{"id":38488,"date":"2025-12-22T16:02:44","date_gmt":"2025-12-22T08:02:44","guid":{"rendered":"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/"},"modified":"2025-12-22T16:02:44","modified_gmt":"2025-12-22T08:02:44","slug":"manufacturing-mes-data-collection-implementation-5-common-mistakes","status":"publish","type":"post","link":"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/","title":{"rendered":"\u5236\u9020\u4e1aMES\u6570\u636e\u91c7\u96c6\u5b9e\u65bd\u4e2d\u5e38\u89c1\u76845\u5927\u8bef\u533a"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/www.zdsztech.com\/wp-content\/uploads\/2025\/12\/1766390563-744f68367d1526ebb66285ab541bef4e.jpeg\" alt=\"\u5236\u9020\u4e1aMES\u6570\u636e\u91c7\u96c6\u5b9e\u65bd\u4e2d\u5e38\u89c1\u76845\u5927\u8bef\u533a\"><\/p>\n<pre><code class=\"language-markdown\">\u5728\u5236\u9020\u4e1a\u6570\u5b57\u5316\u8f6c\u578b\u6d6a\u6f6e\u4e2d\uff0cMES\u7cfb\u7edf\u4f5c\u4e3a\u8fde\u63a5\u7269\u7406\u4e16\u754c\u4e0e\u6570\u5b57\u4e16\u754c\u7684\u6838\u5fc3\u67a2\u7ebd\uff0c\u5176\u6570\u636e\u91c7\u96c6\u73af\u8282\u7684\u7cbe\u51c6\u5ea6\u76f4\u63a5\u51b3\u5b9a\u4e86\u6574\u4e2a\u751f\u4ea7\u7ba1\u7406\u4f53\u7cfb\u7684\u53ef\u9760\u6027\u3002\u6839\u636e\u5bf95000\u4f59\u5bb6\u5236\u9020\u4f01\u4e1a\u7684\u8c03\u7814\u6570\u636e\u663e\u793a\uff0c\u8fd183%\u7684MES\u9879\u76ee\u5b9e\u65bd\u969c\u788d\u6e90\u4e8e\u6570\u636e\u91c7\u96c6\u9636\u6bb5\u7684\u7cfb\u7edf\u6027\u5931\u8bef\u3002\u672c\u6587\u5c06\u901a\u8fc7\u6df1\u5ea6\u5256\u6790\u4e94\u5927\u5178\u578b\u8bef\u533a\uff0c\u4e3a\u4f01\u4e1a\u51b3\u7b56\u8005\u63d0\u4f9b\u53ef\u843d\u5730\u7684\u907f\u5751\u6307\u5357\u3002### \u4e00\u3001\u8fc7\u5ea6\u4f9d\u8d56\u4eba\u5de5\u5f55\u5165\u5bfc\u81f4\u6570\u636e\u6ede\u540e\u4f20\u7edf\u5236\u9020\u4f01\u4e1a\u666e\u904d\u5b58\u5728\"\u91cd\u786c\u4ef6\u8f7b\u8f6f\u4ef6\"\u7684\u8ba4\u77e5\u504f\u5dee\uff0c\u5bfc\u81f4\u6570\u636e\u91c7\u96c6\u73af\u8282\u9677\u5165\u4f4e\u6548\u4eba\u5de5\u64cd\u4f5c\u7684\u6ce5\u6f6d\u3002\u67d0\u6c7d\u8f66\u96f6\u90e8\u4ef6\u4e0a\u5e02\u516c\u53f8\u7684\u6848\u4f8b\u663e\u793a\uff0c\u5176\u6ce8\u5851\u8f66\u95f4\u91c7\u7528\u7eb8\u8d28\u8868\u5355\u8bb0\u5f55\u8bbe\u5907\u53c2\u6570\uff0c\u5e73\u5747\u6570\u636e\u5ef6\u8fdf\u8fbe4.7\u5c0f\u65f6\uff0c\u5f02\u5e38\u54cd\u5e94\u5468\u671f\u8d85\u8fc78\u5c0f\u65f6\u3002| \u6307\u6807            | \u4eba\u5de5\u5f55\u5165       | \u81ea\u52a8\u5316\u91c7\u96c6     | \u5dee\u5f02\u7387 ||-----------------|--------------|--------------|-------|| \u6570\u636e\u5ef6\u8fdf\u7387       | 2-8\u5c0f\u65f6      | <30\u79d2        | 99%\u2193  || \u9519\u8bef\u7387           | 8-15%       | <0.5%        | 94%\u2193  || \u4eba\u529b\u6210\u672c(\u5e74\/\u4ea7\u7ebf)| \u00a536,000     | \u00a56,000       | 83%\u2193  |\u652f\u9053\u5e73\u53f0\u901a\u8fc7\u667a\u80fd\u7ec8\u7aef+\u89c4\u5219\u5f15\u64ce\u7684\u7ec4\u5408\u65b9\u6848\uff0c\u53ef\u5b9e\u73b0\u751f\u4ea7\u53c2\u6570\u81ea\u52a8\u6293\u53d6\u3001\u5f02\u5e38\u503c\u5b9e\u65f6\u9884\u8b66\u3002\u5176\u8868\u5355\u5f15\u64ce\u652f\u630160+\u5b57\u6bb5\u63a7\u4ef6\uff0c\u80fd\u5b8c\u6574\u6620\u5c04ISO9001\u8d28\u91cf\u7ba1\u7406\u4f53\u7cfb\u8981\u6c42\u7684\u5168\u90e8\u6570\u636e\u7ef4\u5ea6\u3002### \u4e8c\u3001\u8bbe\u5907\u63a5\u53e3\u6807\u51c6\u4e0d\u7edf\u4e00\u9020\u6210\u6570\u636e\u5b64\u5c9b\u79bb\u6563\u5236\u9020\u4e1a\u666e\u904d\u9762\u4e34\u591a\u4ee3\u9645\u8bbe\u5907\u5e76\u5b58\u7684\u590d\u6742\u73af\u5883\uff0c\u67d0\u5bb6\u7535\u4f01\u4e1a\u4f5b\u5c71\u5de5\u5382\u5c31\u66fe\u56e05\u79cd\u4e0d\u540c\u534f\u8bae\u7684CNC\u673a\u5e8a\u65e0\u6cd5\u4e92\u8054\uff0c\u5bfc\u81f4\u4ea7\u80fd\u5206\u6790\u8bef\u5dee\u7387\u8fbe22%\u3002\u4e3b\u8981\u74f6\u9888\u96c6\u4e2d\u5728\uff1a1. **\u534f\u8bae\u517c\u5bb9\u6027\u95ee\u9898**\uff1a\u8001\u65e7\u8bbe\u5907\u591a\u91c7\u7528Modbus RTU\u534f\u8bae\uff0c\u800c\u65b0\u578b\u667a\u80fd\u88c5\u5907\u666e\u904d\u652f\u6301OPC UA2. **\u6570\u636e\u683c\u5f0f\u5dee\u5f02**\uff1a\u4e0d\u540c\u54c1\u724c\u7684PLC\u5bf9\u540c\u4e00\u53c2\u6570\u5b9a\u4e49\u5b58\u5728\u5b57\u6bb5\u540d\u3001\u5355\u4f4d\u3001\u7cbe\u5ea6\u7b49\u5dee\u5f02\u652f\u9053\u5e73\u53f0\u5df2\u9884\u7f6e\u4e3b\u6d41\u5de5\u4e1a\u901a\u8baf\u534f\u8bae\u8f6c\u6362\u6a21\u5757\uff0c\u5305\u62ec\uff1a- OPC UA\/DA- Modbus TCP\/RTU- PROFINET- EtherCAT\u901a\u8fc7\u914d\u7f6e\u5316\u7684\u534f\u8bae\u8f6c\u6362\u5c42\uff0c\u53ef\u5b9e\u73b0\u5728\u4e0d\u6539\u9020\u73b0\u6709\u8bbe\u5907\u7684\u524d\u63d0\u4e0b\uff0c\u5b8c\u621090%\u4ee5\u4e0a\u5de5\u4e1a\u8bbe\u5907\u7684\u6570\u636e\u63a5\u5165\u3002### \u4e09\u3001\u5ffd\u89c6\u6570\u636e\u6e05\u6d17\u73af\u8282\u5f71\u54cd\u5206\u6790\u8d28\u91cf\u539f\u59cb\u91c7\u96c6\u6570\u636e\u5f80\u5f80\u5305\u542b\u5927\u91cf\u566a\u58f0\uff0c\u67d0\u5149\u4f0f\u7ec4\u4ef6\u4f01\u4e1a\u7684\u6848\u4f8b\u8868\u660e\uff0c\u672a\u7ecf\u6e05\u6d17\u7684\u6570\u636e\u76f4\u63a5\u7528\u4e8eOEE\u5206\u6790\u4f1a\u5bfc\u81f423%\u7684\u6307\u6807\u5931\u771f\u3002\u5173\u952e\u6e05\u6d17\u6b65\u9aa4\u5305\u62ec\uff1a- \u6570\u636e\u8865\u5168\uff1a\u81ea\u52a8\u586b\u5145\u56e0\u7f51\u7edc\u6296\u52a8\u4e22\u5931\u7684\u91c7\u6837\u70b9- \u5f02\u5e38\u8fc7\u6ee4\uff1a\u57fa\u4e8e3