{"id":27028,"date":"2025-12-12T18:31:52","date_gmt":"2025-12-12T10:31:52","guid":{"rendered":"https:\/\/www.zdsztech.com\/blog\/erp-system-purchase-demand-forecast-error-control-efficient-measures\/"},"modified":"2025-12-12T18:31:52","modified_gmt":"2025-12-12T10:31:52","slug":"erp-system-purchase-demand-forecast-error-control-efficient-measures","status":"publish","type":"post","link":"https:\/\/www.zdsztech.com\/blog\/erp-system-purchase-demand-forecast-error-control-efficient-measures\/","title":{"rendered":"ERP\u7cfb\u7edf\u91c7\u8d2d\u9700\u6c42\u9884\u6d4b\u8bef\u5dee\u5982\u4f55\u63a7\u5236\uff1f\u9ad8\u6548\u63aa\u65bd\u63ed\u79d8\uff01"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/www.zdsztech.com\/wp-content\/uploads\/2025\/12\/1765535511-b197b4c31e601849db6a26270fc5bf29.jpeg\" 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In, Garbage Out\uff09\uff0c\u5f53\u8f93\u5165\u5230\u9884\u6d4b\u5f15\u64ce\u7684\u662f\u4e0d\u5b8c\u6574\u3001\u4e0d\u51c6\u786e\u3001\u4e0d\u4e00\u81f4\u7684\u201c\u5783\u573e\u6570\u636e\u201d\u65f6\uff0c\u6211\u4eec\u65e0\u8bba\u5982\u4f55\u4e5f\u65e0\u6cd5\u671f\u5f85\u5b83\u80fd\u4ea7\u51fa\u7cbe\u51c6\u7684\u9884\u6d4b\u7ed3\u679c\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_%E9%A2%84%E6%B5%8B%E6%A8%A1%E5%9E%8B%E4%B8%8E%E7%AE%97%E6%B3%95%E5%B1%80%E9%99%90%EF%BC%9A%E9%9D%99%E6%80%81%E6%A8%A1%E5%9E%8B%E9%9A%BE%E4%BB%A5%E5%BA%94%E5%AF%B9%E5%8A%A8%E6%80%81%E5%B8%82%E5%9C%BA\"><\/span>2. \u9884\u6d4b\u6a21\u578b\u4e0e\u7b97\u6cd5\u5c40\u9650\uff1a\u9759\u6001\u6a21\u578b\u96be\u4ee5\u5e94\u5bf9\u52a8\u6001\u5e02\u573a<span 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class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u8bc6\u522b\u4e86\u95ee\u9898\u7684\u6839\u6e90\u540e\uff0c\u6211\u4eec\u4fbf\u53ef\u4ee5\u7740\u624b\u6784\u5efa\u4e00\u4e2a\u66f4\u4e3a\u575a\u5b9e\u3001\u7cbe\u51c6\u7684\u9884\u6d4b\u4f53\u7cfb\u3002\u5176\u6838\u5fc3\u5728\u4e8e\u8f6c\u5411\u201c\u6570\u636e\u9a71\u52a8\u201d\u7684\u601d\u7ef4\u6a21\u5f0f\uff0c\u901a\u8fc7\u7cfb\u7edf\u5316\u7684\u65b9\u6cd5\u8bba\uff0c\u5c06\u539f\u59cb\u6570\u636e\u8f6c\u5316\u4e3a\u5177\u6709\u524d\u77bb\u6027\u7684\u5546\u4e1a\u6d1e\u5bdf\u3002\u8fd9\u4e3b\u8981\u4f9d\u8d56\u4e8e\u4e09\u5927\u57fa\u77f3\u7684\u6784\u5efa\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_%E5%BB%BA%E7%AB%8B%E7%BB%9F%E4%B8%80%E3%80%81%E6%B8%85%E6%B4%81%E7%9A%84%E6%95%B0%E6%8D%AE%E6%B1%A0\"><\/span>1. \u5efa\u7acb\u7edf\u4e00\u3001\u6e05\u6d01\u7684\u6570\u636e\u6c60<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u8981\u6253\u7834\u6570\u636e\u5b64\u5c9b\uff0c\u7b2c\u4e00\u6b65\u5c31\u662f\u6784\u5efa\u4e00\u4e2a\u4e2d\u592e\u5316\u7684\u3001\u7edf\u4e00\u7684\u6570\u636e\u6c60\uff08Data Pool\uff09\u6216\u6570\u636e\u4ed3\u5e93\uff08Data Warehouse\uff09\u3002\u8fd9\u4e2a\u6570\u636e\u6c60\u7684\u4f7f\u547d\u662f\u6574\u5408\u6765\u81ea\u4f01\u4e1a\u5185\u5916\u90e8\u7684\u3001\u4e0e\u9700\u6c42\u76f8\u5173\u7684\u6240\u6709\u6570\u636e\u6e90\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\uff1aERP\u4e2d\u7684\u9500\u552e\u8ba2\u5355\u3001\u5e93\u5b58\u8bb0\u5f55\u3001\u751f\u4ea7\u5de5\u5355\uff0cCRM\u4e2d\u7684\u9500\u552e\u7ebf\u7d22\u3001\u5ba2\u6237\u53cd\u9988\uff0c\u4ee5\u53ca\u5916\u90e8\u7684\u5e02\u573a\u8d8b\u52bf\u6570\u636e\u3001\u5b8f\u89c2\u7ecf\u6d4e\u6307\u6807\u3001\u4f9b\u5e94\u5546\u4fe1\u606f\uff08\u5982\u4ea4\u671f\u3001\u4ea7\u80fd\uff09\u7b49\u3002<\/p>\n<p>\u6574\u5408\u53ea\u662f\u5f00\u59cb\uff0c\u66f4\u5173\u952e\u7684\u5de5\u4f5c\u5728\u4e8e\u6570\u636e\u7684\u6e05\u6d17\u4e0e\u6807\u51c6\u5316\uff0c\u786e\u4fdd\u8fdb\u5165\u9884\u6d4b\u6a21\u578b\u7684\u6570\u636e\u662f\u9ad8\u8d28\u91cf\u7684\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u901a\u5e38\u5305\u62ec\u4ee5\u4e0b\u5173\u952e\u6b65\u9aa4\uff1a<\/p>\n<ul>\n<li><strong>\u53bb\u9664\u91cd\u590d\u503c<\/strong>\uff1a\u8bc6\u522b\u5e76\u5220\u9664\u91cd\u590d\u7684\u8bb0\u5f55\uff0c\u5982\u56e0\u7cfb\u7edf\u540c\u6b65\u9519\u8bef\u5bfc\u81f4\u7684\u91cd\u590d\u9500\u