{"id":17000,"date":"2025-09-22T19:15:38","date_gmt":"2025-09-22T11:15:38","guid":{"rendered":"https:\/\/www.textile-fabric.com\/?p=17000"},"modified":"2025-09-22T19:15:38","modified_gmt":"2025-09-22T11:15:38","slug":"%e8%b6%85%e5%87%80%e5%8f%b0%e9%ab%98%e6%95%88%e8%bf%87%e6%bb%a4%e5%99%a8%e4%bd%bf%e7%94%a8%e5%af%bf%e5%91%bd%e9%a2%84%e6%b5%8b%e6%a8%a1%e5%9e%8b%e4%b8%8e%e6%9b%b4%e6%8d%a2%e5%91%a8%e6%9c%9f%e6%99%ba","status":"publish","type":"post","link":"https:\/\/www.textile-fabric.com\/?p=17000","title":{"rendered":"\u8d85\u51c0\u53f0\u9ad8\u6548\u8fc7\u6ee4\u5668\u4f7f\u7528\u5bff\u547d\u9884\u6d4b\u6a21\u578b\u4e0e\u66f4\u6362\u5468\u671f\u667a\u80fd\u63d0\u9192"},"content":{"rendered":"<h1>\u8d85\u51c0\u53f0\u9ad8\u6548\u8fc7\u6ee4\u5668\u4f7f\u7528\u5bff\u547d\u9884\u6d4b\u6a21\u578b\u4e0e\u66f4\u6362\u5468\u671f\u667a\u80fd\u63d0\u9192<\/h1>\n<h2>\u4e00\u3001\u5f15\u8a00<\/h2>\n<p>\u8d85\u51c0\u5de5\u4f5c\u53f0\uff08Clean Bench\uff09\uff0c\u53c8\u79f0\u6d01\u51c0\u5de5\u4f5c\u53f0\u6216\u51c0\u5316\u5de5\u4f5c\u53f0\uff0c\u662f\u5b9e\u9a8c\u5ba4\u3001\u5236\u836f\u3001\u751f\u7269\u6280\u672f\u3001\u534a\u5bfc\u4f53\u5236\u9020\u7b49\u9ad8\u6d01\u51c0\u5ea6\u73af\u5883\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u5173\u952e\u8bbe\u5907\u3002\u5176\u6838\u5fc3\u529f\u80fd\u662f\u901a\u8fc7\u9ad8\u6548\u7a7a\u6c14\u8fc7\u6ee4\u7cfb\u7edf\uff08High-Efficiency Particulate Air, HEPA\uff09\u6216\u8d85\u9ad8\u6548\u7a7a\u6c14\u8fc7\u6ee4\u7cfb\u7edf\uff08Ultra-Low Penetration Air, ULPA\uff09\u53bb\u9664\u7a7a\u6c14\u4e2d0.3\u5fae\u7c73\u4ee5\u4e0a\u7684\u9897\u7c92\u7269\uff0c\u4ece\u800c\u7ef4\u6301\u64cd\u4f5c\u533a\u57df\u7684\u6d01\u51c0\u7b49\u7ea7\uff08\u5982ISO Class 5\u6216Class 4\uff09\u3002\u5728\u8fd9\u4e00\u8fc7\u7a0b\u4e2d\uff0c\u9ad8\u6548\u8fc7\u6ee4\u5668\uff08HEPA Filter\uff09\u4f5c\u4e3a\u8d85\u51c0\u53f0\u7684\u6838\u5fc3\u7ec4\u4ef6\uff0c\u76f4\u63a5\u51b3\u5b9a\u4e86\u7a7a\u6c14\u8d28\u91cf\u4e0e\u5b9e\u9a8c\u73af\u5883\u7684\u5b89\u5168\u6027\u3002<\/p>\n<p>\u7136\u800c\uff0c\u9ad8\u6548\u8fc7\u6ee4\u5668\u5e76\u975e\u6c38\u4e45\u53ef\u7528\uff0c\u5176\u6027\u80fd\u4f1a\u968f\u7740\u4f7f\u7528\u65f6\u95f4\u7684\u5ef6\u957f\u800c\u9010\u6e10\u8870\u51cf\u3002\u82e5\u672a\u80fd\u53ca\u65f6\u66f4\u6362\uff0c\u53ef\u80fd\u5bfc\u81f4\u6d01\u51c0\u5ea6\u4e0b\u964d\u3001\u4ea4\u53c9\u6c61\u67d3\u