\u03c3\u539f\u5219\u5254\u9664\u79bb\u7fa4\u503c- \u5355\u4f4d\u6807\u51c6\u5316\uff1a\u5c06\u4e0d\u540c\u8bbe\u5907\u6e90\u7684\u53c2\u6570\u7edf\u4e00\u8f6c\u6362\u4e3aSI\u5355\u4f4d\u5236\u652f\u9053\u89c4\u5219\u5f15\u64ce\u63d0\u4f9b\u53ef\u89c6\u5316\u914d\u7f6e\u754c\u9762\uff0c\u53ef\u8bbe\u7f6e\u591a\u7ea7\u6570\u636e\u6e05\u6d17\u89c4\u5219\u94fe\u3002\u5176\u5185\u7f6e\u768460+\u6570\u636e\u5904\u7406\u51fd\u6570\uff0c\u80fd\u5b8c\u6210\u4ece\u7b80\u5355\u9608\u503c\u5224\u65ad\u5230\u590d\u6742\u6a21\u5f0f\u8bc6\u522b\u7684\u5404\u7c7b\u6e05\u6d17\u4efb\u52a1\u3002### \u56db\u3001\u91c7\u96c6\u9891\u7387\u8bbe\u7f6e\u4e0d\u5408\u7406\u6d88\u8017\u8d44\u6e90\u67d0\u533b\u7597\u5668\u68b0\u4f01\u4e1a\u7684\u6559\u8bad\u663e\u793a\uff0c\u5176\u6700\u521d\u91c7\u75281\u79d2\u7ea7\u91c7\u96c6\u9891\u7387\u5bfc\u81f4\u670d\u52a1\u5668\u65e5\u5747\u8d1f\u8f7d\u5cf0\u503c\u8fbe92%\uff0c\u540e\u8c03\u6574\u4e3a\u52a8\u6001\u91c7\u6837\u7b56\u7565\u540e\u8d44\u6e90\u6d88\u8017\u964d\u4f4e67%\u3002\u5e38\u89c1\u95ee\u9898\u5305\u62ec\uff1a1. **\u9ad8\u9891\u91c7\u96c6\u8fc7\u8f7d**\uff1a\u5bf9\u6e29\u5ea6\u7b49\u7f13\u53d8\u53c2\u6570\u91c7\u7528\u79d2\u7ea7\u91c7\u6837\uff0c\u4ea7\u751f\u5927\u91cf\u5197\u4f59\u6570\u636e2. **\u4f4e\u9891\u91c7\u96c6\u5931\u771f**\uff1a\u5bf9\u632f\u52a8\u7b49\u5feb\u53d8\u4fe1\u53f7\u91c7\u7528\u5206\u949f\u7ea7\u91c7\u6837\uff0c\u4e22\u5931\u6545\u969c\u7279\u5f81\u9891\u7387\u652f\u9053\u5e73\u53f0\u652f\u6301\u667a\u80fd\u91c7\u6837\u7b56\u7565\u914d\u7f6e\uff0c\u53ef\u6839\u636e\u53c2\u6570\u7279\u6027\u52a8\u6001\u8c03\u6574\u91c7\u96c6\u95f4\u9694\uff1a- \u5de5\u827a\u53c2\u6570\uff1a10-60\u79d2\/\u6b21- \u8d28\u91cf\u53c2\u6570\uff1a1-5\u79d2\/\u6b21- \u8bbe\u5907\u72b6\u6001\uff1a0.1-1\u79d2\/\u6b21### \u4e94\u3001\u672a\u5efa\u7acb\u6570\u636e\u5b89\u5168\u9632\u62a4\u673a\u52362023\u5e74\u67d0\u96f6\u90e8\u4ef6\u4f01\u4e1a\u56e0MES\u7cfb\u7edf\u906d\u52d2\u7d22\u75c5\u6bd2\u653b\u51fb\uff0c\u5bfc\u81f4\u4e09\u5929\u505c\u4ea7\u635f\u5931\u8d85\u5343\u4e07\u3002\u4e3b\u8981\u98ce\u9669\u70b9\u5728\u4e8e\uff1a1. **\u4f20\u8f93\u5c42\u6f0f\u6d1e**\uff1a\u672a\u52a0\u5bc6\u7684Modbus TCP\u534f\u8bae\u6613\u53d7\u4e2d\u95f4\u4eba\u653b\u51fb2. **\u8bbf\u95ee\u63a7\u5236\u7f3a\u5931**\uff1a\u7b2c\u4e09\u65b9\u7ef4\u62a4\u4eba\u5458\u53ef\u4efb\u610f\u8bbf\u95ee\u6838\u5fc3\u5de5\u827a\u53c2\u6570\u652f\u9053\u79c1\u6709\u5316\u90e8\u7f72\u65b9\u6848\u63d0\u4f9b\u519b\u5de5\u7ea7\u9632\u62a4\uff1a- \u6570\u636e\u4f20\u8f93\uff1aAES-256\u52a0\u5bc6- \u5b58\u50a8\u5b89\u5168\uff1a\u5206\u5e03\u5f0f\u533a\u5757\u94fe\u5b58\u8bc1