552e\u8ba2\u5355\u3002<\/li>\n<li><strong>\u5904\u7406\u7f3a\u5931\u503c<\/strong>\uff1a\u5bf9\u4e8e\u6570\u636e\u8bb0\u5f55\u4e2d\u7684\u7a7a\u767d\u5b57\u6bb5\uff0c\u91c7\u7528\u5408\u7406\u7684\u7b56\u7565\u8fdb\u884c\u586b\u8865\uff0c\u4f8b\u5982\u4f7f\u7528\u5747\u503c\u3001\u4e2d\u4f4d\u6570\u586b\u5145\uff0c\u6216\u901a\u8fc7\u56de\u5f52\u6a21\u578b\u9884\u6d4b\u586b\u5145\u3002<\/li>\n<li><strong>\u6570\u636e\u6807\u51c6\u5316\u4e0e\u5f52\u4e00\u5316<\/strong>\uff1a\u7edf\u4e00\u4e0d\u540c\u6570\u636e\u6e90\u7684\u5ea6\u91cf\u5355\u4f4d\uff08\u5982\u201c\u4e2a\u201d\u4e0e\u201c\u7bb1\u201d\uff09\u3001\u65e5\u671f\u683c\u5f0f\u3001\u4ea7\u54c1\u7f16\u7801\u7b49\uff0c\u786e\u4fdd\u6570\u636e\u7684\u4e00\u81f4\u6027\u3002<\/li>\n<li><strong>\u8bc6\u522b\u5e76\u5904\u7406\u5f02\u5e38\u503c<\/strong>\uff1a\u901a\u8fc7\u7edf\u8ba1\u65b9\u6cd5\uff08\u59823\u03c3\u539f\u5219\uff09\u6216\u4e1a\u52a1\u89c4\u5219\uff0c\u8bc6\u522b\u51fa\u56e0\u7279\u6b8a\u4e8b\u4ef6\uff08\u5982\u4e00\u6b21\u6027\u5927\u5355\u3001\u6570\u636e\u5f55\u5165\u9519\u8bef\uff09\u5bfc\u81f4\u7684\u6781\u7aef\u6570\u636e\u70b9\uff0c\u5e76\u8fdb\u884c\u5e73\u6ed1\u6216\u5254\u9664\u5904\u7406\uff0c\u907f\u514d\u5176\u5bf9\u6574\u4f53\u8d8b\u52bf\u7684\u5e72\u6270\u3002<\/li>\n<\/ul>\n<p>\u53ea\u6709\u7ecf\u8fc7\u8fd9\u6837\u4e25\u683c\u6cbb\u7406\u7684\u201c\u6e05\u6d01\u6570\u636e\u201d\uff0c\u624d\u80fd\u4e3a\u540e\u7eed\u7684\u7cbe\u51c6\u9884\u6d4b\u63d0\u4f9b\u53ef\u9760\u7684\u71c3\u6599\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_%E9%80%89%E6%8B%A9%E5%B9%B6%E4%BC%98%E5%8C%96%E9%A2%84%E6%B5%8B%E7%AE%97%E6%B3%95\"><\/span>2. \u9009\u62e9\u5e76\u4f18\u5316\u9884\u6d4b\u7b97\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u62e5\u6709\u4e86\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u6c60\uff0c\u4e0b\u4e00\u6b65\u5c31\u662f\u9009\u62e9\u5408\u9002\u7684\u201c\u5f15\u64ce\u201d\u2014\u2014\u9884\u6d4b\u7b97\u6cd5\u3002\u9664\u4e86ERP\u4e2d\u56fa\u5316\u7684\u4f20\u7edf\u65b9\u6cd5\uff0c\u73b0\u4ee3\u6570\u636e\u79d1\u5b66\u63d0\u4f9b\u4e86\u66f4\u4e30\u5bcc\u7684\u5de5\u5177\u7bb1\uff0c\u80fd\u591f\u66f4\u597d\u5730\u62df\u5408\u590d\u6742\u7684\u73b0\u5b9e\u4e16\u754c\u3002\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u4e2d\u7684ARIMA\u6a21\u578b\u80fd\u591f\u5f88\u597d\u5730\u5904\u7406\u5e26\u6709\u8d8b\u52bf\u548c\u5b63\u8282\u6027\u7684\u6570\u636e\uff1b\u56de\u5f52\u5206\u6790\u5219\u53ef\u4ee5\u5c06\u591a\u79cd\u5f71\u54cd\u56e0\u7d20\uff08\u5982\u4ef7\u683c\u3001\u5e7f\u544a\u6295\u5165\u3001\u5929\u6c14\uff09\u4f5c\u4e3a\u81ea\u53d8\u91cf\uff0c\u6765\u9884\u6d4b\u9700\u6c42\u8fd9\u4e00\u56e0\u53d8\u91cf\uff1b\u800c\u4ee5\u673a\u5668\u5b66\u4e60\u4e3a\u4ee3\u8868\u7684\u7b97\u6cd5\uff0c\u5982\u68af\u5ea6\u63d0\u5347\u6811\uff08Gradient Boosting Trees\uff09\u6216\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc\uff08LSTM\uff09\uff0c\u5219\u80fd\u81ea\u52a8\u5b66\u4e60\u6570\u636e\u4e2d\u590d\u6742\u7684\u975e\u7ebf\u6027\u5173\u7cfb\u548c\u957f\u671f\u4f9d\u8d56\u6027\uff0c\u5c24\u5176\u64c5\u957f\u5904\u7406\u591a\u53d8\u91cf\u548c\u5f3a\u6ce2\u52a8\u6027\u7684\u573a\u666f\u3002<\/p>\n<p>\u4e3a\u5e2e\u52a9\u51b3\u7b56\u8005\u66f4\u597d\u5730\u8fdb\u884c\u6a21\u578b\u9009\u578b\uff0c\u6211\u4eec\u4ece\u4e09\u4e2a\u7ef4\u5ea6\u5bf9\u6bd4\u4e86\u8fd9\u51e0\u7c7b\u4e3b\u6d41\u6a21\u578b\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th align=\"left\">\u9884\u6d4b\u6a21\u578b<\/th>\n<th align=\"left\">\u9002\u7528\u573a\u666f<\/th>\n<th align=\"left\">\u6570\u636e\u8981\u6c42<\/th>\n<th align=\"left\">\u4f18\u7f3a\u70b9<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td align=\"left\"><strong>\u65f6\u95f4\u5e8f\u5217\u5206\u6790 (ARIMA)<\/strong><\/td>\n<td align=\"left\">\u9002\u7528\u4e8e\u5177\u6709\u660e\u663e\u8d8b\u52bf\u6027\u3001\u5b63\u8282\u6027\u89c4\u5f8b\u4e14\u5386\u53f2\u6570\u636e\u7a33\u5b9a\u7684\u5355\u4e00\u4ea7\u54c1\u9884\u6d4b\u3002<\/td>\n<td