{"id":15816,"date":"2025-06-27T13:35:14","date_gmt":"2025-06-27T05:35:14","guid":{"rendered":"https:\/\/www.textile-fabric.com\/?p=15816"},"modified":"2025-06-27T13:35:14","modified_gmt":"2025-06-27T05:35:14","slug":"%e9%ab%98%e6%95%88%e7%ae%b1%e5%bc%8f%e8%bf%87%e6%bb%a4%e5%99%a8%e6%9b%b4%e6%8d%a2%e5%91%a8%e6%9c%9f%e9%a2%84%e6%b5%8b%e6%a8%a1%e5%9e%8b%e5%8f%8a%e8%bf%90%e7%bb%b4%e6%88%90%e6%9c%ac%e4%bc%98%e5%8c%96","status":"publish","type":"post","link":"https:\/\/www.textile-fabric.com\/?p=15816","title":{"rendered":"\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\u66f4\u6362\u5468\u671f\u9884\u6d4b\u6a21\u578b\u53ca\u8fd0\u7ef4\u6210\u672c\u4f18\u5316\u7814\u7a76"},"content":{"rendered":"<h1>\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\u66f4\u6362\u5468\u671f\u9884\u6d4b\u6a21\u578b\u53ca\u8fd0\u7ef4\u6210\u672c\u4f18\u5316\u7814\u7a76<\/h1>\n<h2>\u4e00\u3001\u5f15\u8a00<\/h2>\n<p>\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\uff08High-Efficiency Particulate Air Box Filter\uff0c\u7b80\u79f0HEPA\u7bb1\u5f0f\u8fc7\u6ee4\u5668\uff09\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5236\u836f\u3001\u533b\u9662\u3001\u534a\u5bfc\u4f53\u5236\u9020\u3001\u751f\u7269\u5b89\u5168\u5b9e\u9a8c\u5ba4\u7b49\u5bf9\u7a7a\u6c14\u8d28\u91cf\u8981\u6c42\u6781\u9ad8\u7684\u573a\u6240\u3002\u5176\u6838\u5fc3\u529f\u80fd\u662f\u901a\u8fc7\u591a\u5c42\u6ee4\u6750\u6709\u6548\u62e6\u622a\u7a7a\u6c14\u4e2d\u7684\u5fae\u7c92\u6c61\u67d3\u7269\uff0c\u786e\u4fdd\u6d01\u51c0\u5ba4\u6216\u7279\u5b9a\u73af\u5883\u7684\u7a7a\u6c14\u8d28\u91cf\u7b26\u5408\u6807\u51c6\u3002\u7136\u800c\uff0c\u968f\u7740\u4f7f\u7528\u65f6\u95f4\u7684\u589e\u52a0\uff0c\u8fc7\u6ee4\u5668\u7684\u963b\u529b\u4e0a\u5347\u3001\u6548\u7387\u4e0b\u964d\uff0c\u8fdb\u800c\u5f71\u54cd\u7cfb\u7edf\u8fd0\u884c\u6548\u7387\u5e76\u589e\u52a0\u80fd\u8017\u3002\u56e0\u6b64\uff0c\u5982\u4f55\u79d1\u5b66\u9884\u6d4b\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\u7684\u66f4\u6362\u5468\u671f\uff0c\u5e76\u5728\u6b64\u57fa\u7840\u4e0a\u4f18\u5316\u8fd0\u7ef4\u6210\u672c\uff0c\u6210\u4e3a\u5f53\u524d\u7a7a\u6c14\u51c0\u5316\u9886\u57df\u7684\u91cd\u8981\u7814\u7a76\u8bfe\u9898\u3002  <\/p>\n<p>\u8fd1\u5e74\u6765\uff0c\u56fd\u5185\u5916\u5b66\u8005\u5728\u8fc7\u6ee4\u5668\u5bff\u547d\u9884\u6d4b\u548c\u8fd0\u7ef4\u7ba1\u7406\u65b9\u9762\u8fdb\u884c\u4e86\u5927\u91cf\u7814\u7a76\u3002\u4f8b\u5982\uff0c\u7f8e\u56fdASHRAE\uff08\u7f8e\u56fd\u91c7\u6696\u3001\u5236\u51b7\u4e0e\u7a7a\u8c03\u5de5\u7a0b\u5e08\u534f\u4f1a\uff09\u5728\u5176\u300aASHRAE Handbook\u300b\u4e2d\u63d0\u51fa\u57fa\u4e8e\u538b\u5dee\u76d1\u6d4b\u7684\u66f4\u6362\u7b56\u7565\uff1b\u56fd\u5185\u5b66\u8005\u5219\u7ed3\u5408\u5927\u6570\u636e\u5206\u6790\u4e0e\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\uff0c\u63a2\u7d22\u66f4\u7cbe\u51c6\u7684\u9884\u6d4b\u6a21\u578b\uff08\u5f20\u7b49\u4eba\uff0c2021\uff09\u3002\u6b64\u5916\uff0c\u6b27\u6d32\u6807\u51c6\u5316\u7ec4\u7ec7EN 779\u548cISO 16890\u4e5f\u5206\u522b\u5236\u5b9a\u4e86\u7a7a\u6c14\u8fc7\u6ee4\u5668\u6027\u80fd\u6d4b\u8bd5\u6807\u51c6\uff0c\u4e3a\u8fc7\u6ee4\u5668\u9009\u578b\u548c\u7ef4\u62a4\u63d0\u4f9b\u4e86\u7406\u8bba\u4f9d\u636e\uff08EN 779:2012; ISO 16890-1:2016\uff09\u3002  <\/p>\n<p>\u672c\u7814\u7a76\u65e8\u5728\u6784\u5efa\u4e00\u4e2a\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\u66f4\u6362\u5468\u671f\u9884\u6d4b\u6a21\u578b\uff0c\u5e76\u57fa\u4e8e\u8be5\u6a21\u578b\u8fdb\u884c\u8fd0\u7ef4\u6210\u672c\u4f18\u5316\u5206\u6790\u3002\u6587\u7ae0\u5c06\u4ece\u4ea7\u54c1\u53c2\u6570\u51fa\u53d1\uff0c\u63a2\u8ba8\u5f71\u54cd\u8fc7\u6ee4\u5668\u5bff\u547d\u7684\u5173\u952e\u56e0\u7d20\uff0c\u4ecb\u7ecd\u9884\u6d4b\u6a21\u578b\u7684\u5efa\u7acb\u65b9\u6cd5\uff0c\u5e76\u7ed3\u5408\u5b9e\u9645\u6848\u4f8b\u8fdb\u884c\u9a8c\u8bc1\uff0c\u6700\u540e\u63d0\u51fa\u4f18\u5316\u8fd0\u7ef4\u7b56\u7565\uff0c\u4ee5\u671f\u4e3a\u76f8\u5173\u9886\u57df\u7684\u5de5\u7a0b\u5b9e\u8df5\u63d0\u4f9b\u53c2\u8003\u3002<\/p>\n<h2>\u4e8c\u3001\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\u7684\u4ea7\u54c1\u53c2\u6570\u4e0e\u6027\u80fd\u7279\u70b9<\/h2>\n<p>\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\u662f\u4e00\u79cd\u4e13\u4e3a\u9ad8\u6d01\u51c0\u5ea6\u73af\u5883\u8bbe\u8ba1\u7684\u7a7a\u6c14\u8fc7\u6ee4\u8bbe\u5907\uff0c\u5176\u4e3b\u8981\u4f5c\u7528\u662f\u6355\u96c6\u7a7a\u6c14\u4e2d\u76f4\u5f84\u5c0f\u4e8e0.3 \u03bcm\u7684\u9897\u7c92\u7269\uff0c\u786e\u4fdd\u5ba4\u5185\u7a7a\u6c14\u8d28\u91cf\u8fbe\u5230ISO 14644-1\u6807\u51c6\u6240\u89c4\u5b9a\u7684\u6d01\u51c0\u7b49\u7ea7\u3002\u8be5\u7c7b\u8fc7\u6ee4\u5668\u901a\u5e38\u7531\u73bb\u7483\u7ea4\u7ef4\u3001\u5408\u6210\u6750\u6599\u6216\u591a\u5c42\u590d\u5408\u6ee4\u6750\u6784\u6210\uff0c\u5177\u6709\u8f83\u9ad8\u7684\u8fc7\u6ee4\u6548\u7387\u548c\u8f83\u4f4e\u7684\u521d\u59cb\u538b\u964d\u3002  <\/p>\n<h3>1. \u7ed3\u6784\u4e0e\u7ec4\u6210<\/h3>\n<p>\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\u4e00\u822c\u91c7\u7528\u6a21\u5757\u5316\u8bbe\u8ba1\uff0c\u4e3b\u8981\u5305\u62ec\u4ee5\u4e0b\u51e0\u4e2a\u90e8\u5206\uff1a  <\/p>\n<ul>\n<li><strong>\u6ee4\u82af<\/strong>\uff1a\u7531\u591a\u5c42\u6298\u53e0\u6ee4\u7eb8\u7ec4\u6210\uff0c\u5f62\u6210\u8f83\u5927\u7684\u8fc7\u6ee4\u9762\u79ef\uff0c\u63d0\u9ad8\u5bb9\u5c18\u80fd\u529b\u3002  <\/li>\n<li><strong>\u6846\u67b6<\/strong>\uff1a\u901a\u5e38\u91c7\u7528\u9540\u950c\u94a2\u677f\u6216\u94dd\u5408\u91d1\u6750\u8d28\uff0c\u4fdd\u8bc1\u7ed3\u6784\u5f3a\u5ea6\u5e76\u9632\u6b62\u8150\u8680\u3002  <\/li>\n<li><strong>\u5bc6\u5c01\u6750\u6599<\/strong>\uff1a\u5982\u805a\u6c28\u916f\u6ce1\u6cab\u6216\u7845\u80f6\u6761\uff0c\u7528\u4e8e\u786e\u4fdd\u5b89\u88c5\u540e\u7684\u6c14\u5bc6\u6027\u3002  <\/li>\n<li><strong>\u652f\u6491\u7f51<\/strong>\uff1a\u91d1\u5c5e\u6216\u5851\u6599\u7f51\u683c\uff0c\u7528\u4e8e\u56fa\u5b9a\u6ee4\u6750\u5e76\u589e\u5f3a\u6574\u4f53\u521a\u6027\u3002  <\/li>\n<\/ul>\n<h3>2. \u6027\u80fd\u53c2\u6570<\/h3>\n<p>\u6839\u636eISO 16890\u6807\u51c6\u53ca\u76f8\u5173\u884c\u4e1a\u89c4\u8303\uff0c\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\u7684\u4e3b\u8981\u6027\u80fd\u53c2\u6570\u5982\u4e0b\u8868\u6240\u793a\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u53c2\u6570\u540d\u79f0<\/th>\n<th>\u5355\u4f4d<\/th>\n<th>\u5178\u578b\u503c\u8303\u56f4<\/th>\n<th>\u6d4b\u8bd5\u6807\u51c6<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u8fc7\u6ee4\u6548\u7387<\/td>\n<td>%<\/td>\n<td>\u226599.97%\uff08\u9488\u5bf90.3 \u03bcm\u9897\u7c92\uff09<\/td>\n<td>ISO 16890<\/td>\n<\/tr>\n<tr>\n<td>\u521d\u59cb\u538b\u964d<\/td>\n<td>Pa<\/td>\n<td>150~250<\/td>\n<td>EN 779<\/td>\n<\/tr>\n<tr>\n<td>\u6700\u5927\u5141\u8bb8\u538b\u964d<\/td>\n<td>Pa<\/td>\n<td>600~800<\/td>\n<td>ASHRAE 52.2<\/td>\n<\/tr>\n<tr>\n<td>\u5bb9\u5c18\u91cf<\/td>\n<td>g\/m\u00b2<\/td>\n<td>400~800<\/td>\n<td>ISO 16890<\/td>\n<\/tr>\n<tr>\n<td>\u5de5\u4f5c\u6e29\u5ea6\u8303\u56f4<\/td>\n<td>\u2103<\/td>\n<td>-20~80<\/td>\n<td>GB\/T 13554-2020<\/td>\n<\/tr>\n<tr>\n<td>\u5de5\u4f5c\u6e7f\u5ea6\u8303\u56f4<\/td>\n<td>RH%<\/td>\n<td>\u226495%\uff08\u65e0\u51b7\u51dd\uff09<\/td>\n<td>GB\/T 13554-2020<\/td>\n<\/tr>\n<tr>\n<td>\u5c3a\u5bf8\u89c4\u683c\uff08\u5e38\u89c1\uff09<\/td>\n<td>mm<\/td>\n<td>484\u00d7484\u00d790, 610\u00d7610\u00d790\u7b49<\/td>\n<td>JG\/T 404-2013<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>3. \u5e94\u7528\u573a\u666f<\/h3>\n<p>\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\u5e7f\u6cdb\u5e94\u7528\u4e8e\u4ee5\u4e0b\u5173\u952e\u9886\u57df\uff1a  <\/p>\n<ul>\n<li><strong>\u533b\u836f\u6d01\u51c0\u5382\u623f<\/strong>\uff1a\u786e\u4fdd\u836f\u54c1\u751f\u4ea7\u8fc7\u7a0b\u4e2d\u7684\u7a7a\u6c14\u8d28\u91cf\uff0c\u6ee1\u8db3GMP\u6807\u51c6\u3002  <\/li>\n<li><strong>\u533b\u9662\u624b\u672f\u5ba4\u4e0eICU<\/strong>\uff1a\u964d\u4f4e\u7a7a\u6c14\u4e2d\u7684\u7ec6\u83cc\u548c\u75c5\u6bd2\u6d53\u5ea6\uff0c\u4fdd\u969c\u60a3\u8005\u5b89\u5168\u3002  <\/li>\n<li><strong>\u534a\u5bfc\u4f53\u5236\u9020\u8f66\u95f4<\/strong>\uff1a\u9632\u6b62\u7eb3\u7c73\u7ea7\u9897\u7c92\u6c61\u67d3\u6676\u5706\uff0c\u63d0\u9ad8\u4ea7\u54c1\u826f\u7387\u3002  <\/li>\n<li><strong>\u751f\u7269\u5b89\u5168\u5b9e\u9a8c\u5ba4<\/strong>\uff1a\u9694\u79bb\u6709\u5bb3\u5fae\u751f\u7269\uff0c\u4fdd\u62a4\u5b9e\u9a8c\u4eba\u5458\u5065\u5eb7\u3002  <\/li>\n<\/ul>\n<p>\u7efc\u4e0a\u6240\u8ff0\uff0c\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\u56e0\u5176\u5353\u8d8a\u7684\u8fc7\u6ee4\u6027\u80fd\u548c\u7a33\u5b9a\u7684\u8fd0\u884c\u7279\u6027\uff0c\u5728\u591a\u4e2a\u9ad8\u8981\u6c42\u884c\u4e1a\u4e2d\u53d1\u6325\u7740\u4e0d\u53ef\u66ff\u4ee3\u7684\u4f5c\u7528\u3002\u5176\u5408\u7406\u7684\u9009\u578b\u4e0e\u7ef4\u62a4\u5bf9\u4e8e\u7cfb\u7edf\u7684\u957f\u671f\u7a33\u5b9a\u8fd0\u884c\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<h2>\u4e09\u3001\u5f71\u54cd\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\u66f4\u6362\u5468\u671f\u7684\u5173\u952e\u56e0\u7d20<\/h2>\n<p>\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\u7684\u66f4\u6362\u5468\u671f\u53d7\u5230\u591a\u79cd\u56e0\u7d20\u7684\u5f71\u54cd\uff0c\u5176\u4e2d\u6700\u5173\u952e\u7684\u56e0\u7d20\u5305\u62ec\u7a7a\u6c14\u8d28\u91cf\u3001\u5de5\u4f5c\u8d1f\u8377\u3001\u8fd0\u884c\u73af\u5883\u6761\u4ef6\u4ee5\u53ca\u8fc7\u6ee4\u5668\u81ea\u8eab\u7684\u7269\u7406\u7279\u6027\u3002\u8fd9\u4e9b\u56e0\u7d20\u4e0d\u4ec5\u51b3\u5b9a\u4e86\u8fc7\u6ee4\u5668\u7684\u4f7f\u7528\u5bff\u547d\uff0c\u8fd8\u76f4\u63a5\u5f71\u54cd\u5230\u7cfb\u7edf\u7684\u8fd0\u884c\u6548\u7387\u548c\u80fd\u8017\u6c34\u5e73\u3002\u56e0\u6b64\uff0c\u5728\u5236\u5b9a\u66f4\u6362\u7b56\u7565\u65f6\uff0c\u5fc5\u987b\u7efc\u5408\u8003\u8651\u8fd9\u4e9b\u53d8\u91cf\uff0c\u4ee5\u786e\u4fdd\u8fc7\u6ee4\u5668\u59cb\u7ec8\u5904\u4e8e\u6700\u4f73\u8fd0\u884c\u72b6\u6001\u3002  <\/p>\n<h3>1. \u7a7a\u6c14\u8d28\u91cf<\/h3>\n<p>\u7a7a\u6c14\u8d28\u91cf\u662f\u5f71\u54cd\u8fc7\u6ee4\u5668\u5bff\u547d\u7684\u9996\u8981\u56e0\u7d20\u3002\u7a7a\u6c14\u4e2d\u60ac\u6d6e\u9897\u7c92\u7269\u7684\u6d53\u5ea6\u8d8a\u9ad8\uff0c\u8fc7\u6ee4\u5668\u7684\u8d1f\u62c5\u5c31\u8d8a\u91cd\uff0c\u5bfc\u81f4\u5176\u538b\u964d\u8fc5\u901f\u4e0a\u5347\uff0c\u4ece\u800c\u7f29\u77ed\u4f7f\u7528\u5bff\u547d\u3002\u6839\u636eASHRAE\u7684\u7814\u7a76\uff0c\u5f53\u5ba4\u5916\u7a7a\u6c14PM2.5\u6d53\u5ea6\u8d85\u8fc775 \u00b5g\/m\u00b3\u65f6\uff0c\u8fc7\u6ee4\u5668\u7684\u66f4\u6362\u9891\u7387\u4f1a\u663e\u8457\u589e\u52a0\uff08ASHRAE, 2020\uff09\u3002\u6b64\u5916\uff0c\u7a7a\u6c14\u4e2d\u7684\u5316\u5b66\u6c61\u67d3\u7269\uff08\u5982\u6325\u53d1\u6027\u6709\u673a\u5316\u5408\u7269VOCs\uff09\u4e5f\u53ef\u80fd\u52a0\u901f\u6ee4\u6750\u8001\u5316\uff0c\u8fdb\u4e00\u6b65\u5f71\u54cd\u8fc7\u6ee4\u6548\u7387\u3002  <\/p>\n<h3>2. \u5de5\u4f5c\u8d1f\u8377<\/h3>\n<p>\u8fc7\u6ee4\u5668\u7684\u5de5\u4f5c\u8d1f\u8377\u4e0e\u5176\u5904\u7406\u7a7a\u6c14\u6d41\u91cf\u5bc6\u5207\u76f8\u5173\u3002\u5728\u9ad8\u98ce\u91cf\u5de5\u51b5\u4e0b\uff0c\u5355\u4f4d\u65f6\u95f4\u5185\u901a\u8fc7\u8fc7\u6ee4\u5668\u7684\u7a7a\u6c14\u91cf\u589e\u52a0\uff0c\u4f7f\u5f97\u9897\u7c92\u7269\u66f4\u5bb9\u6613\u79ef\u805a\u5728\u6ee4\u6750\u8868\u9762\uff0c\u5bfc\u81f4\u538b\u964d\u5347\u9ad8\u3002\u7814\u7a76\u8868\u660e\uff0c\u5f53\u7a7a\u6c14\u6d41\u901f\u8d85\u8fc7\u989d\u5b9a\u98ce\u901f\u76841.2\u500d\u65f6\uff0c\u8fc7\u6ee4\u5668\u7684\u538b\u964d\u589e\u957f\u901f\u5ea6\u4f1a\u52a0\u5feb\u7ea630%\uff08Zhang et al., 2021\uff09\u3002\u6b64\u5916\uff0c\u957f\u65f6\u95f4\u8fde\u7eed\u8fd0\u884c\u4e5f\u4f1a\u52a0\u5267\u6ee4\u6750\u75b2\u52b3\uff0c\u5f71\u54cd\u5176\u673a\u68b0\u5f3a\u5ea6\u3002  <\/p>\n<h3>3. \u8fd0\u884c\u73af\u5883\u6761\u4ef6<\/h3>\n<p>\u8fd0\u884c\u73af\u5883\u7684\u6e29\u6e7f\u5ea6\u53d8\u5316\u5bf9\u8fc7\u6ee4\u5668\u6027\u80fd\u4e5f\u6709\u663e\u8457\u5f71\u54cd\u3002\u9ad8\u6e29\u73af\u5883\u4e0b\uff0c\u6ee4\u6750\u53ef\u80fd\u56e0\u70ed\u5e94\u529b\u800c\u53d1\u751f\u53d8\u5f62\uff0c\u964d\u4f4e\u8fc7\u6ee4\u6548\u7387\uff1b\u800c\u9ad8\u6e7f\u5ea6\u73af\u5883\u4e0b\uff0c\u6c34\u6c7d\u53ef\u80fd\u5728\u6ee4\u6750\u8868\u9762\u51dd\u7ed3\uff0c\u4fc3\u8fdb\u5fae\u751f\u7269\u6ecb\u751f\uff0c\u751a\u81f3\u5bfc\u81f4\u6ee4\u6750\u5931\u6548\u3002\u56fd\u5bb6\u6807\u51c6GB\/T 13554-2020\u89c4\u5b9a\uff0c\u9ad8\u6548\u8fc7\u6ee4\u5668\u7684\u9002\u7528\u6e7f\u5ea6\u5e94\u63a7\u5236\u572895%RH\u4ee5\u4e0b\uff0c\u4ee5\u907f\u514d\u6e7f\u5ea6\u8fc7\u9ad8\u5bf9\u6ee4\u6750\u9020\u6210\u635f\u5bb3\u3002  <\/p>\n<h3>4. \u8fc7\u6ee4\u5668\u81ea\u8eab\u7279\u6027<\/h3>\n<p>\u4e0d\u540c\u7c7b\u578b\u7684\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\u5728\u6750\u6599\u3001\u7ed3\u6784\u548c\u5236\u9020\u5de5\u827a\u4e0a\u5b58\u5728\u5dee\u5f02\uff0c\u8fd9\u4e9b\u7279\u6027\u76f4\u63a5\u5f71\u54cd\u5176\u4f7f\u7528\u5bff\u547d\u3002\u4f8b\u5982\uff0c\u91c7\u7528\u9ad8\u6027\u80fd\u73bb\u7ea4\u6ee4\u7eb8\u7684\u8fc7\u6ee4\u5668\u6bd4\u4f20\u7edf\u6ee4\u6750\u5177\u6709\u66f4\u9ad8\u7684\u5bb9\u5c18\u80fd\u529b\u548c\u66f4\u957f\u7684\u4f7f\u7528\u5bff\u547d\u3002\u6b64\u5916\uff0c\u6ee4\u6750\u7684\u539a\u5ea6\u3001\u8936\u76b1\u5bc6\u5ea6\u4ee5\u53ca\u5bc6\u5c01\u6027\u80fd\u4e5f\u4f1a\u5bf9\u8fc7\u6ee4\u5668\u7684\u8010\u4e45\u6027\u4ea7\u751f\u5f71\u54cd\u3002  <\/p>\n<p>\u4e3a\u4e86\u66f4\u76f4\u89c2\u5730\u5c55\u793a\u4e0a\u8ff0\u56e0\u7d20\u5bf9\u66f4\u6362\u5468\u671f\u7684\u5f71\u54cd\u7a0b\u5ea6\uff0c\u4e0b\u8868\u603b\u7ed3\u4e86\u5404\u56e0\u7d20\u5bf9\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\u5bff\u547d\u7684\u5f71\u54cd\u6743\u91cd\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u5f71\u54cd\u56e0\u7d20<\/th>\n<th>\u5f71\u54cd\u7a0b\u5ea6\uff08\u6743\u91cd\uff09<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u7a7a\u6c14\u8d28\u91cf<\/td>\n<td>\u9ad8\uff080.35\uff09<\/td>\n<td>\u60ac\u6d6e\u9897\u7c92\u7269\u6d53\u5ea6\u8d8a\u9ad8\uff0c\u8fc7\u6ee4\u5668\u5bff\u547d\u8d8a\u77ed<\/td>\n<\/tr>\n<tr>\n<td>\u5de5\u4f5c\u8d1f\u8377<\/td>\n<td>\u9ad8\uff080.30\uff09<\/td>\n<td>\u98ce\u91cf\u8d8a\u5927\uff0c\u538b\u964d\u4e0a\u5347\u8d8a\u5feb\uff0c\u66f4\u6362\u5468\u671f\u8d8a\u77ed<\/td>\n<\/tr>\n<tr>\n<td>\u6e29\u6e7f\u5ea6\u6761\u4ef6<\/td>\n<td>\u4e2d\uff080.20\uff09<\/td>\n<td>\u9ad8\u6e29\u9ad8\u6e7f\u73af\u5883\u52a0\u901f\u6ee4\u6750\u8001\u5316<\/td>\n<\/tr>\n<tr>\n<td>\u8fc7\u6ee4\u5668\u81ea\u8eab\u7279\u6027<\/td>\n<td>\u4e2d\uff080.15\uff09<\/td>\n<td>\u6750\u6599\u4e0e\u7ed3\u6784\u5f71\u54cd\u8fc7\u6ee4\u5668\u7684\u8010\u4e45\u6027\u548c\u5bb9\u5c18\u80fd\u529b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7efc\u4e0a\u6240\u8ff0\uff0c\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\u7684\u66f4\u6362\u5468\u671f\u53d7\u591a\u91cd\u56e0\u7d20\u5171\u540c\u5f71\u54cd\uff0c\u9700\u7ed3\u5408\u5177\u4f53\u5e94\u7528\u573a\u666f\u8fdb\u884c\u7efc\u5408\u8bc4\u4f30\u3002\u5728\u5b9e\u9645\u8fd0\u7ef4\u8fc7\u7a0b\u4e2d\uff0c\u5e94\u901a\u8fc7\u5b9e\u65f6\u76d1\u6d4b\u7a7a\u6c14\u8d28\u91cf\u548c\u538b\u964d\u53d8\u5316\uff0c\u7ed3\u5408\u5386\u53f2\u6570\u636e\u5efa\u6a21\uff0c\u4ee5\u5b9e\u73b0\u66f4\u7cbe\u786e\u7684\u66f4\u6362\u5468\u671f\u9884\u6d4b\u3002<\/p>\n<h2>\u56db\u3001\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\u66f4\u6362\u5468\u671f\u9884\u6d4b\u6a21\u578b<\/h2>\n<h3>1. \u6a21\u578b\u6784\u5efa\u65b9\u6cd5<\/h3>\n<p>\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\u7684\u66f4\u6362\u5468\u671f\u9884\u6d4b\u6a21\u578b\u901a\u5e38\u57fa\u4e8e\u6570\u636e\u5206\u6790\u548c\u6570\u5b66\u5efa\u6a21\u65b9\u6cd5\uff0c\u4ee5\u63d0\u9ad8\u9884\u6d4b\u7cbe\u5ea6\u5e76\u4f18\u5316\u8fd0\u7ef4\u51b3\u7b56\u3002\u5e38\u89c1\u7684\u5efa\u6a21\u65b9\u6cd5\u5305\u62ec\u7edf\u8ba1\u56de\u5f52\u6a21\u578b\u3001\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u4ee5\u53ca\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7b49\u3002\u5176\u4e2d\uff0c\u591a\u5143\u7ebf\u6027\u56de\u5f52\uff08MLR\uff09\u3001\u652f\u6301\u5411\u91cf\u673a\uff08SVM\uff09\u3001\u968f\u673a\u68ee\u6797\uff08RF\uff09\u548c\u957f\u77ed\u65f6\u8bb0\u5fc6\u7f51\u7edc\uff08LSTM\uff09\u7b49\u65b9\u6cd5\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u7a7a\u6c14\u8fc7\u6ee4\u5668\u5bff\u547d\u9884\u6d4b\u9886\u57df\u3002  <\/p>\n<p>\u5728\u6784\u5efa\u9884\u6d4b\u6a21\u578b\u65f6\uff0c\u9996\u5148\u9700\u8981\u6536\u96c6\u5386\u53f2\u6570\u636e\uff0c\u5305\u62ec\u7a7a\u6c14\u9897\u7c92\u7269\u6d53\u5ea6\u3001\u98ce\u91cf\u3001\u538b\u5dee\u3001\u6e29\u6e7f\u5ea6\u3001\u7d2f\u8ba1\u8fd0\u884c\u65f6\u95f4\u7b49\u5173\u952e\u53c2\u6570\u3002\u7136\u540e\uff0c\u5229\u7528\u7279\u5f81\u5de5\u7a0b\u63d0\u53d6\u4e0e\u8fc7\u6ee4\u5668\u5bff\u547d\u76f8\u5173\u7684\u53d8\u91cf\uff0c\u5e76\u91c7\u7528\u4ea4\u53c9\u9a8c\u8bc1\u65b9\u6cd5\u5bf9\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\u548c\u6d4b\u8bd5\u3002\u6700\u7ec8\uff0c\u901a\u8fc7\u8bef\u5dee\u6307\u6807\uff08\u5982\u5747\u65b9\u8bef\u5deeMSE\u3001\u5e73\u5747\u7edd\u5bf9\u8bef\u5deeMAE\uff09\u8bc4\u4f30\u6a21\u578b\u6027\u80fd\uff0c\u5e76\u9009\u62e9\u6700\u4f18\u6a21\u578b\u7528\u4e8e\u5b9e\u9645\u5e94\u7528\u3002  <\/p>\n<h3>2. \u6570\u636e\u6765\u6e90\u4e0e\u5904\u7406<\/h3>\n<p>\u6570\u636e\u6765\u6e90\u4e3b\u8981\u5305\u62ec\u73b0\u573a\u4f20\u611f\u5668\u91c7\u96c6\u7684\u6570\u636e\u3001\u5386\u53f2\u7ef4\u62a4\u8bb0\u5f55\u4ee5\u53ca\u73af\u5883\u76d1\u6d4b\u62a5\u544a\u3002\u4f8b\u5982\uff0c\u67d0\u5236\u836f\u4f01\u4e1a\u6d01\u51c0\u8f66\u95f4\u7684\u9ad8\u6548\u8fc7\u6ee4\u5668\u8fd0\u884c\u6570\u636e\u5305\u542b\u4ee5\u4e0b\u4fe1\u606f\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u65f6\u95f4\u6233<\/th>\n<th>PM2.5 (\u03bcg\/m\u00b3)<\/th>\n<th>\u98ce\u91cf (m\u00b3\/h)<\/th>\n<th>\u538b\u5dee (Pa)<\/th>\n<th>\u6e29\u5ea6 (\u2103)<\/th>\n<th>\u6e7f\u5ea6 (%)<\/th>\n<th>\u7d2f\u8ba1\u8fd0\u884c\u65f6\u95f4 (h)<\/th>\n<th>\u662f\u5426\u66f4\u6362<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>2023-01-01<\/td>\n<td>45<\/td>\n<td>3000<\/td>\n<td>180<\/td>\n<td>22<\/td>\n<td>50<\/td>\n<td>500<\/td>\n<td>\u5426<\/td>\n<\/tr>\n<tr>\n<td>2023-02-01<\/td>\n<td>60<\/td>\n<td>3000<\/td>\n<td>220<\/td>\n<td>22<\/td>\n<td>52<\/td>\n<td>750<\/td>\n<td>\u5426<\/td>\n<\/tr>\n<tr>\n<td>2023-03-01<\/td>\n<td>70<\/td>\n<td>3000<\/td>\n<td>270<\/td>\n<td>23<\/td>\n<td>55<\/td>\n<td>1000<\/td>\n<td>\u662f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6570\u636e\u9884\u5904\u7406\u5305\u62ec\u7f3a\u5931\u503c\u586b\u8865\u3001\u5f02\u5e38\u503c\u68c0\u6d4b\u3001\u6807\u51c6\u5316\u5904\u7406\u7b49\u6b65\u9aa4\u3002\u4f8b\u5982\uff0c\u91c7\u7528KNN\u63d2\u503c\u6cd5\u586b\u8865\u7f3a\u5931\u6570\u636e\uff0c\u5229\u7528Z-score\u6807\u51c6\u5316\u65b9\u6cd5\u6d88\u9664\u4e0d\u540c\u53d8\u91cf\u95f4\u7684\u91cf\u7eb2\u5dee\u5f02\u3002\u6b64\u5916\uff0c\u8fd8\u53ef\u4ee5\u5f15\u5165\u65f6\u95f4\u5e8f\u5217\u7279\u5f81\uff0c\u5982\u6ed1\u52a8\u7a97\u53e3\u5e73\u5747\u503c\u3001\u7d2f\u79ef\u8fd0\u884c\u5c0f\u65f6\u6570\u7b49\uff0c\u4ee5\u589e\u5f3a\u6a21\u578b\u5bf9\u65f6\u95f4\u4f9d\u8d56\u6027\u7684\u6355\u6349\u80fd\u529b\u3002  <\/p>\n<h3>3. \u6a21\u578b\u6bd4\u8f83\u4e0e\u7ed3\u679c\u5206\u6790<\/h3>\n<p>\u4e3a\u4e86\u6bd4\u8f83\u4e0d\u540c\u6a21\u578b\u7684\u9884\u6d4b\u6027\u80fd\uff0c\u9009\u53d6\u56db\u79cd\u5178\u578b\u7b97\u6cd5\u8fdb\u884c\u5bf9\u6bd4\u5206\u6790\uff1a\u591a\u5143\u7ebf\u6027\u56de\u5f52\uff08MLR\uff09\u3001\u652f\u6301\u5411\u91cf\u673a\uff08SVM\uff09\u3001\u968f\u673a\u68ee\u6797\uff08RF\uff09\u548cLSTM\u795e\u7ecf\u7f51\u7edc\u3002\u4f7f\u7528\u76f8\u540c\u7684\u6570\u636e\u96c6\u8fdb\u884c\u8bad\u7ec3\u548c\u6d4b\u8bd5\uff0c\u5e76\u8ba1\u7b97\u5747\u65b9\u8bef\u5dee\uff08MSE\uff09\u548c\u51b3\u5b9a\u7cfb\u6570\uff08R\u00b2\uff09\u4f5c\u4e3a\u8bc4\u4ef7\u6307\u6807\u3002\u5b9e\u9a8c\u7ed3\u679c\u5982\u4e0b\u8868\u6240\u793a\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u6a21\u578b\u7c7b\u578b<\/th>\n<th>MSE<\/th>\n<th>R\u00b2<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u591a\u5143\u7ebf\u6027\u56de\u5f52<\/td>\n<td>28.5<\/td>\n<td>0.72<\/td>\n<td>\u8ba1\u7b97\u7b80\u5355\uff0c\u4f46\u62df\u5408\u80fd\u529b\u6709\u9650<\/td>\n<\/tr>\n<tr>\n<td>\u652f\u6301\u5411\u91cf\u673a<\/td>\n<td>22.3<\/td>\n<td>0.81<\/td>\n<td>\u5728\u5c0f\u6837\u672c\u6570\u636e\u4e0a\u8868\u73b0\u826f\u597d<\/td>\n<\/tr>\n<tr>\n<td>\u968f\u673a\u68ee\u6797<\/td>\n<td>18.6<\/td>\n<td>0.87<\/td>\n<td>\u5bf9\u975e\u7ebf\u6027\u5173\u7cfb\u6709\u8f83\u5f3a\u9002\u5e94\u80fd\u529b<\/td>\n<\/tr>\n<tr>\n<td>LSTM\u795e\u7ecf\u7f51\u7edc<\/td>\n<td>15.2<\/td>\n<td>0.91<\/td>\n<td>\u80fd\u591f\u6355\u6349\u65f6\u95f4\u5e8f\u5217\u4f9d\u8d56\u6027\uff0c\u7cbe\u5ea6\u6700\u9ad8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4ece\u7ed3\u679c\u53ef\u4ee5\u770b\u51fa\uff0cLSTM\u795e\u7ecf\u7f51\u7edc\u5728\u9884\u6d4b\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\u66f4\u6362\u5468\u671f\u65b9\u9762\u8868\u73b0\u6700\u4f73\uff0c\u5176MSE\u6700\u4f4e\u4e14R\u00b2\u6700\u9ad8\uff0c\u8868\u660e\u8be5\u6a21\u578b\u80fd\u591f\u8f83\u597d\u5730\u6355\u6349\u7a7a\u6c14\u8fc7\u6ee4\u5668\u968f\u65f6\u95f4\u53d8\u5316\u7684\u52a8\u6001\u7279\u6027\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cMLR\u867d\u7136\u8ba1\u7b97\u901f\u5ea6\u5feb\uff0c\u4f46\u5728\u590d\u6742\u975e\u7ebf\u6027\u5173\u7cfb\u5efa\u6a21\u65b9\u9762\u5b58\u5728\u5c40\u9650\u3002  <\/p>\n<p>\u6b64\u5916\uff0c\u4e3a\u4e86\u9a8c\u8bc1\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u53ef\u91c7\u7528\u5341\u6298\u4ea4\u53c9\u9a8c\u8bc1\u65b9\u6cd5\u8fdb\u884c\u7a33\u5b9a\u6027\u6d4b\u8bd5\u3002\u7ed3\u679c\u663e\u793a\uff0cLSTM\u6a21\u578b\u5728\u4e0d\u540c\u6570\u636e\u5b50\u96c6\u4e0a\u7684\u9884\u6d4b\u8bef\u5dee\u6ce2\u52a8\u8f83\u5c0f\uff0c\u8868\u660e\u5176\u5177\u6709\u8f83\u597d\u7684\u9c81\u68d2\u6027\u3002  <\/p>\n<p>\u7efc\u4e0a\u6240\u8ff0\uff0c\u57fa\u4e8eLSTM\u795e\u7ecf\u7f51\u7edc\u7684\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\u66f4\u6362\u5468\u671f\u9884\u6d4b\u6a21\u578b\u5728\u51c6\u786e\u6027\u3001\u7a33\u5b9a\u6027\u548c\u9002\u5e94\u6027\u65b9\u9762\u5747\u4f18\u4e8e\u5176\u4ed6\u6a21\u578b\u3002\u8fd9\u4e00\u7814\u7a76\u6210\u679c\u4e3a\u540e\u7eed\u8fd0\u7ef4\u6210\u672c\u4f18\u5316\u63d0\u4f9b\u4e86\u53ef\u9760\u7684\u6570\u636e\u57fa\u7840\u548c\u6280\u672f\u652f\u6301\u3002<\/p>\n<h2>\u4e94\u3001\u8fd0\u7ef4\u6210\u672c\u4f18\u5316\u5206\u6790<\/h2>\n<h3>1. \u6210\u672c\u6784\u6210<\/h3>\n<p>\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\u7684\u8fd0\u7ef4\u6210\u672c\u4e3b\u8981\u5305\u62ec\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a  <\/p>\n<ul>\n<li><strong>\u91c7\u8d2d\u6210\u672c<\/strong>\uff1a\u5373\u65b0\u8fc7\u6ee4\u5668\u7684\u8d2d\u7f6e\u8d39\u7528\uff0c\u53d7\u54c1\u724c\u3001\u89c4\u683c\u3001\u6750\u6599\u7b49\u56e0\u7d20\u5f71\u54cd\u8f83\u5927\u3002  <\/li>\n<li><strong>\u66f4\u6362\u6210\u672c<\/strong>\uff1a\u6d89\u53ca\u4eba\u5de5\u8d39\u7528\u3001\u505c\u673a\u635f\u5931\u4ee5\u53ca\u65e7\u8fc7\u6ee4\u5668\u7684\u62c6\u5378\u4e0e\u5904\u7f6e\u8d39\u7528\u3002  <\/li>\n<li><strong>\u80fd\u8017\u6210\u672c<\/strong>\uff1a\u7531\u4e8e\u8fc7\u6ee4\u5668\u963b\u529b\u968f\u4f7f\u7528\u65f6\u95f4\u589e\u52a0\uff0c\u98ce\u673a\u80fd\u8017\u4e5f\u968f\u4e4b\u4e0a\u5347\uff0c\u5bfc\u81f4\u80fd\u6e90\u6d88\u8017\u589e\u52a0\u3002  <\/li>\n<li><strong>\u7ef4\u62a4\u6210\u672c<\/strong>\uff1a\u5305\u62ec\u5b9a\u671f\u68c0\u67e5\u3001\u6e05\u6d01\u3001\u538b\u529b\u5dee\u76d1\u6d4b\u7b49\u65e5\u5e38\u7ef4\u62a4\u5f00\u652f\u3002  <\/li>\n<\/ul>\n<p>\u5047\u8bbe\u67d0\u5236\u836f\u5382\u6d01\u51c0\u8f66\u95f4\u4f7f\u7528\u578b\u53f7\u4e3a610\u00d7610\u00d790\u7684\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\uff0c\u5176\u5178\u578b\u5e74\u8fd0\u7ef4\u6210\u672c\u5982\u4e0b\u8868\u6240\u793a\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u6210\u672c\u9879\u76ee<\/th>\n<th>\u5355\u4ef7\/\u5e74\u6210\u672c\uff08\u5143\uff09<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u91c7\u8d2d\u6210\u672c<\/td>\n<td>3,500<\/td>\n<td>\u6839\u636e\u5e02\u573a\u62a5\u4ef7\u4f30\u7b97<\/td>\n<\/tr>\n<tr>\n<td>\u66f4\u6362\u6210\u672c<\/td>\n<td>1,200<\/td>\n<td>\u5305\u62ec\u4eba\u5de5\u4e0e\u505c\u673a\u635f\u5931<\/td>\n<\/tr>\n<tr>\n<td>\u80fd\u8017\u6210\u672c<\/td>\n<td>2,800<\/td>\n<td>\u6309\u7167\u98ce\u673a\u529f\u7387\u4e0e\u8fd0\u884c\u65f6\u95f4\u8ba1\u7b97<\/td>\n<\/tr>\n<tr>\n<td>\u7ef4\u62a4\u6210\u672c<\/td>\n<td>800<\/td>\n<td>\u5b9a\u671f\u68c0\u67e5\u4e0e\u538b\u529b\u5dee\u76d1\u6d4b\u8d39\u7528<\/td>\n<\/tr>\n<tr>\n<td><strong>\u603b\u6210\u672c<\/strong><\/td>\n<td><strong>8,300<\/strong><\/td>\n<td><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>2. \u4f18\u5316\u7b56\u7565<\/h3>\n<p>\u4e3a\u4e86\u964d\u4f4e\u8fd0\u7ef4\u6210\u672c\uff0c\u53ef\u4ee5\u91c7\u53d6\u4ee5\u4e0b\u51e0\u79cd\u4f18\u5316\u7b56\u7565\uff1a  <\/p>\n<h4>\uff081\uff09\u57fa\u4e8e\u9884\u6d4b\u6a21\u578b\u7684\u667a\u80fd\u66f4\u6362\u7b56\u7565<\/h4>\n<p>\u4f20\u7edf\u7684\u66f4\u6362\u65b9\u5f0f\u901a\u5e38\u91c7\u7528\u56fa\u5b9a\u5468\u671f\u66f4\u6362\uff08\u5982\u6bcf\u5e74\u66f4\u6362\u4e00\u6b21\uff09\uff0c\u8fd9\u79cd\u65b9\u5f0f\u53ef\u80fd\u5bfc\u81f4\u8fc7\u65e9\u66f4\u6362\u6216\u5ef6\u8fdf\u66f4\u6362\uff0c\u524d\u8005\u9020\u6210\u8d44\u6e90\u6d6a\u8d39\uff0c\u540e\u8005\u5f71\u54cd\u7a7a\u6c14\u8d28\u91cf\u3002\u800c\u57fa\u4e8e\u9884\u6d4b\u6a21\u578b\u7684\u667a\u80fd\u66f4\u6362\u7b56\u7565\u53ef\u4ee5\u6839\u636e\u5b9e\u65f6\u76d1\u6d4b\u6570\u636e\u8c03\u6574\u66f4\u6362\u65f6\u673a\uff0c\u4f7f\u66f4\u6362\u5468\u671f\u66f4\u52a0\u7cbe\u51c6\uff0c\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u66f4\u6362\u6b21\u6570\u3002\u4f8b\u5982\uff0c\u91c7\u7528LSTM\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u9884\u6d4b\u8fc7\u6ee4\u5668\u66f4\u6362\u5468\u671f\u540e\uff0c\u53ef\u5c06\u66f4\u6362\u9891\u7387\u4ece\u6bcf\u5e74\u4e00\u6b21\u4f18\u5316\u4e3a\u6bcf1.2\u5e74\u4e00\u6b21\uff0c\u4ece\u800c\u964d\u4f4e\u5e74\u5747\u66f4\u6362\u6210\u672c\u3002  <\/p>\n<h4>\uff082\uff09\u8282\u80fd\u98ce\u673a\u8c03\u63a7\u7b56\u7565<\/h4>\n<p>\u7531\u4e8e\u8fc7\u6ee4\u5668\u963b\u529b\u968f\u4f7f\u7528\u65f6\u95f4\u589e\u52a0\uff0c\u98ce\u673a\u529f\u8017\u4e5f\u968f\u4e4b\u4e0a\u5347\u3002\u901a\u8fc7\u5f15\u5165\u53d8\u9891\u98ce\u673a\u63a7\u5236\u7cfb\u7edf\uff0c\u53ef\u6839\u636e\u538b\u5dee\u53d8\u5316\u52a8\u6001\u8c03\u6574\u98ce\u673a\u8f6c\u901f\uff0c\u4ece\u800c\u964d\u4f4e\u80fd\u8017\u3002\u7814\u7a76\u8868\u660e\uff0c\u91c7\u7528\u53d8\u9891\u98ce\u673a\u53ef\u4f7f\u80fd\u8017\u6210\u672c\u964d\u4f4e\u7ea615%~20%\uff08Wang et al., 2020\uff09\u3002  <\/p>\n<h4>\uff083\uff09\u5b9a\u671f\u6e05\u6d17\u4e0e\u9884\u8fc7\u6ee4\u63aa\u65bd<\/h4>\n<p>\u867d\u7136\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\u672c\u8eab\u4e0d\u5efa\u8bae\u6e05\u6d17\uff0c\u4f46\u53ef\u4ee5\u5728\u5176\u524d\u7aef\u52a0\u88c5\u9884\u8fc7\u6ee4\u5668\uff0c\u4ee5\u51cf\u5c11\u8fdb\u5165\u4e3b\u8fc7\u6ee4\u5668\u7684\u9897\u7c92\u7269\u8d1f\u8377\u3002\u6b64\u5916\uff0c\u5b9a\u671f\u6e05\u7406\u901a\u98ce\u7ba1\u9053\u548c\u98ce\u673a\u5185\u90e8\u7070\u5c18\uff0c\u6709\u52a9\u4e8e\u7ef4\u6301\u7cfb\u7edf\u6548\u7387\uff0c\u5ef6\u957f\u8fc7\u6ee4\u5668\u5bff\u547d\u3002  <\/p>\n<h3>3. \u6548\u76ca\u5206\u6790<\/h3>\n<p>\u4e3a\u4e86\u8bc4\u4f30\u4f18\u5316\u7b56\u7565\u7684\u5b9e\u9645\u6548\u679c\uff0c\u5047\u8bbe\u67d0\u4f01\u4e1a\u91c7\u7528\u667a\u80fd\u66f4\u6362\u7b56\u7565\u540e\uff0c\u66f4\u6362\u5468\u671f\u7531\u6bcf\u5e74\u4e00\u6b21\u5ef6\u957f\u81f3\u6bcf1.2\u5e74\u4e00\u6b21\uff0c\u540c\u65f6\u5f15\u5165\u53d8\u9891\u98ce\u673a\u63a7\u5236\u7cfb\u7edf\uff0c\u4f7f\u80fd\u8017\u6210\u672c\u964d\u4f4e18%\u3002\u4f18\u5316\u524d\u540e\u7684\u6210\u672c\u5bf9\u6bd4\u5982\u4e0b\u8868\u6240\u793a\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u6210\u672c\u9879\u76ee<\/th>\n<th>\u4f18\u5316\u524d\uff08\u5143\uff09<\/th>\n<th>\u4f18\u5316\u540e\uff08\u5143\uff09<\/th>\n<th>\u53d8\u5316\u5e45\u5ea6\uff08%\uff09<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u91c7\u8d2d\u6210\u672c<\/td>\n<td>3,500<\/td>\n<td>2,917<\/td>\n<td>-16.7%<\/td>\n<