- \u8bbf\u95ee\u63a7\u5236\uff1aRBAC\u6743\u9650\u6a21\u578b+\u53cc\u56e0\u7d20\u8ba4\u8bc1\u901a\u8fc7\u65e0\u4ee3\u7801\u5e73\u53f0\u6784\u5efaMES\u6570\u636e\u91c7\u96c6\u4f53\u7cfb\uff0c\u53ef\u89c4\u907f\u4f20\u7edf\u5b9e\u65bd\u4e2d\u7684\u7cfb\u7edf\u6027\u98ce\u9669\u3002\u652f\u9053\u5e73\u53f0\u5df2\u52a9\u529b300+\u5236\u9020\u4f01\u4e1a\u5b9e\u73b0\u91c7\u96c6\u51c6\u786e\u7387\u63d0\u534790%\uff0c\u5176\u6df1\u5ea6\u5b9a\u5236\u80fd\u529b\u80fd\u9002\u914d\u4ece\u79bb\u6563\u5236\u9020\u5230\u6d41\u7a0b\u5de5\u4e1a\u7684\u5404\u7c7b\u573a\u666f\u3002\u4f01\u4e1a\u51b3\u7b56\u8005\u53ef[\u514d\u8d39\u8bd5\u7528](https:\/\/user.zdsztech.com\/toWorkbench?index=2)\u4f53\u9a8c\u5168\u6d41\u7a0b\u6570\u636e\u91c7\u96c6\u914d\u7f6e\u3002**\u5e38\u89c1\u95ee\u9898**  1. MES\u6570\u636e\u91c7\u96c6\u9700\u8981\u54ea\u4e9b\u786c\u4ef6\u652f\u6301\uff1f  \u57fa\u7840\u914d\u7f6e\u5305\u62ec\u5de5\u4e1a\u7f51\u5173\u3001IO\u6a21\u5757\u548c\u4f20\u611f\u5668\uff0c\u652f\u9053\u517c\u5bb9\u4e3b\u6d41\u5382\u5546\u7684\u786c\u4ef6\u751f\u6001\u3002  2. \u5982\u4f55\u8bc4\u4f30\u91c7\u96c6\u7cfb\u7edf\u7684ROI\uff1f  \u5efa\u8bae\u4ece\u8d28\u91cf\u6210\u672c\u964d\u4f4e\u3001\u8bbe\u5907\u5229\u7528\u7387\u63d0\u5347\u3001\u51b3\u7b56\u5468\u671f\u7f29\u77ed\u4e09\u4e2a\u7ef4\u5ea6\u6d4b\u7b97\u3002  3. \u662f\u5426\u652f\u6301\u4e0e\u73b0\u6709ERP\u7cfb\u7edf\u5bf9\u63a5\uff1f  \u652f\u9053\u63d0\u4f9b\u6807\u51c6API\u63a5\u53e3\uff0c\u5df2\u5b8c\u6210\u4e0eSAP\u3001\u91d1\u8776\u3001\u7528\u53cb\u7b49\u7cfb\u7edf\u7684200+\u5bf9\u63a5\u6848\u4f8b\u3002<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>\u5236\u9020\u4e1aMES\u6570\u636e\u91c7\u96c6\u5b9e\u65bd\u4e2d\u5e38\u89c1\u76845\u5927\u8bef\u533a\uff0c\u5305\u62ec\u8fc7\u5ea6\u4f9d\u8d56\u4eba\u5de5\u5f55\u5165\u5bfc\u81f4\u6570\u636e\u6ede\u540e\u7b49\u95ee\u9898\uff0c\u6df1\u5ea6\u5256\u6790\u4e94\u5927\u5178\u578b\u8bef\u533a\uff0c\u4e3a\u4f01\u4e1a\u51b3\u7b56\u8005\u63d0\u4f9b\u53ef\u843d\u5730\u7684\u907f\u5751\u6307\u5357\u3002<\/p>\n","protected":false},"author":1,"featured_media":38486,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[20],"tags":[],"class_list":["post-38488","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tools"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5236\u9020\u4e1aMES\u6570\u636e\u91c7\u96c6\u5b9e\u65bd\u4e2d\u5e38\u89c1\u76845\u5927\u8bef\u533a - \u652f\u9053\u535a\u5ba2<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5236\u9020\u4e1aMES\u6570\u636e\u91c7\u96c6\u5b9e\u65bd\u4e2d\u5e38\u89c1\u76845\u5927\u8bef\u533a - \u652f\u9053\u535a\u5ba2\" \/>\n<meta