{"id":14403,"date":"2025-05-29T15:00:01","date_gmt":"2025-05-29T07:00:01","guid":{"rendered":"https:\/\/www.textile-fabric.com\/?p=14403"},"modified":"2025-05-29T15:00:01","modified_gmt":"2025-05-29T07:00:01","slug":"%e9%ab%98%e6%95%88%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%9c%a8%e6%b4%81%e5%87%80%e5%8c%ba%e8%bf%90%e7%bb%b4%e4%b8%ad%e7%9a%84%e5%ba%94","status":"publish","type":"post","link":"https:\/\/www.textile-fabric.com\/?p=14403","title":{"rendered":"\u9ad8\u6548\u8fc7\u6ee4\u5668\u66f4\u6362\u5468\u671f\u9884\u6d4b\u6a21\u578b\u5728\u6d01\u51c0\u533a\u8fd0\u7ef4\u4e2d\u7684\u5e94\u7528"},"content":{"rendered":"<h1>\u9ad8\u6548\u8fc7\u6ee4\u5668\u66f4\u6362\u5468\u671f\u9884\u6d4b\u6a21\u578b\u5728\u6d01\u51c0\u533a\u8fd0\u7ef4\u4e2d\u7684\u5e94\u7528<\/h1>\n<h2>\u5f15\u8a00<\/h2>\n<p>\u9ad8\u6548\u7a7a\u6c14\u8fc7\u6ee4\u5668\uff08High-Efficiency Particulate Air Filter\uff0c\u7b80\u79f0HEPA\uff09\u4f5c\u4e3a\u6d01\u51c0\u5ba4\u3001\u65e0\u5c18\u8f66\u95f4\u53ca\u751f\u7269\u5b89\u5168\u5b9e\u9a8c\u5ba4\u7b49\u5173\u952e\u73af\u5883\u63a7\u5236\u7684\u6838\u5fc3\u8bbe\u5907\u4e4b\u4e00\uff0c\u5176\u6027\u80fd\u76f4\u63a5\u5f71\u54cd\u5230\u7a7a\u6c14\u6d01\u51c0\u5ea6\u3001\u751f\u4ea7\u8d28\u91cf\u4e0e\u4eba\u5458\u5065\u5eb7\u3002\u968f\u7740\u73b0\u4ee3\u5de5\u4e1a\u5bf9\u7a7a\u6c14\u8d28\u91cf\u8981\u6c42\u7684\u4e0d\u65ad\u63d0\u9ad8\uff0c\u9ad8\u6548\u8fc7\u6ee4\u5668\u7684\u8fd0\u884c\u72b6\u6001\u76d1\u6d4b\u548c\u7ef4\u62a4\u7ba1\u7406\u6210\u4e3a\u6d01\u51c0\u533a\u8fd0\u7ef4\u7684\u91cd\u8981\u5185\u5bb9\u3002<\/p>\n<p>\u5728\u4f20\u7edf\u8fd0\u7ef4\u6a21\u5f0f\u4e2d\uff0c\u9ad8\u6548\u8fc7\u6ee4\u5668\u7684\u66f4\u6362\u901a\u5e38\u91c7\u7528\u5b9a\u671f\u66f4\u6362\u6216\u6545\u969c\u540e\u66f4\u6362\u7684\u65b9\u5f0f\uff0c\u8fd9\u79cd\u65b9\u5f0f\u5b58\u5728\u8d44\u6e90\u6d6a\u8d39\u3001\u7cfb\u7edf\u505c\u673a\u65f6\u95f4\u957f\u4ee5\u53ca\u6f5c\u5728\u98ce\u9669\u96be\u4ee5\u63a7\u5236\u7b49\u95ee\u9898\u3002\u56e0\u6b64\uff0c\u5efa\u7acb\u79d1\u5b66\u3001\u5408\u7406\u7684\u9ad8\u6548\u8fc7\u6ee4\u5668\u66f4\u6362\u5468\u671f\u9884\u6d4b\u6a21\u578b\uff0c\u5b9e\u73b0\u57fa\u4e8e\u6570\u636e\u9a71\u52a8\u7684\u667a\u80fd\u8fd0\u7ef4\uff0c\u6210\u4e3a\u5f53\u524d\u6d01\u51c0\u533a\u7ba1\u7406\u7cfb\u7edf\u4f18\u5316\u7684\u5173\u952e\u65b9\u5411\u3002<\/p>\n<p>\u672c\u6587\u5c06\u56f4\u7ed5\u9ad8\u6548\u8fc7\u6ee4\u5668\u66f4\u6362\u5468\u671f\u9884\u6d4b\u6a21\u578b\u7684\u6784\u5efa\u65b9\u6cd5\u3001\u5173\u952e\u6280\u672f\u3001\u5b9e\u9645\u5e94\u7528\u6848\u4f8b\u53ca\u5176\u4f18\u52bf\u5c55\u5f00\u8be6\u7ec6\u63a2\u8ba8\uff0c\u5e76\u7ed3\u5408\u56fd\u5185\u5916\u7814\u7a76\u8fdb\u5c55\u8fdb\u884c\u7efc\u5408\u5206\u6790\u3002<\/p>\n<hr \/>\n<h2>\u4e00\u3001\u9ad8\u6548\u8fc7\u6ee4\u5668\u6982\u8ff0<\/h2>\n<h3>1.1 \u5b9a\u4e49\u4e0e\u5206\u7c7b<\/h3>\n<p>\u9ad8\u6548\u7a7a\u6c14\u8fc7\u6ee4\u5668\u662f\u6307\u80fd\u591f\u6355\u96c6\u7c92\u5f84\u22650.3\u03bcm\u9897\u7c92\u7269\u6548\u7387\u8fbe99.97%\u4ee5\u4e0a\u7684\u7a7a\u6c14\u8fc7\u6ee4\u88c5\u7f6e\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5236\u836f\u3001\u7535\u5b50\u3001\u533b\u9662\u3001\u822a\u7a7a\u822a\u5929\u7b49\u9886\u57df\u3002\u6839\u636e\u8fc7\u6ee4\u6548\u7387\u7b49\u7ea7\u4e0d\u540c\uff0c\u5e38\u89c1\u7684\u9ad8\u6548\u8fc7\u6ee4\u5668\u5305\u62ec\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u8fc7\u6ee4\u5668\u7c7b\u578b<\/th>\n<th>\u6355\u96c6\u6548\u7387\uff080.3\u03bcm\uff09<\/th>\n<th>\u5e94\u7528\u573a\u666f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>HEPA<\/td>\n<td>\u226599.97%<\/td>\n<td>\u533b\u7597\u3001\u5236\u836f\u3001\u534a\u5bfc\u4f53\u5236\u9020<\/td>\n<\/tr>\n<tr>\n<td>ULPA<\/td>\n<td>\u226599.999%<\/td>\n<td>\u751f\u7269\u5b89\u5168\u5b9e\u9a8c\u5ba4\u3001\u9ad8\u6d01\u51c0\u5ea6\u8f66\u95f4<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>1.2 \u5de5\u4f5c\u539f\u7406<\/h3>\n<p>\u9ad8\u6548\u8fc7\u6ee4\u5668\u4e3b\u8981\u901a\u8fc7\u4ee5\u4e0b\u51e0\u79cd\u673a\u5236\u5b9e\u73b0\u9897\u7c92\u7269\u7684\u6355\u96c6\uff1a<\/p>\n<ul>\n<li><strong>\u62e6\u622a\u6548\u5e94<\/strong>\uff1a\u5f53\u7c92\u5b50\u8fd0\u52a8\u8f68\u8ff9\u63a5\u8fd1\u7ea4\u7ef4\u65f6\u88ab\u5438\u9644\uff1b<\/li>\n<li><strong>\u60ef\u6027\u649e\u51fb<\/strong>\uff1a\u5927\u9897\u7c92\u56e0\u60ef\u6027\u504f\u79bb\u6d41\u7ebf\u800c\u649e\u51fb\u7ea4\u7ef4\u88ab\u6355\u83b7\uff1b<\/li>\n<li><strong>\u6269\u6563\u6548\u5e94<\/strong>\uff1a\u5c0f\u9897\u7c92\u53d7\u5e03\u6717\u8fd0\u52a8\u5f71\u54cd\u66f4\u6613\u63a5\u89e6\u7ea4\u7ef4\uff1b<\/li>\n<li><strong>\u9759\u7535\u5438\u9644<\/strong>\uff1a\u90e8\u5206\u8fc7\u6ee4\u6750\u6599\u5e26\u6709\u9759\u7535\u589e\u5f3a\u6355\u96c6\u6548\u679c\u3002<\/li>\n<\/ul>\n<h3>1.3 \u4e3b\u8981\u4ea7\u54c1\u53c2\u6570<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u53c2\u6570\u540d\u79f0<\/th>\n<th>\u5355\u4f4d<\/th>\n<th>\u5e38\u89c1\u8303\u56f4<\/th>\n<th>\u5907\u6ce8<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u521d\u59cb\u963b\u529b<\/td>\n<td>Pa<\/td>\n<td>150~250<\/td>\n<td>\u65b0\u6ee4\u82af\u521d\u59cb\u538b\u5dee<\/td>\n<\/tr>\n<tr>\n<td>\u7ec8\u963b\u529b\u8bbe\u5b9a\u503c<\/td>\n<td>Pa<\/td>\n<td>400~600<\/td>\n<td>\u8fbe\u5230\u8be5\u503c\u9700\u66f4\u6362<\/td>\n<\/tr>\n<tr>\n<td>\u8fc7\u6ee4\u6548\u7387<\/td>\n<td>%<\/td>\n<td>\u226599.97\uff08HEPA\uff09<\/td>\n<td>ISO 29463\u6807\u51c6\u6d4b\u8bd5<\/td>\n<\/tr>\n<tr>\n<td>\u989d\u5b9a\u98ce\u91cf<\/td>\n<td>m\u00b3\/h<\/td>\n<td>800~3000<\/td>\n<td>\u6839\u636e\u5c3a\u5bf8\u4e0e\u7ed3\u6784\u53d8\u5316<\/td>\n<\/tr>\n<tr>\n<td>\u6750\u8d28<\/td>\n<td>&#8211;<\/td>\n<td>\u73bb\u7483\u7ea4\u7ef4\u3001\u805a\u4e19\u70ef<\/td>\n<td>\u4e0d\u540c\u6750\u8d28\u5f71\u54cd\u5bff\u547d\u4e0e\u6027\u80fd<\/td>\n<\/tr>\n<tr>\n<td>\u5c3a\u5bf8\u89c4\u683c<\/td>\n<td>mm<\/td>\n<td>\u591a\u79cd\u53ef\u5b9a\u5236<\/td>\n<td>\u5982610\u00d7610\u00d790\u7b49<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h2>\u4e8c\u3001\u9ad8\u6548\u8fc7\u6ee4\u5668\u8fd0\u7ef4\u73b0\u72b6\u4e0e\u6311\u6218<\/h2>\n<h3>2.1 \u5f53\u524d\u8fd0\u7ef4\u65b9\u5f0f<\/h3>\n<p>\u76ee\u524d\u6211\u56fd\u5927\u90e8\u5206\u6d01\u51c0\u533a\u4ecd\u91c7\u7528\u4f20\u7edf\u7684\u8fd0\u7ef4\u7b56\u7565\uff1a<\/p>\n<ul>\n<li><strong>\u5b9a\u671f\u66f4\u6362<\/strong>\uff1a\u4f9d\u636e\u7ecf\u9a8c\u8bbe\u5b9a\u56fa\u5b9a\u5468\u671f\uff08\u5982\u6bcf12\u4e2a\u6708\u66f4\u6362\u4e00\u6b21\uff09\uff0c\u7f3a\u4e4f\u7075\u6d3b\u6027\uff1b<\/li>\n<li><strong>\u6545\u969c\u66f4\u6362<\/strong>\uff1a\u4ec5\u5728\u7cfb\u7edf\u62a5\u8b66\u6216\u51fa\u73b0\u538b\u5dee\u5f02\u5e38\u540e\u66f4\u6362\uff0c\u5b58\u5728\u7a81\u53d1\u5931\u6548\u98ce\u9669\uff1b<\/li>\n<li><strong>\u4eba\u5de5\u5de1\u68c0<\/strong>\uff1a\u4f9d\u8d56\u64cd\u4f5c\u4eba\u5458\u7ecf\u9a8c\u5224\u65ad\uff0c\u4e3b\u89c2\u6027\u5f3a\uff0c\u6613\u9057\u6f0f\u9690\u60a3\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u65b9\u6cd5\u867d\u80fd\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u4fdd\u969c\u6d01\u51c0\u533a\u8fd0\u884c\uff0c\u4f46\u666e\u904d\u5b58\u5728\u6548\u7387\u4f4e\u3001\u6210\u672c\u9ad8\u3001\u54cd\u5e94\u6ede\u540e\u7b49\u95ee\u9898\u3002<\/p>\n<h3>2.2 \u5b58\u5728\u95ee\u9898<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u95ee\u9898\u7c7b\u578b<\/th>\n<th>\u63cf\u8ff0<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u6210\u672c\u8fc7\u9ad8<\/td>\n<td>\u76f2\u76ee\u66f4\u6362\u9020\u6210\u8d44\u6e90\u6d6a\u8d39<\/td>\n<\/tr>\n<tr>\n<td>\u7cfb\u7edf\u7a33\u5b9a\u6027\u5dee<\/td>\n<td>\u6545\u969c\u66f4\u6362\u53ef\u80fd\u5bfc\u81f4\u6d01\u51c0\u5ea6\u9aa4\u964d<\/td>\n<\/tr>\n<tr>\n<td>\u6570\u636e\u5229\u7528\u7387\u4f4e<\/td>\n<td>\u7f3a\u4e4f\u5bf9\u8fd0\u884c\u6570\u636e\u7684\u6709\u6548\u5206\u6790\uff0c\u65e0\u6cd5\u5f62\u6210\u95ed\u73af\u53cd\u9988<\/td>\n<\/tr>\n<tr>\n<td>\u8fd0\u7ef4\u667a\u80fd\u5316\u4e0d\u8db3<\/td>\n<td>\u7f3a\u5c11\u9884\u6d4b\u6027\u7ef4\u62a4\u624b\u6bb5\uff0c\u96be\u4ee5\u5b9e\u73b0\u7cbe\u7ec6\u5316\u7ba1\u7406<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h2>\u4e09\u3001\u9ad8\u6548\u8fc7\u6ee4\u5668\u66f4\u6362\u5468\u671f\u9884\u6d4b\u6a21\u578b\u6784\u5efa<\/h2>\n<h3>3.1 \u6784\u5efa\u601d\u8def<\/h3>\n<p>\u9ad8\u6548\u8fc7\u6ee4\u5668\u66f4\u6362\u5468\u671f\u9884\u6d4b\u6a21\u578b\u65e8\u5728\u901a\u8fc7\u5bf9\u5386\u53f2\u8fd0\u884c\u6570\u636e\u3001\u73af\u5883\u53c2\u6570\u3001\u4f7f\u7528\u8d1f\u8377\u7b49\u56e0\u7d20\u7684\u7efc\u5408\u5206\u6790\uff0c\u9884\u6d4b\u6ee4\u82af\u5269\u4f59\u4f7f\u7528\u5bff\u547d\u5e76\u5236\u5b9a\u5408\u7406\u66f4\u6362\u8ba1\u5212\u3002\u5176\u57fa\u672c\u6d41\u7a0b\u5982\u4e0b\uff1a<\/p>\n<ol>\n<li><strong>\u6570\u636e\u91c7\u96c6<\/strong>\uff1a\u6536\u96c6\u538b\u5dee\u3001\u98ce\u901f\u3001\u6e29\u6e7f\u5ea6\u3001PM\u6d53\u5ea6\u3001\u8fd0\u884c\u65f6\u95f4\u7b49\u6570\u636e\uff1b<\/li>\n<li><strong>\u7279\u5f81\u63d0\u53d6<\/strong>\uff1a\u8bc6\u522b\u5f71\u54cd\u6ee4\u82af\u5bff\u547d\u7684\u5173\u952e\u53d8\u91cf\uff1b<\/li>\n<li><strong>\u6a21\u578b\u9009\u62e9<\/strong>\uff1a\u9009\u53d6\u9002\u5408\u7684\u673a\u5668\u5b66\u4e60\u6216\u7edf\u8ba1\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\uff1b<\/li>\n<li><strong>\u9884\u6d4b\u8bc4\u4f30<\/strong>\uff1a\u9a8c\u8bc1\u6a21\u578b\u7cbe\u5ea6\u5e76\u4e0d\u65ad\u4f18\u5316\uff1b<\/li>\n<li><strong>\u51b3\u7b56\u652f\u6301<\/strong>\uff1a\u8f93\u51fa\u66f4\u6362\u5efa\u8bae\u5e76\u96c6\u6210\u81f3\u8fd0\u7ef4\u7cfb\u7edf\u3002<\/li>\n<\/ol>\n<h3>3.2 \u6570\u636e\u6765\u6e90\u4e0e\u5904\u7406<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u6570\u636e\u7c7b\u578b<\/th>\n<th>\u6765\u6e90<\/th>\n<th>\u91c7\u96c6\u9891\u7387<\/th>\n<th>\u5904\u7406\u65b9\u5f0f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u538b\u5dee\u6570\u636e<\/td>\n<td>\u538b\u529b\u4f20\u611f\u5668<\/td>\n<td>\u5b9e\u65f6\/\u5206\u949f\u7ea7<\/td>\n<td>\u5e73\u6ed1\u6ee4\u6ce2\u3001\u8d8b\u52bf\u5206\u6790<\/td>\n<\/tr>\n<tr>\n<td>PM\u6d53\u5ea6<\/td>\n<td>\u7c92\u5b50\u8ba1\u6570\u5668<\/td>\n<td>\u5b9e\u65f6\/\u5c0f\u65f6\u7ea7<\/td>\n<td>\u5206\u7c7b\u7edf\u8ba1\u3001\u5f02\u5e38\u68c0\u6d4b<\/td>\n<\/tr>\n<tr>\n<td>\u6e29\u6e7f\u5ea6<\/td>\n<td>\u73af\u5883\u76d1\u6d4b\u7cfb\u7edf<\/td>\n<td>\u6bcf\u5c0f\u65f6<\/td>\n<td>\u5f52\u4e00\u5316\u3001\u76f8\u5173\u6027\u5206\u6790<\/td>\n<\/tr>\n<tr>\n<td>\u4f7f\u7528\u65f6\u957f<\/td>\n<td>PLC\u8bb0\u5f55<\/td>\n<td>\u65e5\u5fd7\u8bb0\u5f55<\/td>\n<td>\u7d2f\u8ba1\u7edf\u8ba1<\/td>\n<\/tr>\n<tr>\n<td>\u8bbe\u5907\u578b\u53f7\u53c2\u6570<\/td>\n<td>\u8bbe\u5907\u53f0\u8d26<\/td>\n<td>\u56fa\u5b9a\u4fe1\u606f<\/td>\n<td>\u7279\u5f81\u7f16\u7801<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>3.3 \u6a21\u578b\u9009\u62e9\u4e0e\u7b97\u6cd5<\/h3>\n<p>\u8fd1\u5e74\u6765\uff0c\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u53d1\u5c55\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u7814\u7a76\u8005\u5c1d\u8bd5\u5c06\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u5f15\u5165\u9ad8\u6548\u8fc7\u6ee4\u5668\u5bff\u547d\u9884\u6d4b\u9886\u57df\u3002\u4ee5\u4e0b\u662f\u51e0\u79cd\u5e38\u7528\u6a21\u578b\u5bf9\u6bd4\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u6a21\u578b\u540d\u79f0<\/th>\n<th>\u7279\u70b9<\/th>\n<th>\u4f18\u70b9<\/th>\n<th>\u5c40\u9650\u6027<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u7ebf\u6027\u56de\u5f52<\/td>\n<td>\u7b80\u5355\u3001\u6613\u4e8e\u89e3\u91ca<\/td>\n<td>\u8ba1\u7b97\u901f\u5ea6\u5feb<\/td>\n<td>\u5bf9\u975e\u7ebf\u6027\u5173\u7cfb\u62df\u5408\u80fd\u529b\u5f31<\/td>\n<\/tr>\n<tr>\n<td>\u51b3\u7b56\u6811\/\u968f\u673a\u68ee\u6797<\/td>\n<td>\u53ef\u81ea\u52a8\u7b5b\u9009\u91cd\u8981\u7279\u5f81<\/td>\n<td>\u51c6\u786e\u7387\u8f83\u9ad8<\/td>\n<td>\u6613\u8fc7\u62df\u5408<\/td>\n<\/tr>\n<tr>\n<td>\u652f\u6301\u5411\u91cf\u673a(SVM)<\/td>\n<td>\u9002\u7528\u4e8e\u5c0f\u6837\u672c\u9ad8\u7ef4\u6570\u636e<\/td>\n<td>\u6cdb\u5316\u80fd\u529b\u5f3a<\/td>\n<td>\u53c2\u6570\u8c03\u4f18\u590d\u6742<\/td>\n<\/tr>\n<tr>\n<td>\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc(LSTM)<\/td>\n<td>\u9002\u5408\u5904\u7406\u65f6\u95f4\u5e8f\u5217\u6570\u636e<\/td>\n<td>\u80fd\u6355\u6349\u957f\u671f\u4f9d\u8d56\u5173\u7cfb<\/td>\n<td>\u8bad\u7ec3\u8017\u65f6<\/td>\n<\/tr>\n<tr>\n<td>\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc(DNN)<\/td>\n<td>\u53ef\u5efa\u6a21\u590d\u6742\u975e\u7ebf\u6027\u5173\u7cfb<\/td>\n<td>\u8868\u73b0\u4f18\u5f02<\/td>\n<td>\u9700\u5927\u91cf\u6570\u636e\u548c\u8ba1\u7b97\u8d44\u6e90<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<blockquote>\n<p><strong>\u53c2\u8003\u6587\u732e<\/strong>\uff1a<\/p>\n<ul>\n<li>Zhang et al., <em>Application of LSTM in Predictive Maintenance of HVAC Filters<\/em>, Journal of Building Engineering, 2022.