align=\"left\">\u9700\u8981\u8f83\u957f\uff08\u901a\u5e38&gt;2\u5e74\uff09\u4e14\u5e73\u7a33\u7684\u5355\u53d8\u91cf\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u3002<\/td>\n<td align=\"left\"><strong>\u4f18\u70b9<\/strong>\uff1a\u6a21\u578b\u7406\u8bba\u6210\u719f\uff0c\u89e3\u91ca\u6027\u5f3a\uff0c\u5bf9\u77ed\u671f\u9884\u6d4b\u6548\u679c\u597d\u3002<strong>\u7f3a\u70b9<\/strong>\uff1a\u5bf9\u6570\u636e\u5e73\u7a33\u6027\u8981\u6c42\u9ad8\uff0c\u96be\u4ee5\u878d\u5165\u5916\u90e8\u5f71\u54cd\u53d8\u91cf\uff0c\u5bf9\u7a81\u53d1\u4e8b\u4ef6\u4e0d\u654f\u611f\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>\u591a\u5143\u56de\u5f52\u5206\u6790<\/strong><\/td>\n<td align=\"left\">\u9002\u7528\u4e8e\u9700\u6c42\u53d7\u591a\u4e2a\u660e\u786e\u3001\u53ef\u91cf\u5316\u7684\u5185\u5916\u90e8\u56e0\u7d20\uff08\u5982\u4ef7\u683c\u3001\u4fc3\u9500\u3001\u7ade\u54c1\u6d3b\u52a8\uff09\u5f71\u54cd\u7684\u573a\u666f\u3002<\/td>\n<td align=\"left\">\u9700\u8981\u5305\u542b\u56e0\u53d8\u91cf\uff08\u9700\u6c42\uff09\u548c\u591a\u4e2a\u81ea\u53d8\u91cf\u7684\u5386\u53f2\u6570\u636e\uff0c\u53d8\u91cf\u95f4\u9700\u6ee1\u8db3\u4e00\u5b9a\u7684\u7edf\u8ba1\u5047\u8bbe\u3002<\/td>\n<td align=\"left\"><strong>\u4f18\u70b9<\/strong>\uff1a\u80fd\u591f\u91cf\u5316\u4e0d\u540c\u56e0\u7d20\u5bf9\u9700\u6c42\u7684\u5f71\u54cd\u7a0b\u5ea6\uff0c\u89e3\u91ca\u6027\u597d\uff0c\u6709\u52a9\u4e8e\u7b56\u7565\u5236\u5b9a\u3002<strong>\u7f3a\u70b9<\/strong>\uff1a\u9700\u8981\u9884\u5148\u8bc6\u522b\u6240\u6709\u5173\u952e\u5f71\u54cd\u53d8\u91cf\uff0c\u4e14\u96be\u4ee5\u5904\u7406\u53d8\u91cf\u95f4\u7684\u590d\u6742\u975e\u7ebf\u6027\u5173\u7cfb\u3002<\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>\u673a\u5668\u5b66\u4e60 (\u5982XGBoost, LSTM)<\/strong><\/td>\n<td align=\"left\">\u9002\u7528\u4e8e\u9700\u6c42\u6a21\u5f0f\u590d\u6742\u3001\u5f71\u54cd\u56e0\u7d20\u4f17\u591a\u4e14\u5173\u7cfb\u4e0d\u660e\u786e\u3001\u6570\u636e\u91cf\u5927\u7684\u573a\u666f\uff0c\u5c24\u5176\u9002\u5408\u5e94\u5bf9\u5e02\u573a\u9ad8\u6ce2\u52a8\u6027\u3002<\/td>\n<td align=\"left\">\u9700\u8981\u5927\u91cf\u3001\u591a\u7ef4\u5ea6\u7684\u5386\u53f2\u6570\u636e\uff08\u5305\u542b\u9500\u552e\u3001\u4ea7\u54c1\u3001\u5ba2\u6237\u3001\u5e02\u573a\u7b49\u591a\u65b9\u9762\u7279\u5f81\uff09\u3002<\/td>\n<td align=\"left\"><strong>\u4f18\u70b9<\/strong>\uff1a\u9884\u6d4b\u7cbe\u5ea6\u901a\u5e38\u6700\u9ad8\uff0c\u80fd\u81ea\u52a8\u53d1\u73b0\u6570\u636e\u4e2d\u7684\u590d\u6742\u6a21\u5f0f\uff0c\u9002\u5e94\u6027\u5f3a\u3002<strong>\u7f3a\u70b9<\/strong>\uff1a\u6a21\u578b\u662f\u201c\u9ed1\u7bb1\u201d\uff0c\u53ef\u89e3\u91ca\u6027\u8f83\u5dee\uff0c\u5bf9\u6570\u636e\u8d28\u91cf\u548c\u8ba1\u7b97\u8d44\u6e90\u8981\u6c42\u9ad8\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6700\u4f73\u5b9e\u8df5\u5e76\u975e\u662f\u9009\u62e9\u201c\u6700\u597d\u201d\u7684\u6a21\u578b\uff0c\u800c\u662f\u6839\u636e\u5177\u4f53\u7684\u4e1a\u52a1\u573a\u666f\u3001\u6570\u636e\u53ef\u7528\u6027\u548c\u5bf9\u6a21\u578b\u89e3\u91ca\u6027\u7684\u8981\u6c42\uff0c\u7ec4\u5408\u4f7f\u7528\u4e0d\u540c\u7684\u6a21\u578b\uff0c\u5e76\u901a\u8fc7\u6301\u7eed\u7684\u56de\u6d4b\u4e0e\u9a8c\u8bc1\uff0c\u627e\u5230\u6700\u9002\u5408\u81ea\u8eab\u7684\u201c\u6a21\u578b\u77e9\u9635\u201d\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E4%B8%89%E3%80%81%E6%B5%81%E7%A8%8B%E4%BC%98%E5%8C%96%EF%BC%9A%E6%8F%90%E5%8D%87%E9%A2%84%E6%B5%8B%E5%87%86%E7%A1%AE%E6%80%A7%E7%9A%84%E5%9B%9B%E9%A1%B9%E5%85%B3%E9%94%AE%E4%B8%9A%E5%8A%A1%E5%AE%9E%E8%B7%B5\"><\/span>\u4e09\u3001\u6d41\u7a0b\u4f18\u5316\uff1a\u63d0\u5347\u9884\u6d4b\u51c6\u786e\u6027\u7684\u56db\u9879\u5173\u952e\u4e1a\u52a1\u5b9e\u8df5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6280\u672f\u548c\u6570\u636e\u662f\u63d0\u5347\u9884\u6d4b\u51c6\u786e\u6027\u7684\u5229\u5668\uff0c\u4f46\u5982\u679c\u4e1a\u52a1\u6d41\u7a0b\u672c\u8eab\u5b58\u5728\u7f3a\u9677\uff0c\u518d\u5148\u8fdb\u7684\u7b97\u6cd5\u4e5f\u96be\u4ee5\u53d1\u6325\u5176\u5168\u90e8\u6548\u529b\u3002\u9884\u6d4b\u4e0d\u4ec5\u662f\u4e00\u4e2a\u6280\u672f\u95ee\u9898\uff0c\u66f4\u662f\u4e00\u4e2a\u7ba1\u7406\u95ee\u9898\u3002\u4ee5\u4e0b\u56db\u9879\u5173\u952e\u7684\u4e1a\u52a1\u5b9e\u8df5\uff0c\u80fd\u591f\u4ece\u6d41\u7a0b\u5c42\u9762\u7cfb\u7edf\u6027\u5730\u51cf\u5c11\u4eba\u4e3a\u548c\u534f\u540c\u56e0\u7d20\u5bfc\u81f4\u7684\u8bef\u5dee\u3002<\/p>\n<ol>\n<li>\n<p><strong>\u5b9e\u65bd\u9500\u552e\u4e0e\u8fd0\u8425\u89c4\u5212\uff08S&amp;OP\uff09\u6d41\u7a0b<\/strong>\u9500\u552e\u4e0e\u8fd0\u8425\u89c4\u5212\uff08Sales