property=\"og:description\" content=\"\u5236\u9020\u4e1aMES\u6570\u636e\u91c7\u96c6\u5b9e\u65bd\u4e2d\u5e38\u89c1\u76845\u5927\u8bef\u533a\uff0c\u5305\u62ec\u8fc7\u5ea6\u4f9d\u8d56\u4eba\u5de5\u5f55\u5165\u5bfc\u81f4\u6570\u636e\u6ede\u540e\u7b49\u95ee\u9898\uff0c\u6df1\u5ea6\u5256\u6790\u4e94\u5927\u5178\u578b\u8bef\u533a\uff0c\u4e3a\u4f01\u4e1a\u51b3\u7b56\u8005\u63d0\u4f9b\u53ef\u843d\u5730\u7684\u907f\u5751\u6307\u5357\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/\" \/>\n<meta property=\"og:site_name\" content=\"\u652f\u9053\u535a\u5ba2\" \/>\n<meta property=\"article:published_time\" content=\"2025-12-22T08:02:44+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.zdsztech.com\/wp-content\/uploads\/2025\/12\/1766390563-744f68367d1526ebb66285ab541bef4e.jpeg\" \/>\n<meta name=\"author\" content=\"ZhidianTech\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"ZhidianTech\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/\"},\"author\":{\"name\":\"ZhidianTech\",\"@id\":\"https:\/\/www.zdsztech.com\/blog\/#\/schema\/person\/b203bf00b1e104b482871755a876d378\"},\"headline\":\"\u5236\u9020\u4e1aMES\u6570\u636e\u91c7\u96c6\u5b9e\u65bd\u4e2d\u5e38\u89c1\u76845\u5927\u8bef\u533a\",\"datePublished\":\"2025-12-22T08:02:44+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/\"},\"wordCount\":1,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/www.zdsztech.com\/blog\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.zdsztech.com\/wp-content\/uploads\/2025\/12\/1766390563-744f68367d1526ebb66285ab541bef4e.jpeg\",\"articleSection\":[\"\u5de5\u5177\u4e0e\u5b9e\u8df5\"],\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/\",\"url\":\"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/\",\"name\":\"\u5236\u9020\u4e1aMES\u6570\u636e\u91c7\u96c6\u5b9e\u65bd\u4e2d\u5e38\u89c1\u76845\u5927\u8bef\u533a - \u652f\u9053\u535a\u5ba2\",\"isPartOf\":{\"@id\":\"https:\/\/www.zdsztech.com\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.zdsztech.com\/wp-content\/uploads\/2025\/12\/1766390563-744f68367d1526ebb66285ab541bef4e.jpeg\",\"datePublished\":\"2025-12-22T08:02:44+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/#primaryimage\",\"url\":\"https:\/\/www.zdsztech.com\/wp-content\/uploads\/2025\/12\/1766390563-744f68367d1526ebb66285ab541bef4e.jpeg\",\"contentUrl\":\"https:\/\/www.zdsztech.com\/wp-content\/uploads\/2025\/12\/1766390563-744f68367d1526ebb66285ab541bef4e.jpeg\",\"width\":1280,\"height\":720,\"caption\":\"\u5236\u9020\u4e1aMES\u6570\u636e\u91c7\u96c6\u5b9e\u65bd\u4e2d\u5e38\u89c1\u76845\u5927\u8bef\u533a\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.zdsztech.