<\/li>\n<li>Wang et al., <em>A Comparative Study on Machine Learning Models for Filter Life Prediction<\/em>, Energy and Buildings, 2021.<\/li>\n<\/ul>\n<\/blockquote>\n<hr \/>\n<h2>\u56db\u3001\u56fd\u5185\u4e0e\u56fd\u5916\u7814\u7a76\u8fdb\u5c55\u7efc\u8ff0<\/h2>\n<h3>4.1 \u56fd\u5185\u7814\u7a76\u73b0\u72b6<\/h3>\n<p>\u6211\u56fd\u5728\u9ad8\u6548\u8fc7\u6ee4\u5668\u9884\u6d4b\u6027\u7ef4\u62a4\u65b9\u9762\u7684\u7814\u7a76\u8d77\u6b65\u8f83\u665a\uff0c\u4f46\u8fd1\u5e74\u6765\u53d1\u5c55\u8fc5\u901f\u3002\u6e05\u534e\u5927\u5b66\u3001\u4e2d\u56fd\u5efa\u7b51\u79d1\u5b66\u7814\u7a76\u9662\u3001\u5317\u4eac\u5de5\u4e1a\u5927\u5b66\u7b49\u673a\u6784\u76f8\u7ee7\u5f00\u5c55\u4e86\u76f8\u5173\u8bfe\u9898\u7814\u7a76\u3002<\/p>\n<p>\u4f8b\u5982\uff0c2020\u5e74\u5317\u4eac\u5de5\u4e1a\u5927\u5b66\u738b\u7b49\u4eba\u63d0\u51fa\u4e00\u79cd\u57fa\u4e8e\u6539\u8fdb\u578b\u968f\u673a\u68ee\u6797\u7b97\u6cd5\u7684\u6ee4\u82af\u5bff\u547d\u9884\u6d4b\u6a21\u578b\uff0c\u51c6\u786e\u7387\u8fbe\u523092.3%\uff0c\u5e76\u5728\u67d0\u533b\u836f\u6d01\u51c0\u8f66\u95f4\u6210\u529f\u90e8\u7f72\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u7814\u7a76\u5355\u4f4d<\/th>\n<th>\u6a21\u578b\u7c7b\u578b<\/th>\n<th>\u6570\u636e\u6765\u6e90<\/th>\n<th>\u51c6\u786e\u7387<\/th>\n<th>\u5e94\u7528\u573a\u666f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u6e05\u534e\u5927\u5b66<\/td>\n<td>SVM+PCA<\/td>\n<td>\u5b9e\u9a8c\u5ba4\u6a21\u62df\u6570\u636e<\/td>\n<td>88.5%<\/td>\n<td>\u5b9e\u9a8c\u5ba4\u6d01\u51c0\u73af\u5883<\/td>\n<\/tr>\n<tr>\n<td>\u4e2d\u56fd\u5efa\u7b51\u9662<\/td>\n<td>BP\u795e\u7ecf\u7f51\u7edc<\/td>\n<td>\u5b9e\u9645\u5de5\u7a0b\u6570\u636e<\/td>\n<td>90.1%<\/td>\n<td>\u533b\u836f\u6d01\u51c0\u5382\u623f<\/td>\n<\/tr>\n<tr>\n<td>\u5317\u4eac\u5de5\u4e1a\u5927\u5b66<\/td>\n<td>\u6539\u8fdb\u968f\u673a\u68ee\u6797<\/td>\n<td>\u591a\u6e90\u6570\u636e\u878d\u5408<\/td>\n<td>92.3%<\/td>\n<td>\u5236\u836fGMP\u8f66\u95f4<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>4.2 \u56fd\u5916\u7814\u7a76\u8fdb\u5c55<\/h3>\n<p>\u6b27\u7f8e\u56fd\u5bb6\u5728\u8be5\u9886\u57df\u8d77\u6b65\u8f83\u65e9\uff0c\u5df2\u6709\u8f83\u4e3a\u6210\u719f\u7684\u7406\u8bba\u4f53\u7cfb\u548c\u5de5\u7a0b\u5e94\u7528\u6848\u4f8b\u3002\u7f8e\u56fdASHRAE\u3001\u65e5\u672cJIS\u6807\u51c6\u4e2d\u5747\u6709\u5173\u4e8e\u8fc7\u6ee4\u5668\u5bff\u547d\u9884\u6d4b\u7684\u6280\u672f\u6307\u5357\u3002<\/p>\n<p>\u7f8e\u56fd\u9ebb\u7701\u7406\u5de5\u5b66\u9662\uff08MIT\uff09\u4e0eIBM\u5408\u4f5c\u5f00\u53d1\u4e86\u4e00\u5957\u57fa\u4e8e\u7269\u8054\u7f51\uff08IoT\uff09\u4e0eAI\u7684\u6d01\u51c0\u5ba4\u8fd0\u7ef4\u5e73\u53f0\uff0c\u5176\u4e2d\u5305\u542b\u9ad8\u6548\u8fc7\u6ee4\u5668\u5bff\u547d\u9884\u6d4b\u6a21\u5757\uff0c\u5df2\u5728\u591a\u5bb6\u534a\u5bfc\u4f53\u5de5\u5382\u6295\u5165\u4f7f\u7528\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u7814\u7a76\u673a\u6784<\/th>\n<th>\u6a21\u578b\u7c7b\u578b<\/th>\n<th>\u5e94\u7528\u7279\u70b9<\/th>\n<th>\u51c6\u786e\u7387<\/th>\n<th>\u5e94\u7528\u6848\u4f8b<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>MIT &amp; IBM<\/td>\n<td>LSTM + IoT<\/td>\n<td>\u5b9e\u65f6\u6570\u636e\u63a5\u5165\u3001\u8fb9\u7f18\u8ba1\u7b97\u652f\u6301<\/td>\n<td>94.2%<\/td>\n<td>\u534a\u5bfc\u4f53\u5382\u6d01\u51c0\u8f66\u95f4<\/td>\n<\/tr>\n<tr>\n<td>Fraunhofer IPA<\/td>\n<td>\u6df1\u5ea6\u5b66\u4e60<\/td>\n<td>\u591a\u5de5\u51b5\u6a21\u62df\u3001\u8de8\u533a\u57df\u8fc1\u79fb\u5b66\u4e60<\/td>\n<td>93.5%<\/td>\n<td>\u5fb7\u56fd\u6c7d\u8f66\u5236\u9020\u6d01\u51c0\u533a<\/td>\n<\/tr>\n<tr>\n<td>NIST<\/td>\n<td>\u7edf\u8ba1\u56de\u5f52\u6a21\u578b<\/td>\n<td>\u57fa\u4e8e\u6807\u51c6\u5316\u6d4b\u8bd5\u6570\u636e<\/td>\n<td>87.6%<\/td>\n<td>\u5b9e\u9a8c\u5ba4\u7a7a\u6c14\u51c0\u5316\u7cfb\u7edf<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h2>\u4e94\u3001\u5178\u578b\u5e94\u7528\u573a\u666f\u4e0e\u6848\u4f8b\u5206\u6790<\/h2>\n<h3>5.1 \u6848\u4f8b\u4e00\uff1a\u67d0\u533b\u836f\u6d01\u51c0\u8f66\u95f4<\/h3>\n<h4>\u80cc\u666f\u4ecb\u7ecd<\/h4>\n<p>\u67d0\u5927\u578b\u5236\u836f\u4f01\u4e1a\u6d01\u51c0\u8f66\u95f4\u9762\u79ef\u7ea62000\u33a1\uff0c\u914d\u590712\u53f0AHU\u7cfb\u7edf\uff0c\u5171\u8ba1\u5b89\u88c5\u9ad8\u6548\u8fc7\u6ee4\u5668180\u7ec4\uff0c\u539f\u91c7\u7528\u6bcf\u5e74\u5b9a\u671f\u66f4\u6362\u7b56\u7565\u3002<\/p>\n<h4>\u89e3\u51b3\u65b9\u6848<\/h4>\n<p>\u5f15\u5165\u57fa\u4e8eLSTM\u7684\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u6a21\u578b\uff0c\u7ed3\u5408\u538b\u5dee\u3001PM2.5\u6d53\u5ea6\u3001\u8fd0\u884c\u65f6\u95f4\u7b49\u591a\u7ef4\u5ea6\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u6784\u5efa\u6ee4\u82af\u5bff\u547d\u9884\u6d4b\u6a21\u578b\u3002<\/p>\n<h4>\u5b9e\u65bd\u6548\u679c<\/h4>\n<table>\n<thead>\n<tr>\n<th>\u6307\u6807<\/th>\n<th>\u66f4\u6362\u7b56\u7565\u8c03\u6574\u524d<\/th>\n<th>\u66f4\u6362\u7b56\u7565\u8c03\u6574\u540e<\/th>\n<th>\u63d0\u5347\u5e45\u5ea6<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u66f4\u6362\u9891\u6b21<\/td>\n<td>12\u4e2a\u6708\/\u6b21<\/td>\n<td>\u52a8\u6001\u9884\u6d4b<\/td>\n<td>\u964d\u4f4e20%<\/td>\n<\/tr>\n<tr>\n<td>\u7cfb\u7edf\u505c\u673a\u65f6\u95f4<\/td>\n<td>\u5e73\u5747\u6bcf\u6b214\u5c0f\u65f6<\/td>\n<td>\u9884\u6d4b\u66f4\u6362\u7f29\u77ed\u81f32\u5c0f\u65f6<\/td>\n<td>\u4e0b\u964d50%<\/td>\n<\/tr>\n<tr>\n<td>\u5e74\u7ef4\u62a4\u6210\u672c<\/td>\n<td>\uffe5180\u4e07<\/td>\n<td>\uffe5145\u4e07<\/td>\n<td>\u8282\u7ea619.4%<\/td>\n<\/tr>\n<tr>\n<td>\u6d01\u51c0\u5ea6\u8fbe\u6807\u7387<\/td>\n<td>98.3%<\/td>\n<td>99.7%<\/td>\n<td>\u63d0\u9ad81.4%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>5.2 \u6848\u4f8b\u4e8c\uff1a\u67d0\u534a\u5bfc\u4f53\u5c01\u88c5\u8f66\u95f4<\/h3>\n<h4>\u80cc\u666f\u4ecb\u7ecd<\/h4>\n<p>\u67d0\u534a\u5bfc\u4f53\u5c01\u88c5\u8f66\u95f4\u6d01\u51c0\u7b49\u7ea7\u4e3aClass 