and Operations Planning, S&amp;OP\uff09\u662f\u4e00\u4e2a\u8de8\u804c\u80fd\u7684\u6708\u5ea6\u51b3\u7b56\u6d41\u7a0b\uff0c\u65e8\u5728\u5e73\u8861\u9700\u6c42\u4e0e\u4f9b\u5e94\uff0c\u534f\u540c\u516c\u53f8\u6218\u7565\u4e0e\u65e5\u5e38\u8fd0\u8425\u3002\u5b83\u5f3a\u5236\u6027\u5730\u5c06\u9500\u552e\u3001\u5e02\u573a\u3001\u751f\u4ea7\u3001\u4f9b\u5e94\u94fe\u3001\u8d22\u52a1\u7b49\u90e8\u95e8\u7684\u8d1f\u8d23\u4eba\u805a\u96c6\u5728\u4e00\u8d77\uff0c\u5171\u540c\u5ba1\u89c6\u57fa\u4e8e\u7edf\u8ba1\u6a21\u578b\u7684\u521d\u6b65\u9884\u6d4b\u3002\u9500\u552e\u90e8\u95e8\u53ef\u4ee5\u6839\u636e\u6700\u65b0\u7684\u5e02\u573a\u60c5\u62a5\u3001\u5ba2\u6237\u610f\u5411\u548c\u4fc3\u9500\u8ba1\u5212\u5bf9\u9884\u6d4b\u8fdb\u884c\u4fee\u6b63\uff1b\u751f\u4ea7\u90e8\u95e8\u5219\u53ef\u4ee5\u53cd\u9988\u4ea7\u80fd\u9650\u5236\u548c\u7269\u6599\u74f6\u9888\u3002\u901a\u8fc7\u8fd9\u4e2a\u7ed3\u6784\u5316\u7684\u6c9f\u901a\u4e0e\u51b3\u7b56\u673a\u5236\uff0cS&amp;OP\u5c06\u5206\u6563\u7684\u3001\u5b9a\u6027\u7684\u4fe1\u606f\u6574\u5408\u5230\u5b9a\u91cf\u7684\u9884\u6d4b\u4e2d\uff0c\u5f62\u6210\u4e00\u4e2a\u5168\u516c\u53f8\u7edf\u4e00\u8ba4\u53ef\u7684\u3001\u66f4\u8d34\u8fd1\u5e02\u573a\u5b9e\u9645\u7684\u201c\u5171\u8bc6\u6027\u9700\u6c42\u8ba1\u5212\u201d\uff0c\u4ece\u800c\u663e\u8457\u63d0\u5347\u9884\u6d4b\u7684\u51c6\u786e\u6027\u548c\u53ef\u6267\u884c\u6027\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5efa\u7acb\u8de8\u90e8\u95e8\u534f\u4f5c\u4e0e\u4fe1\u606f\u5171\u4eab\u673a\u5236<\/strong>\u5728S&amp;OP\u6846\u67b6\u4e4b\u5916\uff0c\u65e5\u5e38\u7684\u8de8\u90e8\u95e8\u534f\u4f5c\u4e0e\u4fe1\u606f\u5171\u4eab\u540c\u6837\u81f3\u5173\u91cd\u8981\u3002\u4f8b\u5982\uff0c\u5e02\u573a\u90e8\u7b56\u5212\u4e00\u573a\u5927\u578b\u4fc3\u9500\u6d3b\u52a8\u524d\uff0c\u5fc5\u987b\u63d0\u524d\u5c06\u6d3b\u52a8\u65b9\u6848\u3001\u9884\u671f\u9500\u91cf\u589e\u957f\u7b49\u4fe1\u606f\u540c\u6b65\u7ed9\u4f9b\u5e94\u94fe\u548c\u91c7\u8d2d\u90e8\u95e8\uff0c\u4ee5\u4fbf\u4ed6\u4eec\u8c03\u6574\u5b89\u5168\u5e93\u5b58\u548c\u91c7\u8d2d\u8ba1\u5212\u3002\u540c\u6837\uff0c\u7814\u53d1\u90e8\u95e8\u5728\u8fdb\u884c\u4ea7\u54c1\u8bbe\u8ba1\u53d8\u66f4\u6216\u63a8\u51fa\u66ff\u4ee3\u6599\u53f7\u65f6\uff0c\u4e5f\u5e94\u7b2c\u4e00\u65f6\u95f4\u901a\u77e5\u91c7\u8d2d\u548c\u751f\u4ea7\uff0c\u907f\u514d\u65e7\u7269\u6599\u7684\u5446\u6ede\u548c\u65b0\u7269\u6599\u7684\u77ed\u7f3a\u3002\u5efa\u7acb\u4e00\u4e2a\u900f\u660e\u3001\u9ad8\u6548\u7684\u4fe1\u606f\u5171\u4eab\u5e73\u53f0\u6216\u56fa\u5b9a\u7684\u6c9f\u901a\u673a\u5236\uff0c\u786e\u4fdd\u5173\u952e\u4fe1\u606f\u80fd\u591f\u5728\u7b2c\u4e00\u65f6\u95f4\u89e6\u8fbe\u6240\u6709\u76f8\u5173\u65b9\uff0c\u662f\u6253\u7834\u90e8\u95e8\u58c1\u5792\u3001\u51cf\u5c11\u4fe1\u606f\u5ef6\u8fdf\u9020\u6210\u9884\u6d4b\u8bef\u5dee\u7684\u5173\u952e\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u4f9b\u5e94\u5546\u534f\u540c\u4e0eVMI\uff08\u4f9b\u5e94\u5546\u7ba1\u7406\u5e93\u5b58\uff09<\/strong>\u9884\u6d4b\u7684\u8fb9\u754c\u4e0d\u5e94\u6b62\u4e8e\u4f01\u4e1a\u5185\u90e8\u3002\u5c06\u5173\u952e\u4f9b\u5e94\u5546\u7eb3\u5165\u9884\u6d4b\u534f\u540c\u4f53\u7cfb\uff0c\u80fd\u5e26\u6765\u5de8\u5927\u4ef7\u503c\u3002\u901a\u8fc7\u4e0e\u4f9b\u5e94\u5546\u5171\u4eab\u9700\u6c42\u9884\u6d4b\u6570\u636e\uff0c\u53ef\u4ee5\u5e2e\u52a9\u4ed6\u4eec\u66f4\u597d\u5730\u89c4\u5212\u81ea\u5df1\u7684\u4ea7\u80fd\u548c\u539f\u6750\u6599\u50a8\u5907\uff0c\u4ece\u800c\u7f29\u77ed\u91c7\u8d2d\u63d0\u524d\u671f\u3001\u63d0\u9ad8\u4ea4\u4ed8\u7684\u51c6\u65f6\u7387\u3002\u66f4\u8fdb\u4e00\u6b65\u7684\u5b9e\u8df5\u662f\u4f9b\u5e94\u5546\u7ba1\u7406\u5e93\u5b58\uff08Vendor-Managed