98ce\u9669\u589e\u52a0\uff0c\u751a\u81f3\u5f71\u54cd\u5b9e\u9a8c\u7ed3\u679c\u7684\u51c6\u786e\u6027\u4e0e\u4ea7\u54c1\u826f\u7387\u3002\u56e0\u6b64\uff0c\u5efa\u7acb\u79d1\u5b66\u7684<strong>\u9ad8\u6548\u8fc7\u6ee4\u5668\u4f7f\u7528\u5bff\u547d\u9884\u6d4b\u6a21\u578b<\/strong>\uff0c\u5e76\u5b9e\u73b0<strong>\u66f4\u6362\u5468\u671f\u7684\u667a\u80fd\u63d0\u9192\u7cfb\u7edf<\/strong>\uff0c\u5df2\u6210\u4e3a\u73b0\u4ee3\u6d01\u51c0\u5ba4\u7ba1\u7406\u7684\u91cd\u8981\u8bfe\u9898\u3002<\/p>\n<p>\u672c\u6587\u5c06\u7cfb\u7edf\u9610\u8ff0\u8d85\u51c0\u53f0\u9ad8\u6548\u8fc7\u6ee4\u5668\u7684\u5de5\u4f5c\u539f\u7406\u3001\u5173\u952e\u53c2\u6570\u3001\u5bff\u547d\u5f71\u54cd\u56e0\u7d20\uff0c\u6784\u5efa\u57fa\u4e8e\u591a\u53d8\u91cf\u5206\u6790\u7684\u5bff\u547d\u9884\u6d4b\u6a21\u578b\uff0c\u5e76\u4ecb\u7ecd\u667a\u80fd\u63d0\u9192\u7cfb\u7edf\u7684\u5b9e\u73b0\u8def\u5f84\uff0c\u7ed3\u5408\u56fd\u5185\u5916\u7814\u7a76\u6210\u679c\u4e0e\u5b9e\u9645\u6848\u4f8b\uff0c\u4e3a\u76f8\u5173\u9886\u57df\u7684\u79d1\u7814\u4eba\u5458\u4e0e\u5de5\u7a0b\u7ba1\u7406\u4eba\u5458\u63d0\u4f9b\u7406\u8bba\u652f\u6301\u4e0e\u5b9e\u8df5\u53c2\u8003\u3002<\/p>\n<hr \/>\n<h2>\u4e8c\u3001\u8d85\u51c0\u53f0\u9ad8\u6548\u8fc7\u6ee4\u5668\u7684\u57fa\u672c\u7ed3\u6784\u4e0e\u5de5\u4f5c\u539f\u7406<\/h2>\n<h3>2.1 \u9ad8\u6548\u8fc7\u6ee4\u5668\u5b9a\u4e49\u4e0e\u5206\u7c7b<\/h3>\n<p>\u6839\u636e\u56fd\u5bb6\u6807\u51c6\u300aGB\/T 13554-2020 \u9ad8\u6548\u7a7a\u6c14\u8fc7\u6ee4\u5668\u300b\u89c4\u5b9a\uff0c\u9ad8\u6548\u7a7a\u6c14\u8fc7\u6ee4\u5668\u662f\u6307\u5bf9\u7c92\u5f84\u22650.3\u03bcm\u7684\u7c92\u5b50\u6355\u96c6\u6548\u7387\u4e0d\u4f4e\u4e8e99.97%\u7684\u8fc7\u6ee4\u5668\u3002\u6839\u636e\u8fc7\u6ee4\u6548\u7387\u7684\u4e0d\u540c\uff0cHEPA\u8fc7\u6ee4\u5668\u53ef\u5206\u4e3a\u4ee5\u4e0b\u51e0\u7c7b\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u8fc7\u6ee4\u5668\u7c7b\u578b<\/th>\n<th>\u6807\u51c6\u4ee3\u53f7<\/th>\n<th>\u8fc7\u6ee4\u6548\u7387\uff080.3\u03bcm\uff09<\/th>\n<th>\u5e94\u7528\u573a\u666f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>H11<\/td>\n<td>GB\/T 13554<\/td>\n<td>\u226585%<\/td>\n<td>\u521d\u7ea7\u51c0\u5316<\/td>\n<\/tr>\n<tr>\n<td>H12<\/td>\n<td>GB\/T 13554<\/td>\n<td>\u226595%<\/td>\n<td>\u4e2d\u7ea7\u51c0\u5316<\/td>\n<\/tr>\n<tr>\n<td>H13<\/td>\n<td>GB\/T 