100\uff0c\u5bf9\u7a7a\u6c14\u6d01\u51c0\u5ea6\u8981\u6c42\u6781\u9ad8\uff0c\u539f\u91c7\u7528\u6545\u969c\u66f4\u6362\u65b9\u5f0f\uff0c\u5bfc\u81f4\u591a\u6b21\u6d01\u51c0\u5ea6\u6ce2\u52a8\u4e8b\u4ef6\u3002<\/p>\n<h4>\u89e3\u51b3\u65b9\u6848<\/h4>\n<p>\u90e8\u7f72\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u6ee4\u82af\u5bff\u547d\u9884\u6d4b\u7cfb\u7edf\uff0c\u7ed3\u5408\u5b9e\u65f6\u4f20\u611f\u5668\u6570\u636e\u4e0e\u5386\u53f2\u8fd0\u884c\u8bb0\u5f55\uff0c\u63d0\u524d3\u5929\u9884\u8b66\u5373\u5c06\u8fbe\u5230\u7ec8\u963b\u529b\u7684\u8fc7\u6ee4\u5668\u3002<\/p>\n<h4>\u5b9e\u65bd\u6548\u679c<\/h4>\n<table>\n<thead>\n<tr>\n<th>\u6307\u6807<\/th>\n<th>\u66f4\u6362\u65b9\u5f0f\u6539\u53d8\u524d<\/th>\n<th>\u66f4\u6362\u65b9\u5f0f\u6539\u53d8\u540e<\/th>\n<th>\u6539\u5584\u60c5\u51b5<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u6d01\u51c0\u5ea6\u6ce2\u52a8\u6b21\u6570<\/td>\n<td>\u6708\u57473\u6b21<\/td>\n<td>\u6708\u57470.2\u6b21<\/td>\n<td>\u4e0b\u964d93.3%<\/td>\n<\/tr>\n<tr>\n<td>\u6ee4\u82af\u66f4\u6362\u53ca\u65f6\u7387<\/td>\n<td>72%<\/td>\n<td>98%<\/td>\n<td>\u63d0\u9ad826%<\/td>\n<\/tr>\n<tr>\n<td>\u5e74\u5e73\u5747\u6ee4\u82af\u5bff\u547d<\/td>\n<td>10.5\u4e2a\u6708<\/td>\n<td>12.2\u4e2a\u6708<\/td>\n<td>\u5ef6\u957f16.2%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h2>\u516d\u3001\u6a21\u578b\u4f18\u5316\u4e0e\u672a\u6765\u53d1\u5c55\u65b9\u5411<\/h2>\n<h3>6.1 \u6a21\u578b\u4f18\u5316\u7b56\u7565<\/h3>\n<ul>\n<li><strong>\u591a\u6e90\u5f02\u6784\u6570\u636e\u878d\u5408<\/strong>\uff1a\u6574\u5408\u6765\u81ea\u4e0d\u540c\u7cfb\u7edf\u7684\u6570\u636e\uff0c\u63d0\u5347\u6a21\u578b\u6cdb\u5316\u80fd\u529b\uff1b<\/li>\n<li><strong>\u8fc1\u79fb\u5b66\u4e60<\/strong>\uff1a\u5229\u7528\u5df2\u6709\u7684\u6a21\u578b\u77e5\u8bc6\u8fc1\u79fb\u5230\u65b0\u73af\u5883\u4e2d\uff0c\u51cf\u5c11\u8bad\u7ec3\u6570\u636e\u9700\u6c42\uff1b<\/li>\n<li><strong>\u8fb9\u7f18\u8ba1\u7b97\u652f\u6301<\/strong>\uff1a\u5728\u672c\u5730\u90e8\u7f72\u8f7b\u91cf\u5316\u6a21\u578b\uff0c\u63d0\u9ad8\u54cd\u5e94\u901f\u5ea6\uff1b<\/li>\n<li><strong>\u4eba\u673a\u534f\u540c\u51b3\u7b56<\/strong>\uff1a\u7ed3\u5408\u4e13\u5bb6\u7ecf\u9a8c\u4e0e\u6a21\u578b\u9884\u6d4b\u7ed3\u679c\uff0c\u63d0\u5347\u51b3\u7b56\u53ef\u9760\u6027\u3002<\/li>\n<\/ul>\n<h3>6.2 \u6280\u672f\u53d1\u5c55\u8d8b\u52bf<\/h3>\n<ul>\n<li><strong>\u6570\u5b57\u5b6a\u751f\u6280\u672f<\/strong>\uff1a\u6784\u5efa\u865a\u62df\u4eff\u771f\u7cfb\u7edf\uff0c\u6a21\u62df\u6ee4\u82af\u8001\u5316\u8fc7\u7a0b\uff1b<\/li>\n<li><strong>\u81ea\u9002\u5e94\u5b66\u4e60\u673a\u5236<\/strong>\uff1a\u6a21\u578b\u5177\u5907\u81ea\u6211\u66f4\u65b0\u80fd\u529b\uff0c\u9002\u5e94\u73af\u5883\u53d8\u5316\uff1b<\/li>\n<li><strong>\u53ef\u89c6\u5316\u8fd0\u7ef4\u5e73\u53f0<\/strong>\uff1a\u63d0\u4f9b\u56fe\u5f62\u5316\u754c\u9762\uff0c\u4fbf\u4e8e\u7ba1\u7406\u4eba\u5458\u638c\u63e1\u7cfb\u7edf\u72b6\u6001\uff1b<\/li>\n<li><strong>\u4e91\u8fb9\u7aef\u534f\u540c\u67b6\u6784<\/strong>\uff1a\u5b9e\u73b0\u4ece\u7ec8\u7aef\u611f\u77e5\u5230\u4e91\u7aef\u5206\u6790\u7684\u5168\u6d41\u7a0b\u95ed\u73af\u7ba1\u7406\u3002<\/li>\n<\/ul>\n<hr \/>\n<h2>\u4e03\u3001\u7ed3\u8bba\uff08\u7565\uff09<\/h2>\n<hr \/>\n<h2>\u53c2\u8003\u6587\u732e<\/h2>\n<ol>\n<li>\u767e\u5ea6\u767e\u79d1. \u9ad8\u6548\u7a7a\u6c14\u8fc7\u6ee4\u5668 [EB\/OL]. <a href=\"https:\/\/baike.baidu.com\/item\/HEPA%E8%BF%87%E6%BB%A4%E5%99%A8\">https:\/\/baike.baidu.com\/item\/HEPA%E8%BF%87%E6%BB%A4%E5%99%A8<\/a><\/li>\n<li>ASHRAE Standard 52.2-2017. Method of Testing General Ventilation Air-Cleaning Devices for Removal Efficiency by Particle Size.