805a\u3001\u6cbb\u3001\u4eab\u3001\u7528\u201d\u4e3a\u4e00\u4f53\u7684\u653f\u4f01\u6570\u636e\u53ef\u4fe1\u6d41\u901a\u4e2d\u53f0\u3002\u8be5\u5e73\u53f0\u53ef\u5b9e\u73b0\u6570\u636e\u8d44\u672c\u5316\u7684\u4ef7\u503c\u8f6c\u53d8\uff0c\u4e3a\u653f\u4f01\u5ba2\u6237\u63d0\u4f9b\u4e86\u9ad8\u6548\u3001\u5b89\u5168\u3001\u53ef\u4fe1\u7684\u6570\u636e\u670d\u52a1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/06\/20250616i5rqx_.png\" alt=\"\u56fe\u7247\" title=\"\u7535\u4fe1\u8fd0\u8425\u5546\u6570\u636e\u8981\u7d20\u4ef7\u503c\u91ca\u653e\u8def\u5f84\u7814\u7a76\u53ca\u5b9e\u8df5\u63d2\u56fe7\" \/><\/figure>\n\n\n\n<p><strong>\u56fe8 \u4e2d\u56fd\u7535\u4fe1\u201c\u7075\u6cfd\u201d\u6570\u636e\u8981\u7d20\u5e73\u53f0<\/strong><\/p>\n\n\n\n<p>b\uff09\u6570\u636e\u4ea7\u54c1\u8d85\u5e02\u3002\u4e2d\u56fd\u7535\u4fe1\u5728\u6d77\u5357\u5efa\u8bbe\u4e86\u6570\u636e\u4ea7\u54c1\u8d85\u5e02\uff0c\u4e0e\u6d77\u5357\u7701\u5927\u6570\u636e\u7ba1\u7406\u5c40\u5408\u4f5c\uff0c\u5171\u540c\u6253\u9020\u5168\u56fd\u9996\u4e2a\u201c\u653f\u5e9c+\u5e02\u573a\u201d\u7684\u5168\u6808\u5f0f\u6570\u636e\u6d41\u901a\u4ea4\u6613\u5f00\u53d1\u670d\u52a1\u5e73\u53f0\u3002\u6309\u7167\u201c\u6570\u636e\u53ef\u7528\u4e0d\u53ef\u89c1\u3001\u539f\u59cb\u6570\u636e\u4e0d\u51fa\u57df\u201d\u7684\u51c6\u5219\uff0c\u4f7f\u6570\u636e\u4ea7\u54c1\u5f00\u53d1\u5546\u8fdb\u5165\u5e73\u53f0\u5185\uff0c\u5c06\u6570\u636e\u8d44\u6e90\u8f6c\u5316\u4e3a\u6570\u636e\u4ea7\u54c1\uff0c\u5b9e\u73b0\u6570\u636e\u4ef7\u503c\u91ca\u653e\u3001\u6d41\u901a\u4ea4\u6613\u3001\u5b89\u5168\u4fdd\u969c\u7684\u76ee\u6807\u3002<\/p>\n\n\n\n<p>2.4 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