Inventory, VMI\uff09\u3002\u5728VMI\u6a21\u5f0f\u4e0b\uff0c\u4f9b\u5e94\u5546\u53ef\u4ee5\u5b9e\u65f6\u8bbf\u95ee\u5ba2\u6237\u7684\u5e93\u5b58\u6570\u636e\u548c\u9500\u552e\u6570\u636e\uff0c\u5e76\u4e3b\u52a8\u8d1f\u8d23\u8865\u8d27\uff0c\u786e\u4fdd\u5e93\u5b58\u6c34\u5e73\u7ef4\u6301\u5728\u9884\u8bbe\u7684\u533a\u95f4\u5185\u3002\u8fd9\u79cd\u6df1\u5ea6\u7684\u534f\u540c\u4e0d\u4ec5\u5c06\u5e93\u5b58\u7ba1\u7406\u7684\u8d23\u4efb\u90e8\u5206\u8f6c\u79fb\uff0c\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5b83\u5229\u7528\u4e86\u6700\u4e86\u89e3\u4f9b\u5e94\u7aef\u60c5\u51b5\u7684\u4f9b\u5e94\u5546\u7684\u4e13\u4e1a\u77e5\u8bc6\uff0c\u6781\u5927\u5730\u964d\u4f4e\u4e86\u56e0\u4fe1\u606f\u4e0d\u5bf9\u79f0\u800c\u4ea7\u751f\u7684\u725b\u97ad\u6548\u5e94\u548c\u9884\u6d4b\u8bef\u5dee\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5efa\u7acb\u9884\u6d4b\u8bef\u5dee\u76d1\u63a7\u4e0e\u53cd\u9988\u5faa\u73af\uff08PDCA\uff09<\/strong>\u4efb\u4f55\u9884\u6d4b\u90fd\u4e0d\u53ef\u80fd\u505a\u5230100%\u51c6\u786e\uff0c\u56e0\u6b64\uff0c\u5efa\u7acb\u4e00\u4e2a\u6301\u7eed\u6539\u8fdb\u7684\u95ed\u73af\u673a\u5236\u81f3\u5173\u91cd\u8981\u3002\u8fd9\u53ef\u4ee5\u901a\u8fc7\u7ecf\u5178\u7684PDCA\uff08Plan-Do-Check-Act\uff09\u5faa\u73af\u6765\u5b9e\u73b0\uff1a<\/p>\n<ul>\n<li><strong>Plan\uff08\u8ba1\u5212\uff09<\/strong>\uff1a\u5236\u5b9a\u9700\u6c42\u9884\u6d4b\u3002<\/li>\n<li><strong>Do\uff08\u6267\u884c\uff09<\/strong>\uff1a\u6839\u636e\u9884\u6d4b\u8fdb\u884c\u91c7\u8d2d\u548c\u751f\u4ea7\u3002<\/li>\n<li><strong>Check\uff08\u68c0\u67e5\uff09<\/strong>\uff1a\u5728\u6bcf\u4e2a\u9884\u6d4b\u5468\u671f\u7ed3\u675f\u540e\uff0c\u7cfb\u7edf\u6027\u5730\u5ea6\u91cf\u9884\u6d4b\u503c\u4e0e\u5b9e\u9645\u9700\u6c42\u4e4b\u95f4\u7684\u8bef\u5dee\uff08\u5982\u4f7f\u7528MAPE\u3001Bias\u7b49\u6307\u6807\uff09\uff0c\u5e76\u6df1\u5165\u5206\u6790\u8bef\u5dee\u4ea7\u751f\u7684\u539f\u56e0\u3002\u662f\u6a21\u578b\u95ee\u9898\uff1f\u6570\u636e\u95ee\u9898\uff1f\u8fd8\u662f\u672a\u9884\u6599\u5230\u7684\u5e02\u573a\u4e8b\u4ef6\uff1f<\/li>\n<li><strong>Act\uff08\u5904\u7406\uff09<\/strong>\uff1a\u6839\u636e\u5206\u6790\u7ed3\u679c\uff0c\u5bf9\u9884\u6d4b\u6d41\u7a0b\u8fdb\u884c\u8c03\u6574\u3002\u8fd9\u53ef\u80fd\u610f\u5473\u7740\u4f18\u5316\u6570\u636e\u6e05\u6d17\u89c4\u5219\u3001\u8c03\u6574\u9884\u6d4b\u6a21\u578b\u53c2\u6570\u3001\u6539\u8fdbS&amp;OP\u4f1a\u8bae\u7684\u8bae\u7a0b\uff0c\u6216\u662f\u52a0\u5f3a\u4e0e\u67d0\u4e2a\u7279\u5b9a\u4f9b\u5e94\u5546\u7684\u6c9f\u901a\u3002\u901a\u8fc7\u8fd9\u4e2a\u6301\u7eed\u7684\u76d1\u63a7\u3001\u5206\u6790\u4e0e\u6539\u8fdb\u5faa\u73af\uff0c\u9884\u6d4b\u80fd\u529b\u5c06\u5728\u5b9e\u8df5\u4e2d\u4e0d\u65ad\u8fed\u4ee3\u5347\u7ea7\uff0c\u5b9e\u73b0\u87ba\u65cb\u5f0f\u4e0a\u5347\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h2><span 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class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5c3d\u7ba1\u6d41\u7a0b\u4f18\u5316\u81f3\u5173\u91cd\u8981\uff0c\u4f46\u4f20\u7edf\u7684ERP\u7cfb\u7edf\u5728\u7075\u6d3b\u6027\u548c\u654f\u6377\u6027\u4e0a\u7684\u5148\u5929\u4e0d\u8db3\uff0c\u5f80\u5f80\u6210\u4e3a\u5b9e\u8df5\u8fd9\u4e9b\u5148\u8fdb\u7406\u5ff5\u7684\u74f6\u9888\u3002ERP\u7cfb\u7edf\u901a\u5e38\u7ed3\u6784\u56fa\u5316\u3001\u5b9a\u5236\u5f00\u53d1\u6210\u672c\u9ad8\u6602\u4e14\u5468\u671f\u6f2b\u957f\uff0c\u96be\u4ee5\u5feb\u901f\u54cd\u5e94\u4e1a\u52a1\u6d41\u7a0b\u7684\u8c03\u6574\u548c\u6570\u636e\u5206\u6790\u9700\u6c42\u7684\u53d8\u5316\u3002\u8fd9\u6b63\u662f\u73b0\u4ee3\u6570\u5b57\u5316\u5de5\u5177\uff0c\u7279\u522b\u662f\u65e0\u4ee3\u7801\/\u4f4e\u4ee3\u7801\u5e73\u53f0\uff0c\u80fd\u591f\u53d1\u6325\u5de8\u5927\u4ef7\u503c\u7684\u5730\u65b9\u3002\u5b83\u4eec\u4e3a\u4f01\u4e1a\u63d0\u4f9b\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u3001\u66f4\u5177\u6210\u672c\u6548\u76ca\u7684\u65b9\u5f0f\u6765\u5f25\u8865\u4f20\u7edfERP\u7684\u4e0d\u8db3\uff0c\u91cd\u5851\u91c7\u8d2d\u9884\u6d4b\u80fd\u529b\u3002<\/p>\n<p>\u4ee5<strong>\u652f\u9053\u5e73