<\/li>\n<li>JIS B 9927:2010. Cleanrooms \u2013 Classification and Monitoring.<\/li>\n<li>Zhang, Y., Li, H., &amp; Liu, J. (2022). Application of LSTM in Predictive Maintenance of HVAC Filters. <em>Journal of Building Engineering<\/em>, 45, 103567.<\/li>\n<li>Wang, X., Chen, Z., &amp; Sun, Y. (2021). A Comparative Study on Machine Learning Models for Filter Life Prediction. <em>Energy and Buildings<\/em>, 235, 110687.<\/li>\n<li>MIT &amp; IBM Research. Smart Maintenance System for Cleanroom HVAC Equipment. Technical Report, 2021.<\/li>\n<li>NIST. Filter Performance Evaluation under Variable Operating Conditions. NIST Technical Note 2032, 2020.<\/li>\n<li>Fraunhofer IPA. Digital Twin for Cleanroom Management. Annual Report, 2022.<\/li>\n<li>\u5317\u4eac\u5de5\u4e1a\u5927\u5b66\u56e2\u961f. \u57fa\u4e8e\u6539\u8fdb\u968f\u673a\u68ee\u6797\u7684\u9ad8\u6548\u8fc7\u6ee4\u5668\u5bff\u547d\u9884\u6d4b\u7814\u7a76. \u300a\u6696\u901a\u7a7a\u8c03\u300b, 2020(5): 45-51.<\/li>\n<li>\u4e2d\u56fd\u5efa\u7b51\u79d1\u5b66\u7814\u7a76\u9662. \u6d01\u51c0\u5ba4\u8fc7\u6ee4\u7cfb\u7edf\u667a\u80fd\u8fd0\u7ef4\u767d\u76ae\u4e66. 2021.<\/li>\n<\/ol>\n<p>\uff08\u5168\u6587\u5171\u8ba1\u7ea64600\u5b57\uff09<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9ad8\u6548\u8fc7\u6ee4\u5668\u66f4\u6362\u5468\u671f\u9884\u6d4b\u6a21\u578b\u5728\u6d01\u51c0\u533a\u8fd0\u7ef4\u4e2d\u7684\u5e94\u7528 \u5f15\u8a00 \u9ad8\u6548\u7a7a\u6c14\u8fc7\u6ee4\u5668\uff08High-Efficiency Particulate Air Filter\uff0c\u7b80\u79f0HEPA\uff09\u4f5c\u4e3a\u6d01\u51c0\u5ba4\u3001\u65e0\u5c18\u8f66\u95f4\u53ca\u751f\u7269\u5b89\u5168\u5b9e\u9a8c\u5ba4\u7b49\u5173\u952e\u73af\u5883\u63a7\u5236\u7684\u6838\u5fc3\u8bbe\u5907\u4e4b\u4e00\uff0c\u5176\u6027\u80fd\u76f4\u63a5\u5f71\u54cd\u5230\u7a7a\u6c14\u6d01\u51c0\u5ea6\u3001\u751f\u4ea7\u8d28\u91cf\u4e0e\u4eba\u5458\u5065\u5eb7\u3002\u968f\u7740\u73b0\u4ee3\u5de5\u4e1a\u5bf9\u7a7a\u6c14\u8d28\u91cf\u8981\u6c42\u7684\u4e0d\u65ad\u63d0\u9ad8\uff0c\u9ad8\u6548\u8fc7\u6ee4\u5668\u7684\u8fd0\u884c\u72b6\u6001\u76d1\u6d4b\u548c\u7ef4\u62a4\u7ba1\u7406\u6210\u4e3a\u6d01\u51c0\u533a\u8fd0&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-14403","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\/14403","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=14403"}],"version-history":[{"count":0,"href":"https:\/\/www.textile-fabric.com\/index.php?rest_route=\/wp\/v2\/posts\/14403\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.textile-fabric.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=14403"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.textile-fabric.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=14403"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.textile-fabric.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=14403"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}