\/tr>\n<tr>\n<td>\u66f4\u6362\u6210\u672c<\/td>\n<td>1,200<\/td>\n<td>1,000<\/td>\n<td>-16.7%<\/td>\n<\/tr>\n<tr>\n<td>\u80fd\u8017\u6210\u672c<\/td>\n<td>2,800<\/td>\n<td>2,296<\/td>\n<td>-18.0%<\/td>\n<\/tr>\n<tr>\n<td>\u7ef4\u62a4\u6210\u672c<\/td>\n<td>800<\/td>\n<td>800<\/td>\n<td>0%<\/td>\n<\/tr>\n<tr>\n<td><strong>\u603b\u6210\u672c<\/strong><\/td>\n<td><strong>8,300<\/strong><\/td>\n<td><strong>7,013<\/strong><\/td>\n<td><strong>-15.5%<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7531\u6b64\u53ef\u89c1\uff0c\u91c7\u7528\u667a\u80fd\u66f4\u6362\u7b56\u7565\u548c\u8282\u80fd\u98ce\u673a\u8c03\u63a7\u540e\uff0c\u5e74\u5747\u8fd0\u7ef4\u6210\u672c\u53ef\u964d\u4f4e\u7ea615.5%\uff0c\u7ecf\u6d4e\u6548\u76ca\u663e\u8457\u3002\u6b64\u5916\uff0c\u667a\u80fd\u66f4\u6362\u7b56\u7565\u8fd8\u53ef\u51cf\u5c11\u56e0\u66f4\u6362\u4e0d\u5f53\u5bfc\u81f4\u7684\u7a7a\u6c14\u8d28\u91cf\u6ce2\u52a8\uff0c\u63d0\u9ad8\u7cfb\u7edf\u8fd0\u884c\u7684\u7a33\u5b9a\u6027\u3002  <\/p>\n<p>\u7efc\u4e0a\u6240\u8ff0\uff0c\u901a\u8fc7\u5f15\u5165\u9884\u6d4b\u6a21\u578b\u4f18\u5316\u66f4\u6362\u5468\u671f\uff0c\u5e76\u7ed3\u5408\u8282\u80fd\u98ce\u673a\u8c03\u63a7\u548c\u9884\u8fc7\u6ee4\u63aa\u65bd\uff0c\u53ef\u6709\u6548\u964d\u4f4e\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\u7684\u8fd0\u7ef4\u6210\u672c\uff0c\u63d0\u9ad8\u7a7a\u6c14\u51c0\u5316\u7cfb\u7edf\u7684\u7ecf\u6d4e\u6027\u548c\u53ef\u6301\u7eed\u6027\u3002<\/p>\n<h2>\u516d\u3001\u7ed3\u8bba<\/h2>\n<p>\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\u5728\u5236\u836f\u3001\u533b\u7597\u3001\u534a\u5bfc\u4f53\u7b49\u9ad8\u6d01\u51c0\u5ea6\u73af\u5883\u4e2d\u8d77\u7740\u81f3\u5173\u91cd\u8981\u7684\u4f5c\u7528\u3002\u5176\u66f4\u6362\u5468\u671f\u7684\u5408\u7406\u9884\u6d4b\u4e0d\u4ec5\u80fd\u4fdd\u969c\u7a7a\u6c14\u8d28\u91cf\uff0c\u8fd8\u80fd\u6709\u6548\u964d\u4f4e\u8fd0\u7ef4\u6210\u672c\u3002\u672c\u6587\u56f4\u7ed5\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\u7684\u66f4\u6362\u5468\u671f\u9884\u6d4b\u6a21\u578b\u53ca\u5176\u8fd0\u7ef4\u6210\u672c\u4f18\u5316\u5c55\u5f00\u4e86\u7cfb\u7edf\u7814\u7a76\uff0c\u901a\u8fc7\u5206\u6790\u4ea7\u54c1\u53c2\u6570\u3001\u5f71\u54cd\u56e0\u7d20\u3001\u9884\u6d4b\u6a21\u578b\u6784\u5efa\u65b9\u6cd5\u4ee5\u53ca\u4f18\u5316\u7b56\u7565\uff0c\u5f97\u51fa\u4ee5\u4e0b\u51e0\u70b9\u7ed3\u8bba\uff1a  <\/p>\n<p>\u9996\u5148\uff0c\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\u7684\u66f4\u6362\u5468\u671f\u53d7\u7a7a\u6c14\u8d28\u91cf\u3001\u5de5\u4f5c\u8d1f\u8377\u3001\u8fd0\u884c\u73af\u5883\u6761\u4ef6\u53ca\u8fc7\u6ee4\u5668\u81ea\u8eab\u7279\u6027\u7b49\u591a\u79cd\u56e0\u7d20\u5f71\u54cd\u3002\u5176\u4e2d\uff0c\u7a7a\u6c14\u9897\u7c92\u7269\u6d53\u5ea6\u548c\u98ce\u91cf\u662f\u6700\u5173\u952e\u7684\u5916\u90e8\u56e0\u7d20\uff0c\u800c\u6ee4\u6750\u8d28\u91cf\u548c\u7ed3\u6784\u5219\u662f\u51b3\u5b9a\u8fc7\u6ee4\u5668\u8010\u4e45\u6027\u7684\u5185\u5728\u56e0\u7d20\u3002\u56e0\u6b64\uff0c\u5728\u5b9e\u9645\u8fd0\u7ef4\u8fc7\u7a0b\u4e2d\uff0c\u5e94\u7ed3\u5408\u5b9e\u65f6\u76d1\u6d4b\u6570\u636e\uff0c\u52a8\u6001\u8c03\u6574\u66f4\u6362\u7b56\u7565\u3002  <\/p>\n<p>\u5176\u6b21\uff0c\u57fa\u4e8eLSTM\u795e\u7ecf\u7f51\u7edc\u7684\u9884\u6d4b\u6a21\u578b\u5728\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\u66f4\u6362\u5468\u671f\u9884\u6d4b\u4e2d\u8868\u73b0\u51fa\u8f83\u9ad8\u7684\u51c6\u786e\u6027\u548c\u7a33\u5b9a\u6027\u3002\u76f8\u6bd4\u4f20\u7edf\u56de\u5f52\u6a21\u578b\u548c\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\uff0cLSTM\u80fd\u591f\u66f4\u597d\u5730\u6355\u6349\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u7684\u53d8\u5316\u8d8b\u52bf\uff0c\u63d0\u9ad8\u9884\u6d4b\u7cbe\u5ea6\u3002\u8be5\u6a21\u578b\u7684\u5e94\u7528\u4e3a\u667a\u80fd\u5316\u8fd0\u7ef4\u63d0\u4f9b\u4e86\u6280\u672f\u57fa\u7840\uff0c\u6709\u52a9\u4e8e\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u66f4\u6362\u9891\u7387\uff0c\u63d0\u9ad8\u8bbe\u5907\u5229\u7528\u7387\u3002  <\/p>\n<p>\u518d\u6b21\uff0c\u8fd0\u7ef4\u6210\u672c\u4f18\u5316\u53ef\u901a\u8fc7\u667a\u80fd\u66f4\u6362\u7b56\u7565\u3001\u8282\u80fd\u98ce\u673a\u8c03\u63a7\u53ca\u9884\u8fc7\u6ee4\u63aa\u65bd\u7b49\u65b9\u5f0f\u5b9e\u73b0\u3002\u5176\u4e2d\uff0c\u57fa\u4e8e\u9884\u6d4b\u6a21\u578b\u7684\u667a\u80fd\u66f4\u6362\u7b56\u7565\u53ef\u5ef6\u957f\u66f4\u6362\u5468\u671f\uff0c\u51cf\u5c11\u91c7\u8d2d\u548c\u4eba\u5de5\u6210\u672c\uff1b\u800c\u53d8\u9891\u98ce\u673a\u63a7\u5236\u7cfb\u7edf\u53ef\u964d\u4f4e\u80fd\u8017\uff0c\u63d0\u5347\u7cfb\u7edf\u8fd0\u884c\u6548\u7387\u3002\u6b64\u5916\uff0c\u5b9a\u671f\u7ef4\u62a4\u548c\u524d\u7aef\u9884\u8fc7\u6ee4\u63aa\u65bd\u4e5f\u80fd\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u5ef6\u7f13\u8fc7\u6ee4\u5668\u8001\u5316\uff0c\u5ef6\u957f\u5176\u4f7f\u7528\u5bff\u547d\u3002  <\/p>\n<p>\u7efc\u4e0a\u6240\u8ff0\uff0c\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\u7684\u8fd0\u7ef4\u7ba1\u7406\u5e94\u7ed3\u5408\u6570\u636e\u5206\u6790\u4e0e\u667a\u80fd\u9884\u6d4b\u6280\u672f\uff0c\u5b9e\u73b0\u7cbe\u7ec6\u5316\u3001\u667a\u80fd\u5316\u7ba1\u7406\u3002\u672a\u6765\u7684\u7814\u7a76\u53ef\u8fdb\u4e00\u6b65\u63a2\u7d22\u57fa\u4e8e\u7269\u8054\u7f51\uff08IoT\uff09\u548c\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u7684\u81ea\u9002\u5e94\u8fd0\u7ef4\u7cfb\u7edf\uff0c\u4ee5\u63d0\u5347\u7a7a\u6c14\u8fc7\u6ee4\u7cfb\u7edf\u7684\u81ea\u52a8\u5316\u6c34\u5e73\u548c\u8fd0\u884c\u6548\u7387\u3002<\/p>\n<h2>\u53c2\u8003\u6587\u732e<\/h2>\n<ol>\n<li>ASHRAE. (2020). <em>ASHRAE Handbook\u2014HVAC Systems and Equipment<\/em>. Atlanta: American Society of Heating, Refrigerating and Air-Conditioning Engineers.  <\/li>\n<li>EN 779:2012. (2012). <em>Particulate air filters for general ventilation \u2013 Determination of particulate air filter efficiency<\/em>. European Committee for Standardization.  <\/li>\n<li>ISO 16890-1:2016. (2016). <em>Air filter for general ventilation \u2013 Part 1: Technical specifications<\/em>. International Organization for Standardization.  <\/li>\n<li>Zhang, Y., Liu, H., &amp; Wang, X. (2021). <em>Application of Machine Learning in Predicting the Lifespan of HEPA Filters<\/em>. Journal of Building Engineering, 35, 102031. <a href=\"https:\/\/doi.org\/10.1016\/j.jobe.2020.102031\">https:\/\/doi.org\/10.1016\/j.jobe.2020.102031<\/a>  <\/li>\n<li>Wang, L., Chen, G., &amp; Li, M. (2020). <em>Energy Efficiency Optimization of HVAC Systems with Variable Frequency Drive Fans<\/em>. Applied Energy, 268, 114987. <a href=\"https:\/\/doi.org\/10.1016\/j.apenergy.2020.114987\">https:\/\/doi.org\/10.1016\/j.apenergy.2020.114987<\/a>  <\/li>\n<li>\u56fd\u5bb6\u6807\u51c6\u5316\u7ba1\u7406\u59d4\u5458\u4f1a. (2020). <em>GB\/T 13554-2020 \u9ad8\u6548\u7a7a\u6c14\u8fc7\u6ee4\u5668<\/em>. \u5317\u4eac: \u4e2d\u56fd\u6807\u51c6\u51fa\u7248\u793e.  <\/li>\n<li>\u5f20\u4f1f, \u674e\u660e, \u738b\u5f3a. (2021). <em>\u57fa\u4e8e\u5927\u6570\u636e\u5206\u6790\u7684\u9ad8\u6548\u8fc7\u6ee4\u5668\u5bff\u547d\u9884\u6d4b\u6a21\u578b\u7814\u7a76<\/em>. \u73af\u5883\u5de5\u7a0b\u5b66\u62a5, 15(3), 891\u2013898.  <\/li>\n<li>JG\/T 404-2013. (2013). <em>\u9ad8\u6548\u7a7a\u6c14\u8fc7\u6ee4\u5668\u6027\u80fd\u8bd5\u9a8c\u65b9\u6cd5<\/em>. \u4e2d\u534e\u4eba\u6c11\u5171\u548c\u56fd\u4f4f\u623f\u548c\u57ce\u4e61\u5efa\u8bbe\u90e8.<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\u66f4\u6362\u5468\u671f\u9884\u6d4b\u6a21\u578b\u53ca\u8fd0\u7ef4\u6210\u672c\u4f18\u5316\u7814\u7a76 \u4e00\u3001\u5f15\u8a00 \u9ad8\u6548\u7bb1\u5f0f\u8fc7\u6ee4\u5668\uff08High-Efficiency Particulate Air Box Filter\uff0c\u7b80\u79f0HEPA\u7bb1\u5f0f\u8fc7\u6ee4\u5668\uff09\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5236\u836f\u3001\u533b\u9662\u3001\u534a\u5bfc\u4f53\u5236\u9020\u3001\u751f\u7269\u5b89\u5168\u5b9e\u9a8c\u5ba4\u7b49\u5bf9\u7a7a\u6c14\u8d28\u91cf\u8981\u6c42\u6781\u9ad8\u7684\u573a\u6240\u3002\u5176\u6838\u5fc3\u529f\u80fd\u662f\u901a\u8fc7\u591a\u5c42\u6ee4\u6750\u6709\u6548\u62e6\u622a\u7a7a\u6c14\u4e2d\u7684\u5fae\u7c92\u6c61\u67d3\u7269\uff0c\u786e\u4fdd\u6d01\u51c0\u5ba4\u6216\u7279\u5b9a\u73af\u5883\u7684\u7a7a\u6c14\u8d28\u91cf\u7b26\u5408\u6807\u51c6\u3002\u7136\u800c\uff0c&hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[47],"tags":[],"class_list":["post-15816","post","type-post","status-publish","format-standard","hentry","category-zwml"],"_links":{"self":[{"href":"https:\/\/www.textile-fabric.com\/index.php?rest_route=\/wp\/v2\/posts\/15816","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.textile-fabric.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.textile-fabric.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.textile-fabric.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.textile-fabric.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=15816"}],"version-history":[{"count":0,"href":"https:\/\/www.textile-fabric.com\/index.php?rest_route=\/wp\/v2\/posts\/15816\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.textile-fabric.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=15816"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.textile-fabric.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=15816"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.textile-fabric.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=15816"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}