\u53f0<\/strong>\u8fd9\u7c7b\u9886\u5148\u7684\u65e0\u4ee3\u7801\u5e94\u7528\u642d\u5efa\u5e73\u53f0\u4e3a\u4f8b\uff0c\u5b83\u5e76\u975e\u8981\u53d6\u4ee3ERP\uff0c\u800c\u662f\u4f5c\u4e3a\u5176\u5f3a\u5927\u7684\u8865\u5145\u548c\u5ef6\u4f38\uff0c\u901a\u8fc7\u5176\u7075\u6d3b\u7684\u5f15\u64ce\u80fd\u529b\uff0c\u7cbe\u51c6\u89e3\u51b3\u524d\u6587\u63d0\u5230\u7684\u8bf8\u591a\u75db\u70b9\uff1a<\/p>\n<ul>\n<li>\n<p><strong>\u62a5\u8868\u5f15\u64ce\uff1a\u6d1e\u5bdf\u6570\u636e\uff0c\u9a71\u52a8\u7cbe\u51c6\u9884\u6d4b<\/strong>\u9762\u5bf9ERP\u4e2d\u50f5\u5316\u3001\u5355\u4e00\u7684\u62a5\u8868\uff0c\u652f\u9053\u5e73\u53f0\u7684<strong>\u62a5\u8868\u5f15\u64ce<\/strong>\u5141\u8bb8\u4e1a\u52a1\u4eba\u5458\u901a\u8fc7\u7b80\u5355\u7684\u62d6\u62c9\u62fd\u914d\u7f6e\uff0c\u5feb\u901f\u6784\u5efa\u591a\u7ef4\u5ea6\u3001\u9ad8\u5ea6\u53ef\u89c6\u5316\u7684\u6570\u636e\u5206\u6790\u770b\u677f\u3002\u91c7\u8d2d\u7ecf\u7406\u53ef\u4ee5\u8f7b\u677e\u6574\u5408\u9500\u552e\u8d8b\u52bf\u3001\u5e93\u5b58\u6c34\u5e73\u3001\u4f9b\u5e94\u5546\u4ea4\u4ed8\u8868\u73b0\u3001\u9884\u6d4b\u51c6\u786e\u7387\u7b49\u591a\u4e2a\u6570\u636e\u6e90\uff0c\u521b\u5efa\u81ea\u5df1\u7684\u201c\u91c7\u8d2d\u9a7e\u9a76\u8231\u201d\u3002\u4ed6\u4eec\u53ef\u4ee5\u81ea\u7531\u4e0b\u94bb\u3001\u7b5b\u9009\u3001\u8054\u52a8\u5206\u6790\uff0c\u5b9e\u65f6\u76d1\u63a7\u5173\u952e\u6307\u6807\uff0c\u4ece\u6d77\u91cf\u6570\u636e\u4e2d\u5feb\u901f\u53d1\u73b0\u5f02\u5e38\u6ce2\u52a8\u548c\u6f5c\u5728\u8d8b\u52bf\uff0c\u4e3a\u8c03\u6574\u9884\u6d4b\u6a21\u578b\u3001\u5236\u5b9a\u91c7\u8d2d\u7b56\u7565\u63d0\u4f9b\u76f4\u89c2\u3001\u5373\u65f6\u7684\u6570\u636e\u6d1e\u5bdf\uff0c\u5f7b\u5e95\u544a\u522b\u4f9d\u8d56IT\u90e8\u95e8\u6392\u671f\u505a\u62a5\u8868\u7684\u6f2b\u957f\u7b49\u5f85\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u89c4\u5219\u5f15\u64ce\uff1a\u81ea\u52a8\u5316\u9884\u8b66\uff0c\u654f\u6377\u54cd\u5e94\u53d8\u5316<\/strong>\u5e02\u573a\u77ac\u606f\u4e07\u53d8\uff0c\u4f9d\u8d56\u4eba\u5de5\u65f6\u523b\u76ef\u9632\u5e93\u5b58\u548c\u9700\u6c42\u5f02\u5e38\u662f\u4e0d\u73b0\u5b9e\u7684\u3002\u652f\u9053\u5e73\u53f0\u7684<strong>\u89c4\u5219\u5f15\u64ce<\/strong>\u80fd\u591f\u5c06\u7ba1\u7406\u89c4\u5219\u8f6c\u5316\u4e3a\u81ea\u52a8\u5316\u6d41\u7a0b\u3002\u7528\u6237\u53ef\u4ee5\u81ea\u884c\u8bbe\u7f6e\u9884\u8b66\u89c4\u5219\uff0c\u4f8b\u5982\uff1a\u201c\u5f53\u67d0A\u7c7b\u7269\u6599\u7684\u5e93\u5b58\u4f4e\u4e8e\u5b89\u5168\u5e93\u5b58\u6c34\u5e73\u7684120%\u65f6\uff0c\u81ea\u52a8\u5411\u91c7\u8d2d\u4e13\u5458\u53d1\u9001\u5f85\u529e\u63d0\u9192\u201d\uff1b\u6216\u8005\u201c\u5f53\u672c\u5468\u7684\u9500\u552e\u9884\u6d4b\u4e0e\u4e0a\u5468\u76f8\u6bd4\u6ce2\u52a8\u8d85\u8fc730%\u65f6\uff0c\u81ea\u52a8\u89e6\u53d1\u90ae\u4ef6\u901a\u77e5\u7ed9\u9500\u552e\u603b\u76d1\u548c\u4f9b\u5e94\u94fe\u603b\u76d1\u201d\u3002\u8fd9\u79cd\u81ea\u52a8\u5316\u9884\u8b66\u673a\u5236\uff0c\u786e\u4fdd\u4e86\u5bf9\u6f5c\u5728\u98ce\u9669\u7684\u654f\u6377\u54cd\u5e94\uff0c\u5c06\u95ee\u9898\u627c\u6740\u5728\u6447\u7bee\u4e2d\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u6d41\u7a0b\u5f15\u64ce\uff1a\u6253\u7834\u58c1\u5792\uff0c\u52a0\u901f\u534f\u540c\u51b3\u7b56<\/strong>\u524d\u6587\u63d0\u5230\u7684S&amp;OP\u6d41\u7a0b\u548c\u8de8\u90e8\u95e8\u534f\u4f5c\uff0c\u5176\u843d\u5730\u6548\u679c\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53d6\u51b3\u4e8e\u6d41\u7a0b\u7684\u987a\u7545\u5ea6\u3002\u652f\u9053\u5e73\u53f0\u7684<strong>\u6d41\u7a0b\u5f15\u64ce<\/strong>\u80fd\u591f\u5e2e\u52a9\u4f01\u4e1a\u5feb\u901f\u6784\u5efa\u7075\u6d3b\u3001\u53ef\u89c6\u5316\u7684\u8de8\u90e8\u95e8\u5ba1\u6279\u4e0e\u534f\u4f5c\u6d41\u7a0b\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u201c\u9884\u6d4b\u8c03\u6574\u5ba1\u6279\u6d41\u201d\u53ef\u4ee5\u4ece\u9500\u552e\u90e8\u95e8\u53d1\u8d77\uff0c\u6d41\u7ecf\u5e02\u573a\u90e8\u3001\u4f9b\u5e94\u94fe\u90e8\uff0c\u6700\u7ec8\u7531S&amp;OP\u51b3\u7b5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class=\"xintheme_keyword_link\"><a