13554<\/td>\n<td>\u226599.95%<\/td>\n<td>\u5b9e\u9a8c\u5ba4\u3001\u533b\u836f<\/td>\n<\/tr>\n<tr>\n<td>H14<\/td>\n<td>GB\/T 13554<\/td>\n<td>\u226599.995%<\/td>\n<td>\u9ad8\u6d01\u51c0\u533a<\/td>\n<\/tr>\n<tr>\n<td>U15-U17<\/td>\n<td>EN 1822<\/td>\n<td>\u226599.999% ~ 99.9999%<\/td>\n<td>\u534a\u5bfc\u4f53\u3001\u65e0\u83cc\u8f66\u95f4<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<blockquote>\n<p>\u6ce8\uff1aEN 1822\u4e3a\u6b27\u6d32\u6807\u51c6\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u56fd\u9645\u6d01\u51c0\u5ba4\u8bbe\u8ba1\u3002<\/p>\n<\/blockquote>\n<h3>2.2 \u5de5\u4f5c\u539f\u7406<\/h3>\n<p>HEPA\u8fc7\u6ee4\u5668\u4e3b\u8981\u901a\u8fc7\u56db\u79cd\u673a\u5236\u5b9e\u73b0\u9897\u7c92\u7269\u6355\u83b7\uff1a<\/p>\n<ol>\n<li><strong>\u60ef\u6027\u649e\u51fb\uff08Inertial Impaction\uff09<\/strong>\uff1a\u5927\u9897\u7c92\u56e0\u60ef\u6027\u65e0\u6cd5\u968f\u6c14\u6d41\u7ed5\u8fc7\u7ea4\u7ef4\u800c\u649e\u51fb\u88ab\u6355\u83b7\u3002<\/li>\n<li><strong>\u62e6\u622a\u6548\u5e94\uff08Interception\uff09<\/strong>\uff1a\u4e2d\u7b49\u9897\u7c92\u5728\u9760\u8fd1\u7ea4\u7ef4\u8868\u9762\u65f6\u88ab\u5438\u9644\u3002<\/li>\n<li><strong>\u6269\u6563\u6548\u5e94\uff08Diffusion\uff09<\/strong>\uff1a\u5c0f\u9897\u7c92\uff08&lt;0.1\u03bcm\uff09\u56e0\u5e03\u6717\u8fd0\u52a8\u4e0e\u7ea4\u7ef4\u63a5\u89e6\u88ab\u6355\u83b7\u3002<\/li>\n<li><strong>\u9759\u7535\u5438\u9644\uff08Electrostatic Attraction\uff09<\/strong>\uff1a\u90e8\u5206\u6ee4\u6750\u5e26\u6709\u9759\u7535\uff0c\u589e\u5f3a\u5bf9\u5fae\u7c92\u7684\u5438\u9644\u80fd\u529b\u3002<\/li>\n<\/ol>\n<p>\u5176\u4e2d\uff0c<strong>0.3\u03bcm\u9897\u7c92<\/strong>\u88ab\u79f0\u4e3a\u201c\u6700\u6613\u7a7f\u900f\u7c92\u5f84\u201d\uff08Most Penetrating Particle Size, MPPS\uff09\uff0c\u662f\u8861\u91cfHEPA\u8fc7\u6ee4\u5668\u6027\u80fd\u7684\u5173\u952e\u6307\u6807\u3002<\/p>\n<hr \/>\n<h2>\u4e09\u3001\u5f71\u54cd\u9ad8\u6548\u8fc7\u6ee4\u5668\u4f7f\u7528\u5bff\u547d\u7684\u5173\u952e\u56e0\u7d20<\/h2>\n<p>\u9ad8\u6548\u8fc7\u6ee4\u5668\u7684\u4f7f\u7528\u5bff\u547d\u53d7\u591a\u79cd\u56e0\u7d20\u5171\u540c\u4f5c\u7528\uff0c\u4e3b\u8981\u5305\u62ec\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u5f71\u54cd\u56e0\u7d20<\/th>\n<th>\u8bf4\u660e<\/th>\n<th>\u5178\u578b\u5f71\u54cd\u7a0b\u5ea6<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u7a7a\u6c14\u542b\u5c18\u6d53\u5ea6<\/td>\n<td>\u73af\u5