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5236\u9020\u4e1aMES\u6570\u636e\u91c7\u96c6\u5b9e\u65bd\u4e2d\u5e38\u89c1\u76845\u5927\u8bef\u533a\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.zdsztech.com\/blog\/#website\",\"url\":\"https:\/\/www.zdsztech.com\/blog\/\",\"name\":\"\u652f\u9053\u535a\u5ba2\",\"description\":\"\u4f01\u4e1a\u6570\u5b57\u5316\u4e13\u5bb6\",\"publisher\":{\"@id\":\"https:\/\/www.zdsztech.com\/blog\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.zdsztech.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.zdsztech.com\/blog\/#organization\",\"name\":\"\u652f\u9053\u535a\u5ba2\",\"url\":\"https:\/\/www.zdsztech.com\/blog\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.zdsztech.com\/blog\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.zdsztech.com\/wp-content\/uploads\/2025\/09\/\u7ec4-2@1x-1.png\",\"contentUrl\":\"https:\/\/www.zdsztech.com\/wp-content\/uploads\/2025\/09\/\u7ec4-2@1x-1.png\",\"width\":131,\"height\":80,\"caption\":\"\u652f\u9053\u535a\u5ba2\"},\"image\":{\"@id\":\"https:\/\/www.zdsztech.com\/blog\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.zdsztech.com\/blog\/#\/schema\/person\/b203bf00b1e104b482871755a876d378\",\"name\":\"ZhidianTech\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.zdsztech.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/b16f77ba1ee2bc068c6eb1cf49cb15bbd9ac022118f161c3b2b4a3979e5063ec?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/b16f77ba1ee2bc068c6eb1cf49cb15bbd9ac022118f161c3b2b4a3979e5063ec?s=96&d=mm&r=g\",\"caption\":\"ZhidianTech\"},\"sameAs\":[\"https:\/\/www.zdsztech.com\"],\"url\":\"https:\/\/www.zdsztech.com\/blog\/author\/zhidiantech\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u5236\u9020\u4e1aMES\u6570\u636e\u91c7\u96c6\u5b9e\u65bd\u4e2d\u5e38\u89c1\u76845\u5927\u8bef\u533a - \u652f\u9053\u535a\u5ba2","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/","og_locale":"zh_CN","og_type":"article","og_title":"\u5236\u9020\u4e1aMES\u6570\u636e\u91c7\u96c6\u5b9e\u65bd\u4e2d\u5e38\u89c1\u76845\u5927\u8bef\u533a - \u652f\u9053\u535a\u5ba2","og_description":"\u5236\u9020\u4e1aMES\u6570\u636e\u91c7\u96c6\u5b9e\u65bd\u4e2d\u5e38\u89c1\u76845\u5927\u8bef\u533a\uff0c\u5305\u62ec\u8fc7\u5ea6\u4f9d\u8d56\u4eba\u5de5\u5f55\u5165\u5bfc\u81f4\u6570\u636e\u6ede\u540e\u7b49\u95ee\u9898\uff0c\u6df1\u5ea6\u5256\u6790\u4e94\u5927\u5178\u578b\u8bef\u533a\uff0c\u4e3a\u4f01\u4e1a\u51b3\u7b56\u8005\u63d0\u4f9b\u53ef\u843d\u5730\u7684\u907f\u5751\u6307\u5357\u3002","og_url":"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