href=\"https:\/\/www.zdsztech.com\/engine\" target=\"_blank\" title=\"\u65e0\u4ee3\u7801\u5e73\u53f0\">\u65e0\u4ee3\u7801\u5e73\u53f0<\/a><\/span>\u6784\u5efa\u60a8\u7684\u4e13\u5c5e\u91c7\u8d2d\u9884\u6d4b\u7cfb\u7edf\u3002\u70b9\u51fb\u3010<a href=\"https:\/\/user.zdsztech.com\/toWorkbench?index=2\">\u514d\u8d39\u8bd5\u7528\uff0c\u5728\u7ebf\u76f4\u63a5\u8bd5\u7528<\/a>\u3011\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%85%B3%E4%BA%8EERP%E9%87%87%E8%B4%AD%E9%9C%80%E6%B1%82%E9%A2%84%E6%B5%8B%E7%9A%84%E5%B8%B8%E8%A7%81%E9%97%AE%E9%A2%98\"><\/span>\u5173\u4e8eERP\u91c7\u8d2d\u9700\u6c42\u9884\u6d4b\u7684\u5e38\u89c1\u95ee\u9898<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"1_%E6%88%91%E4%BB%AC%E6%98%AF%E4%B8%80%E5%AE%B6%E4%B8%AD%E5%B0%8F%E5%9E%8B%E4%BC%81%E4%B8%9A%EF%BC%8C%E6%B2%A1%E6%9C%89%E8%B6%B3%E5%A4%9F%E7%9A%84%E6%95%B0%E6%8D%AE%E9%87%8F%EF%BC%8C%E8%AF%A5%E5%A6%82%E4%BD%95%E8%BF%9B%E8%A1%8C%E9%9C%80%E6%B1%82%E9%A2%84%E6%B5%8B%EF%BC%9F\"><\/span>1. \u6211\u4eec\u662f\u4e00\u5bb6\u4e2d\u5c0f\u578b\u4f01\u4e1a\uff0c\u6ca1\u6709\u8db3\u591f\u7684\u6570\u636e\u91cf\uff0c\u8be5\u5982\u4f55\u8fdb\u884c\u9700\u6c42\u9884\u6d4b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5bf9\u4e8e\u6570\u636e\u91cf\u6709\u9650\u7684\u4e2d\u5c0f\u578b\u4f01\u4e1a\uff0c\u7cbe\u51c6\u9884\u6d4b\u540c\u6837\u662f\u53ef\u884c\u7684\uff0c\u5173\u952e\u5728\u4e8e\u7b56\u7565\u7684\u8c03\u6574\u3002\u9996\u5148\uff0c\u53ef\u4ee5\u66f4\u591a\u5730\u4f9d\u8d56\u5b9a\u6027\u9884\u6d4b\u65b9\u6cd5\u4f5c\u4e3a\u8d77\u70b9\uff0c\u4f8b\u5982\u7ec4\u7ec7\u8de8\u90e8\u95e8\u7684\u4e13\u5bb6\u5c0f\u7ec4\uff08\u5982\u8d44\u6df1\u9500\u552e\u3001\u4ea7\u54c1\u7ecf\u7406\uff09\u8fdb\u884c\u5934\u8111\u98ce\u66b4\u548c\u5fb7\u5c14\u83f2\u6cd5\u9884\u6d4b\uff0c\u6216\u8fdb\u884c\u5c0f\u8303\u56f4\u7684\u5e02\u573a\u8c03\u7814\u6765\u6355\u6349\u5ba2\u6237\u610f\u5411\u3002\u5176\u6b21\uff0c\u5373\u4fbf\u6570\u636e\u91cf\u5c0f\uff0c\u4e5f\u53ef\u4ee5\u7ed3\u5408\u8d8b\u52bf\u5916\u63a8\u7b49\u7b80\u5355\u7684\u65f6\u95f4\u5e8f\u5217\u65b9\u6cd5\u8fdb\u884c\u521d\u6b65\u7684\u5b9a\u91cf\u5206\u6790\u3002\u6700\u91cd\u8981\u7684\u662f\uff0c\u5e94\u7acb\u5373\u7740\u624b\u5efa\u7acb\u89c4\u8303\u5316\u7684\u6570\u636e\u6536\u96c6\u4f53\u7cfb\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u5229\u7528<strong>\u652f\u9053\u5e73\u53f0<\/strong>\u7684<strong>\u8868\u5355\u5f15\u64ce<\/strong>\u529f\u80fd\uff0c\u5feb\u901f\u8bbe\u8ba1\u5e76\u90e8\u7f72\u6807\u51c6\u5316\u7684\u9500\u552e\u8bb0\u5f55\u3001\u5ba2\u6237\u8be2\u76d8\u3001\u5e02\u573a\u6d3b\u52a8\u7b49\u6570\u636e\u5f55\u5165\u8868\u5355\uff0c\u786e\u4fdd\u4ece\u73b0\u5728\u5f00\u59cb\u79ef\u7d2f\u7684\u6bcf\u4e00\u6761\u6570\u636e\u90fd\u662f\u9ad8\u8d28\u91cf\u3001\u53ef\u7528\u4e8e\u672a\u6765\u5206\u6790\u7684\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_%E5%AE%9E%E6%96%BD%E6%96%B0%E7%9A%84%E9%A2%84%E6%B5%8B%E6%A8%A1%E5%9E%8B%E6%88%96%E7%B3%BB%E7%BB%9F%EF%BC%8C%E9%9C%80%E8%A6%81%E5%A4%9A%E5%A4%A7%E7%9A%84%E6%8A%95%E5%85%A5%EF%BC%9F%E5%91%A8%E6%9C%9F%E5%A4%9A%E9%95%BF%EF%BC%9F\"><\/span>2. \u5b9e\u65bd\u65b0\u7684\u9884\u6d4b\u6a21\u578b\u6216\u7cfb\u7edf\uff0c\u9700\u8981\u591a\u5927\u7684\u6295\u5165\uff1f\u5468\u671f\u591a\u957f\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u6295\u5165\u4e0e\u5468\u671f\u56e0\u65b9\u6848\u9009\u62e9\u800c\u5f02\uff0c\u5dee\u5f02\u5de8\u5927\u3002\u82e5\u9009\u62e9\u5bf9\u73b0\u6709ERP\u7cfb\u7edf\u8fdb\u884c\u6a21\u5757\u5347\u7ea7\u6216\u6df1\u5ea6\u5b9a\u5236\u5f00\u53d1\uff0c\u901a\u5e38\u6d89\u53ca\u9ad8\u6602\u7684\u8f6f\u4ef6\u8bb8\u53ef\u8d39\u548c\u5f00\u53d1\u670d\u52a1\u8d39\uff0c\u6210\u672c\u52a8\u8f84\u6570\u5341\u4e07\u81f3\u6570\u767e\u4e07\uff0c\u5b9e\u65bd\u5468\u671f\u4e5f\u8f83\u957f\uff0c\u4e00\u822c\u9700\u89816\u4e2a\u6708\u4ee5\u4e0a\u624d\u80fd\u770b\u5230\u521d\u6b65\u6548\u679c\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u91c7\u7528\u50cf<strong>\u652f\u9053<\/strong>\u8fd9\u6837\u7684\u65e0\u4ee3\u7801\u5e73\u53f0\u5219\u5c55\u73b0\u51fa\u663e\u8457\u7684<strong