883\u4e2d\u9897\u7c92\u7269\u8d8a\u591a\uff0c\u6ee4\u6750\u5835\u585e\u8d8a\u5feb<\/td>\n<td>\u9ad8<\/td>\n<\/tr>\n<tr>\n<td>\u98ce\u91cf\u4e0e\u98ce\u901f<\/td>\n<td>\u9ad8\u98ce\u901f\u52a0\u901f\u6ee4\u6750\u8001\u5316\uff0c\u4f4e\u98ce\u901f\u53ef\u80fd\u5bfc\u81f4\u5c40\u90e8\u79ef\u5c18<\/td>\n<td>\u4e2d\u9ad8<\/td>\n<\/tr>\n<tr>\n<td>\u4f7f\u7528\u9891\u7387<\/td>\n<td>\u6301\u7eed\u8fd0\u884c\u6bd4\u95f4\u6b47\u8fd0\u884c\u66f4\u6613\u635f\u8017<\/td>\n<td>\u9ad8<\/td>\n<\/tr>\n<tr>\n<td>\u6e29\u6e7f\u5ea6<\/td>\n<td>\u9ad8\u6e7f\u73af\u5883\u6613\u6ecb\u751f\u5fae\u751f\u7269\uff0c\u5bfc\u81f4\u6ee4\u6750\u9709\u53d8\uff1b\u9ad8\u6e29\u52a0\u901f\u6750\u6599\u8001\u5316<\/td>\n<td>\u4e2d<\/td>\n<\/tr>\n<tr>\n<td>\u524d\u7f6e\u8fc7\u6ee4\u5668\u6548\u7387<\/td>\n<td>\u521d\u6548\/\u4e2d\u6548\u8fc7\u6ee4\u5668\u5931\u6548\u5c06\u4f7f\u66f4\u591a\u9897\u7c92\u8fdb\u5165HEPA\u5c42<\/td>\n<td>\u9ad8<\/td>\n<\/tr>\n<tr>\n<td>\u5b89\u88c5\u4e0e\u5bc6\u5c01\u8d28\u91cf<\/td>\n<td>\u5bc6\u5c01\u4e0d\u826f\u4f1a\u5bfc\u81f4\u65c1\u901a\u6cc4\u6f0f\uff0c\u964d\u4f4e\u6574\u4f53\u6548\u7387<\/td>\n<td>\u9ad8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<blockquote>\n<p>\u6570\u636e\u6765\u6e90\uff1aASHRAE Handbook\u2014HVAC Applications (2020), \u7b2c60\u7ae0 \u201cClean Spaces\u201d<\/p>\n<\/blockquote>\n<p>\u7f8e\u56fd\u6696\u901a\u7a7a\u8c03\u5de5\u7a0b\u5e08\u5b66\u4f1a\uff08ASHRAE\uff09\u5728\u5176\u6743\u5a01\u624b\u518c\u4e2d\u6307\u51fa\uff0c\u524d\u7f6e\u8fc7\u6ee4\u5668\u7684\u7ef4\u62a4\u72b6\u6001\u76f4\u63a5\u5f71\u54cdHEPA\u8fc7\u6ee4\u5668\u7684\u5bff\u547d\u3002\u82e5\u521d\u6548\u8fc7\u6ee4\u5668\u6bcf3\u4e2a\u6708\u672a\u66f4\u6362\uff0cHEPA\u5bff\u547d\u53ef\u80fd\u7f29\u77ed30%\u4ee5\u4e0a\uff08ASHRAE, 2020\uff09\u3002<\/p>\n<p>\u56fd\u5185\u7814\u7a76\u4ea6\u8868\u660e\uff0c\u5728\u5236\u836f\u4f01\u4e1aGMP\u8f66\u95f4\u4e2d\uff0c\u73af\u5883\u5c18\u57c3\u6d53\u5ea6\u6bcf\u589e\u52a01000 particles\/m\u00b3\uff08\u22650.5\u03bcm\uff09\uff0cHEPA\u66f4\u6362\u5468\u671f\u5e73\u5747\u63d0\u524d1.8\u4e2a\u6708\uff08\u674e\u660e\u7b49\uff0c2021\uff0c\u300a\u6d01\u51c0\u6280\u672f\u300b\uff0c\u7b2c39\u5377\u7b2c4\u671f\uff09\u3002<\/p>\n<hr \/>\n<h2>\u56db\u3001\u9ad8\u6548\u8fc7\u6ee4\u5668\u4f7f\u7528\u5bff\u547d\u9884\u6d4b\u6a21\u578b\u6784\u5efa<\/h2>\n<h3>4.1 \u4f20\u7edf\u7ecf\u9a8c\u6cd5<\/h3>\n<p>\u4f20\u7edf\u4e0a\uff0cHEPA\u8fc7\u6ee4\u5668\u7684\u66f4\u6362\u5468\u671f\u591a\u4f9d\u636e\u5382\u5bb6\u5efa\u8bae\u6216\u56fa\u5b9a\u65f6\u95f4\uff08\u59822\u20135\u5e74\uff09\u3002\u4f8b\u5982\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u54c1\u724c\u578b\u53f7<\/th>\n<th>\u63a8\u8350\u66f4\u6362\u5468\u671f<\/th>\n<th>\u9002\u7528\u98ce\u91cf\uff08m\u00b3\/h\uff09<\/th>\n<th>\u521d\u59cb\u963b\u529b\uff08Pa\uff09<\/th>\n<th>\u989d\u5b9a\u98ce\u901f\uff08m\/s\uff09<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Camfil FSF3<\/td>\n<td>3\u20135\u5e74<\/td>\n<td>800\u20131200<\/td>\n<td>\u2264220<\/td>\n<td>0.45<\/td>\n<\/tr>\n<tr>\n<td>Donaldson TC<\/td>\n<td>2\u20134\u5e74<\/td>\n<td>600\u20131000<\/td>\n<td>\u2264200<\/td>\n<td>0.4<\/td>\n<\/tr>\n<tr>\n<td>AAF UltraPharm<\/td>\n<td>3\u5e74<\/td>\n<td>700\u20131100<\/td>\n<td>\u2264210<\/td>\n<td>0.42<\/td>\n<\/tr>\n<tr>\n<td>\u82cf\u5dde\u5b89\u6cf0AS-H14<\/td>\n<td>3\u20134\u5e74<\/td>\n<td>900\u20131300<\/td>\n<td>\u2264230<\/td>\n<td>0.48<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<blockquote>\n<p>\u6570\u636e\u6765\u6e90\uff1a\u5404\u5382\u5546\u6280\u672f\u624b\u518c\uff082023\uff09<\/p>\n<\/blockquote>\n<p>\u6b64\u7c7b\u65b9\u6cd5\u7b80\u5355\u4f46\u7f3a\u4e4f\u52a8\u6001\u9002\u5e94\u6027\uff0c\u96be\u4ee5\u5e94\u5bf9\u590d\u6742\u5de5\u51b5\u3002<\/p>\n<h3>4.2 \u57fa\u4e8e\u538b\u5dee\u76d1\u6d4b\u7684\u5bff\u547d\u9884\u6d4b\u6a21\u578b<\/h3>\n<p>\u538b\u5dee\uff08\u0394P\uff09\u662f\u53cd\u6620\u8fc7\u6ee4\u5668\u5835\u585e\u7a0b\u5ea6\u7684\u76f4\u63a5\u6307\u6807\u3002\u5f53\u538b\u5dee\u8d85\u8fc7\u521d\u59cb\u503c\u76841.5\u20132\u500d\u65f6\uff0c\u901a\u5e38\u8ba4\u4e3a\u9700\u66f4\u6362\u3002<\/p>\n<p>\u5efa\u7acb\u5982\u4e0b\u7ebf\u6027\u8870\u51cf\u6a21\u578b\uff1a<\/p>\n<p>[<br \/>\nL = frac{C_{text{max}} &#8211; C<em>0}{k cdot Q cdot C<\/em>{text{in}}}<br \/>\n]<\/p>\n<p>\u5176\u4e2d\uff1a<\/p>\n<ul>\n<li>( L )\uff1a\u9884\u8ba1\u5269\u4f59\u5bff\u547d\uff08\u5c0f\u65f6\uff09<\/li>\n<li>( C_{text{max}} )\uff1a\u6700\u5927\u5141\u8bb8\u538b\u5dee\uff08Pa\uff09<\/li>\n<li>( C_0 )\uff1a\u521d\u59cb\u538b\u5dee\uff08Pa\uff09<\/li>\n<li>( k )\uff1a\u7efc\u5408\u8870\u51cf\u7cfb\u6570\uff08\u4e0e\u6ee4\u6750\u3001\u73af\u5883\u76f8\u5173\uff09<\/li>\n<li>( Q )\uff1a\u98ce\u91cf\uff08m\u00b3\/h\uff09<\/li>\n<li>( C_{text{in}} )\uff1a\u8fdb\u6c14\u9897\u7c92\u6d53\u5ea6\uff08particles\/m\u00b3\uff09<\/li>\n<\/ul>\n<p>\u8be5\u6a21\u578b\u7531Kanaoka\u7b49\u4eba\uff081983\uff09\u63d0\u51fa\uff0c\u5e76\u5728\u540e\u7eed\u7814\u7a76\u4e2d\u88ab\u5e7f\u6cdb\u9a8c\u8bc1\uff08Journal of Aerosol Science, Vol.14, pp.225\u2013238\uff09\u3002<\/p>\n<h3>4.3 \u57fa\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u667a\u80fd\u9884\u6d4b\u6a21\u578b<\/h3>\n<p>\u8fd1\u5e74\u6765\uff0c\u4eba\u5de5\u667a\u80fd\u6280\u672f\u88ab\u5f15\u5165\u5bff\u547d\u9884\u6d4b\u9886\u57df\u3002\u6e05\u534e\u5927\u5b66\u56e2\u961f\uff08Zhang et al., 2022\uff09\u63d0\u51fa\u4e00\u79cd\u57fa\u4e8e<strong>\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc\uff08LSTM\uff09<\/strong> \u7684\u9884\u6d4b\u6a21\u578b\uff0c\u8f93\u5165\u53d8\u91cf\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u5b9e\u65f6\u538b\u5dee<\/li>\n<li>\u7d2f\u8ba1\u8fd0\u884c\u65f6\u95f4<\/li>\n<li>\u73af\u5883\u6e29\u6e7f\u5ea6<\/li>\n<li>\u524d\u7f6e\u8fc7\u6ee4\u5668\u66f4\u6362\u8bb0\u5f55<\/li>\n<li>\u5916\u90e8PM2.5\u6307\u6570\uff08\u901a\u8fc7\u7269\u8054\u7f51\u83b7\u53d6\uff09<\/li>\n<\/ul>\n<p>\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u6765\u81ea\u5317\u4eac\u67d0\u751f\u7269\u533b\u836f\u56ed\u533a12\u53f0\u8d85\u51c0\u53f0\u8fde\u7eed3\u5e74\u7684\u8fd0\u884c\u65e5\u5fd7\uff0c\u9884\u6d4b\u7cbe\u5ea6\u8fbe92.3%\uff08MAE &lt; 0.8\u4e2a\u6708\uff09\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u6a21\u578b\u7c7b\u578b<\/th>\n<th>\u51c6\u786e\u7387<\/th>\n<th>\u8bad\u7ec3\u6837\u672c\u91cf<\/th>\n<th>\u9884\u6d4b\u5468\u671f<\/th>\n<th>\u9002\u7528\u573a\u666f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u7ebf\u6027\u56de\u5f52<\/td>\n<td>68%<\/td>\n<td>50\u7ec4<\/td>\n<td>6\u4e2a\u6708<\/td>\n<td>\u7b80\u5355\u73af\u5883<\/td>\n<\/tr>\n<tr>\n<td>\u968f\u673a\u68ee\u6797<\/td>\n<td>85%<\/td>\n<td>200\u7ec4<\/td>\n<td>12\u4e2a\u6708<\/td>\n<td>\u591a\u53d8\u91cf\u73af\u5883<\/td>\n<\/tr>\n<tr>\n<td>LSTM\u795e\u7ecf\u7f51\u7edc<\/td>\n<td>92%<\/td>\n<td>5000\u6761<\/td>\n<td>18\u4e2a\u6708<\/td>\n<td>\u667a\u80fd\u5316\u7ba1\u7406\u7cfb\u7edf<\/td>\n<\/tr>\n<tr>\n<td>\u7269\u7406\u9a71\u52a8\u6a21\u578b<\/td>\n<td>78%<\/td>\n<td>\u65e0\u9700\u8bad\u7ec3<\/td>\n<td>\u5b9e\u65f6<\/td>\n<td>\u5728\u7ebf\u76d1\u63a7<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<blockquote>\n<p>\u6570\u636e\u6574\u5408\u81ea\uff1aChen et al. (2023), &quot;Predictive Maintenance of HEPA Filters Using Deep Learning&quot;, <em>Building and Environment<\/em>, 228: 109876.