/","og_site_name":"\u652f\u9053\u535a\u5ba2","article_published_time":"2025-12-22T08:02:44+00:00","og_image":[{"url":"https:\/\/www.zdsztech.com\/wp-content\/uploads\/2025\/12\/1766390563-744f68367d1526ebb66285ab541bef4e.jpeg","type":"","width":"","height":""}],"author":"ZhidianTech","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"ZhidianTech"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/#article","isPartOf":{"@id":"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/"},"author":{"name":"ZhidianTech","@id":"https:\/\/www.zdsztech.com\/blog\/#\/schema\/person\/b203bf00b1e104b482871755a876d378"},"headline":"\u5236\u9020\u4e1aMES\u6570\u636e\u91c7\u96c6\u5b9e\u65bd\u4e2d\u5e38\u89c1\u76845\u5927\u8bef\u533a","datePublished":"2025-12-22T08:02:44+00:00","mainEntityOfPage":{"@id":"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/"},"wordCount":1,"commentCount":0,"publisher":{"@id":"https:\/\/www.zdsztech.com\/blog\/#organization"},"image":{"@id":"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/#primaryimage"},"thumbnailUrl":"https:\/\/www.zdsztech.com\/wp-content\/uploads\/2025\/12\/1766390563-744f68367d1526ebb66285ab541bef4e.jpeg","articleSection":["\u5de5\u5177\u4e0e\u5b9e\u8df5"],"inLanguage":"zh-Hans","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/","url":"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/","name":"\u5236\u9020\u4e1aMES\u6570\u636e\u91c7\u96c6\u5b9e\u65bd\u4e2d\u5e38\u89c1\u76845\u5927\u8bef\u533a - \u652f\u9053\u535a\u5ba2","isPartOf":{"@id":"https:\/\/www.zdsztech.com\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/#primaryimage"},"image":{"@id":"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/#primaryimage"},"thumbnailUrl":"https:\/\/www.zdsztech.com\/wp-content\/uploads\/2025\/12\/1766390563-744f68367d1526ebb66285ab541bef4e.jpeg","datePublished":"2025-12-22T08:02:44+00:00","breadcrumb":{"@id":"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/#primaryimage","url":"https:\/\/www.zdsztech.com\/wp-content\/uploads\/2025\/12\/1766390563-744f68367d1526ebb66285ab541bef4e.jpeg","contentUrl":"https:\/\/www.zdsztech.com\/wp-content\/uploads\/2025\/12\/1766390563-744f68367d1526ebb66285ab541bef4e.jpeg","width":1280,"height":720,"caption":"\u5236\u9020\u4e1aMES\u6570\u636e\u91c7\u96c6\u5b9e\u65bd\u4e2d\u5e38\u89c1\u76845\u5927\u8bef\u533a"},{"@type":"BreadcrumbList","@id":"https:\/\/www.zdsztech.com\/blog\/manufacturing-mes-data-collection-implementation-5-common-mistakes\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.zdsztech.com\/blog\/"},{"@type":"ListItem","position":2,"name":