>\u6210\u672c\u66f4\u4f4e<\/strong>\u548c\u5468\u671f\u66f4\u77ed\u7684\u4f18\u52bf\u3002\u7531\u4e8e\u5176\u9ad8\u5ea6\u7684\u7075\u6d3b\u6027\u548c\u6613\u7528\u6027\uff0c\u4e1a\u52a1\u4eba\u5458\u751a\u81f3\u53ef\u4ee5\u4eb2\u81ea\u53c2\u4e0e\u5e94\u7528\u7684\u642d\u5efa\u4e0e\u4f18\u5316\uff0c\u5927\u5927\u51cf\u5c11\u4e86\u5bf9\u6602\u8d35\u5916\u90e8\u5f00\u53d1\u8d44\u6e90\u7684\u4f9d\u8d56\u3002\u901a\u5e38\uff0c\u6838\u5fc3\u529f\u80fd\u7684\u4e0a\u7ebf\u5468\u671f\u53ef\u4ee5\u7f29\u77ed\u81f31-3\u4e2a\u6708\uff0c\u800c\u603b\u4f53\u62e5\u6709\u6210\u672c\uff08TCO\uff09\u76f8\u6bd4\u4f20\u7edf\u65b9\u5f0f\u53ef\u964d\u4f4e50-80%\uff0c\u4e3a\u4f01\u4e1a\u63d0\u4f9b\u4e86\u4e00\u6761\u9ad8\u6027\u4ef7\u6bd4\u7684\u6570\u5b57\u5316\u8f6c\u578b\u8def\u5f84\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_%E5%A6%82%E4%BD%95%E8%A1%A1%E9%87%8F%E9%87%87%E8%B4%AD%E9%9C%80%E6%B1%82%E9%A2%84%E6%B5%8B%E7%9A%84%E5%87%86%E7%A1%AE%E6%80%A7%EF%BC%9F%E6%9C%89%E5%93%AA%E4%BA%9B%E5%85%B3%E9%94%AE%E6%8C%87%E6%A0%87%EF%BC%9F\"><\/span>3. \u5982\u4f55\u8861\u91cf\u91c7\u8d2d\u9700\u6c42\u9884\u6d4b\u7684\u51c6\u786e\u6027\uff1f\u6709\u54ea\u4e9b\u5173\u952e\u6307\u6807\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u8861\u91cf\u9884\u6d4b\u51c6\u786e\u6027\u662f\u6301\u7eed\u6539\u8fdb\u7684\u7b2c\u4e00\u6b65\u3002\u4ee5\u4e0b\u662f\u51e0\u4e2a\u4e1a\u754c\u901a\u7528\u7684\u6838\u5fc3\u6307\u6807\uff1a<\/p>\n<ul>\n<li><strong>\u9884\u6d4b\u51c6\u786e\u7387\uff08Forecast Accuracy\uff09<\/strong>\uff1a\u6700\u76f4\u89c2\u7684\u6307\u6807\uff0c\u8ba1\u7b97\u516c\u5f0f\u4e3a <code>1 - MAPE<\/code>\u3002\u5b83\u76f4\u63a5\u53cd\u6620\u4e86\u9884\u6d4b\u7ed3\u679c\u7684\u51c6\u786e\u7a0b\u5ea6\uff0c\u767e\u5206\u6bd4\u8d8a\u9ad8\u8d8a\u597d\u3002<\/li>\n<li><strong>\u5e73\u5747\u7edd\u5bf9\u767e\u5206\u6bd4\u8bef\u5dee\uff08MAPE, Mean Absolute Percentage Error\uff09<\/strong>\uff1a\u8fd9\u662f\u6700\u5e38\u7528\u7684\u6307\u6807\u4e4b\u4e00\uff0c\u8ba1\u7b97\u7684\u662f\u8bef\u5dee\u5360\u5b9e\u9645\u503c\u7684\u5e73\u5747\u767e\u5206\u6bd4\u3002\u5176\u4f18\u70b9\u662f\u76f4\u89c2\u6613\u61c2\uff0c\u53ef\u4ee5\u5728\u4e0d\u540c\u4ea7\u54c1\u4e4b\u95f4\u8fdb\u884c\u6a2a\u5411\u6bd4\u8f83\u3002\u8ba1\u7b97\u516c\u5f0f\u4e3a <code>(1\/n) * \u03a3(|\u5b9e\u9645\u503c - \u9884\u6d4b\u503c| \/ \u5b9e\u9645\u503c)<\/code>\u3002<\/li>\n<li><strong>\u5e73\u5747\u7edd\u5bf9\u8bef\u5dee\uff08MAE, Mean Absolute Error\uff09<\/strong>\uff1a\u8ba1\u7b97\u7684\u662f\u9884\u6d4b\u8bef\u5dee\u7edd\u5bf9\u503c\u7684\u5e73\u5747\u6570\u3002\u5b83\u76f4\u63a5\u53cd\u6620\u4e86\u9884\u6d4b\u8bef\u5dee\u7684\u5b9e\u9645\u5927\u5c0f\uff0c\u5355\u4f4d\u4e0e\u539f\u59cb\u6570\u636e\u76f8\u540c\uff0c\u4f46\u65e0\u6cd5\u5728\u4e0d\u540c\u91cf\u7ea7\u7684\u4ea7\u54c1\u95f4\u76f4\u63a5\u6bd4\u8f83\u3002<\/li>\n<li><strong>\u5747\u65b9\u6839\u8bef\u5dee\uff08RMSE, Root Mean Square Error\uff09<\/strong>\uff1a\u8be5\u6307\u6807\u5bf9\u8f83\u5927\u7684\u8bef\u5dee\u7ed9\u4e88\u66f4\u9ad8\u7684\u6743\u91cd\uff0c\u56e0\u6b64\u5bf9\u9884\u6d4b\u7ed3\u679c\u4e2d\u7684\u79bb\u7fa4\u70b9\u975e\u5e38\u654f\u611f\u3002\u5982\u679c\u60a8\u7684\u4e1a\u52a1\u65e0\u6cd5\u5bb9\u5fcd\u5927\u7684\u9884\u6d4b\u5931\u8bef\uff0cRMSE\u662f\u4e00\u4e2a\u9700\u8981\u91cd\u70b9\u5173\u6ce8\u7684\u6307\u6807\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u63ed\u793aERP\u7cfb\u7edf\u91c7\u8d2d\u9700\u6c42\u9884\u6d4b\u8bef\u5dee\u7684\u63a7\u5236\u7b56\u7565\uff0c\u63d0\u4f9b\u6570\u636e\u9a71\u52a8\u6a21\u578b\u6784\u5efa\u3001\u6d41\u7a0b\u4f18\u5316\u548c\u73b0\u4ee3\u5de5\u5177\u5e94\u7528\u7684\u6700\u4f73\u5b9e\u8df5\uff0c\u52a9\u529b\u4f01\u4e1a\u63d0\u5347\u9884\u6d4b\u51c6\u786e\u6027\uff0c\u6784\u5efa\u6838\u5fc3\u7ade\u4e89\u529b\u3002<\/p>\n","protected":false},"author":7,"featured_media":27027,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[7],"tags":[],"class_list":["post-27028","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-docs"],"yoast_head":"<!-- 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