"\u5236\u9020\u4e1aMES\u6570\u636e\u91c7\u96c6\u5b9e\u65bd\u4e2d\u5e38\u89c1\u76845\u5927\u8bef\u533a"}]},{"@type":"WebSite","@id":"https:\/\/www.zdsztech.com\/blog\/#website","url":"https:\/\/www.zdsztech.com\/blog\/","name":"\u652f\u9053\u535a\u5ba2","description":"\u4f01\u4e1a\u6570\u5b57\u5316\u4e13\u5bb6","publisher":{"@id":"https:\/\/www.zdsztech.com\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.zdsztech.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Organization","@id":"https:\/\/www.zdsztech.com\/blog\/#organization","name":"\u652f\u9053\u535a\u5ba2","url":"https:\/\/www.zdsztech.com\/blog\/","logo":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.zdsztech.com\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/www.zdsztech.com\/wp-content\/uploads\/2025\/09\/\u7ec4-2@1x-1.png","contentUrl":"https:\/\/www.zdsztech.com\/wp-content\/uploads\/2025\/09\/\u7ec4-2@1x-1.png","width":131,"height":80,"caption":"\u652f\u9053\u535a\u5ba2"},"image":{"@id":"https:\/\/www.zdsztech.com\/blog\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/www.zdsztech.com\/blog\/#\/schema\/person\/b203bf00b1e104b482871755a876d378","name":"ZhidianTech","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.zdsztech.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/b16f77ba1ee2bc068c6eb1cf49cb15bbd9ac022118f161c3b2b4a3979e5063ec?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/b16f77ba1ee2bc068c6eb1cf49cb15bbd9ac022118f161c3b2b4a3979e5063ec?s=96&d=mm&r=g","caption":"ZhidianTech"},"sameAs":["https:\/\/www.zdsztech.com"],"url":"https:\/\/www.zdsztech.com\/blog\/author\/zhidiantech\/"}]}},"views":644,"_links":{"self":[{"href":"https:\/\/www.zdsztech.com\/blog\/wp-json\/wp\/v2\/posts\/38488","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.zdsztech.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.zdsztech.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.zdsztech.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.zdsztech.com\/blog\/wp-json\/wp\/v2\/comments?post=38488"}],"version-history":[{"count":0,"href":"https:\/\/www.zdsztech.com\/blog\/wp-json\/wp\/v2\/posts\/38488\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.zdsztech.com\/blog\/wp-json\/wp\/v2\/media\/38486"}],"wp:attachment":[{"href":"https:\/\/www.zdsztech.com\/blog\/wp-json\/wp\/v2\/media?parent=38488"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.zdsztech.com\/blog\/wp-json\/wp\/v2\/categories?post=38488"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.zdsztech.com\/blog\/wp-json\/wp\/v2\/tags?post=38488"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}