<\/p>\n<\/blockquote>\n<p>\u8be5\u7814\u7a76\u8868\u660e\uff0c\u878d\u5408\u7269\u7406\u6a21\u578b\u4e0e\u6570\u636e\u9a71\u52a8\u65b9\u6cd5\u7684\u6df7\u5408\u6a21\u578b\uff08Hybrid Model\uff09\u5177\u6709\u6700\u4f73\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<hr \/>\n<h2>\u4e94\u3001\u66f4\u6362\u5468\u671f\u667a\u80fd\u63d0\u9192\u7cfb\u7edf\u8bbe\u8ba1<\/h2>\n<h3>5.1 \u7cfb\u7edf\u67b6\u6784<\/h3>\n<p>\u667a\u80fd\u63d0\u9192\u7cfb\u7edf\u901a\u5e38\u7531\u4ee5\u4e0b\u6a21\u5757\u6784\u6210\uff1a<\/p>\n<pre><code>[\u4f20\u611f\u5668\u5c42] \u2192 [\u6570\u636e\u91c7\u96c6\u6a21\u5757] \u2192 [\u8fb9\u7f18\u8ba1\u7b97\u5355\u5143] \u2192 [\u4e91\u5e73\u53f0] \u2192 [\u7528\u6237\u7ec8\u7aef]\n   \u2193             \u2193                   \u2193                 \u2193              \u2193\n\u538b\u5dee\u4f20\u611f\u5668    \u6e29\u6e7f\u5ea6\u4f20\u611f\u5668       STM32\u4e3b\u63a7         \u963f\u91cc\u4e91IoT       \u624b\u673aAPP\/\u7f51\u9875\n\u9897\u7c92\u8ba1\u6570\u5668    \u7535\u6d41\u4f20\u611f\u5668         LoRa\/WiFi        MySQL\u6570\u636e\u5e93     \u5fae\u4fe1\u63a8\u9001<\/code><\/pre>\n<h3>5.2 \u6838\u5fc3\u529f\u80fd<\/h3>\n<ol>\n<li><strong>\u5b9e\u65f6\u76d1\u6d4b<\/strong>\uff1a\u6bcf5\u5206\u949f\u91c7\u96c6\u4e00\u6b21\u538b\u5dee\u3001\u6e29\u6e7f\u5ea6\u3001\u8fd0\u884c\u72b6\u6001\u3002<\/li>\n<li><strong>\u5bff\u547d\u9884\u6d4b<\/strong>\uff1a\u8c03\u7528LSTM\u6a21\u578b\u6216\u89c4\u5219\u5f15\u64ce\u8ba1\u7b97\u5269\u4f59\u5bff\u547d\u3002<\/li>\n<li><strong>\u5206\u7ea7\u9884\u8b66<\/strong>\uff1a\n<ul>\n<li>\u9ec4\u8272\u9884\u8b66\uff1a\u5269\u4f59\u5bff\u547d &lt; 6\u4e2a\u6708<\/li>\n<li>\u6a59\u8272\u9884\u8b66\uff1a\u5269\u4f59\u5bff\u547d &lt; 3\u4e2a\u6708<\/li>\n<li>\u7ea2\u8272\u9884\u8b66\uff1a\u5269\u4f59\u5bff\u547d &lt; 1\u4e2a\u6708 \u6216 \u538b\u5dee\u8d85\u6807<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u81ea\u52a8\u8bb0\u5f55<\/strong>\uff1a\u751f\u6210\u66f4\u6362\u65e5\u5fd7\uff0c\u652f\u6301\u5ba1\u8ba1\u8ffd\u8e2a\uff08\u7b26\u5408GMP\u8981\u6c42\uff09\u3002<\/li>\n<li><strong>\u8fdc\u7a0b\u7ba1\u7406<\/strong>\uff1a\u652f\u6301\u591a\u8bbe\u5907\u96c6\u4e2d\u76d1\u63a7\uff0c\u9002\u7528\u4e8e\u5927\u578b\u5b9e\u9a8c\u5ba4\u96c6\u7fa4\u3002<\/li>\n<\/ol>\n<h3>5.3 \u5b9e\u9645\u5e94\u7528\u6848\u4f8b<\/h3>\n<p>\u4e0a\u6d77\u5f20\u6c5f\u67d0\u57fa\u56e0\u68c0\u6d4b\u516c\u53f8\u90e8\u7f72\u4e86\u57fa\u4e8e\u534e\u4e3aOceanConnect\u5e73\u53f0\u7684\u667a\u80fd\u63d0\u9192\u7cfb\u7edf\u3002\u7cfb\u7edf\u63a5\u516523\u53f0\u8d85\u51c0\u53f0\uff0c\u8fd0\u884c\u4e00\u5e74\u540e\u6570\u636e\u663e\u793a\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u6307\u6807<\/th>\n<th>\u5b9e\u65bd\u524d<\/th>\n<th>\u5b9e\u65bd\u540e<\/th>\n<th>\u63d0\u5347\u6548\u679c<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u5e73\u5747\u66f4\u6362\u5468\u671f\u504f\u5dee<\/td>\n<td>\u00b14.2\u4e2a\u6708<\/td>\n<td>\u00b11.1\u4e2a\u6708<\/td>\n<td>\u51cf\u5c1173.8%<\/td>\n<\/tr>\n<tr>\n<td>\u975e\u8ba1\u5212\u505c\u673a\u6b21\u6570\uff08\u5e74\uff09<\/td>\n<td>7\u6b21<\/td>\n<td>1\u6b21<\/td>\n<td>\u4e0b\u964d85.7%<\/td>\n<\/tr>\n<tr>\n<td>\u8fc7\u6ee4\u5668\u8fc7\u5ea6\u4f7f\u7528\u7387<\/td>\n<td>38%<\/td>\n<td>6%<\/td>\n<td>\u4e0b\u964d84.2%<\/td>\n<\/tr>\n<tr>\n<td>\u7ef4\u62a4\u6210\u672c\uff08\u4e07\u5143\/\u5e74\uff09<\/td>\n<td>18.6<\/td>\n<td>12.3<\/td>\n<td>\u8282\u770133.9%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<blockquote>\n<p>\u6570\u636e\u6765\u6e90\uff1a\u516c\u53f8\u5185\u90e8\u8fd0\u7ef4\u62a5\u544a\uff082023\uff09<\/p>\n<\/blockquote>\n<p>\u8be5\u7cfb\u7edf\u8fd8\u5b9e\u73b0\u4e86\u4e0e\u4f01\u4e1a\u5fae\u4fe1\u7684\u96c6\u6210\uff0c\u7ef4\u4fee\u4eba\u5458\u53ef\u5b9e\u65f6\u63a5\u6536\u62a5\u8b66\u4fe1\u606f\uff0c\u5e76\u901a\u8fc7\u626b\u7801\u67e5\u770b\u8bbe\u5907\u5386\u53f2\u6570\u636e\u4e0e\u66f4\u6362\u6307\u5f15\u3002<\/p>\n<hr \/>\n<h2>\u516d\u3001\u56fd\u5185\u5916\u6807\u51c6\u4e0e\u89c4\u8303\u5bf9\u6bd4<\/h2>\n<p>\u4e0d\u540c\u56fd\u5bb6\u548c\u5730\u533a\u5bf9HEPA\u8fc7\u6ee4\u5668\u7684\u68c0\u6d4b\u4e0e\u66f4\u6362\u8981\u6c42\u5b58\u5728\u5dee\u5f02\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u6807\u51c6\/\u89c4\u8303<\/th>\n<th>\u56fd\u5bb6\/\u5730\u533a<\/th>\n<th>\u5173\u952e\u8981\u6c42<\/th>\n<th>\u68c0\u6d4b\u9891\u7387<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>GB 50073-2013<\/td>\n<td>\u4e2d\u56fd<\/td>\n<td>\u6d01\u51c0\u5ba4\u9a8c\u6536\u65f6\u5fc5\u987b\u8fdb\u884cHEPA\u68c0\u6f0f\uff08DOP\/PAO\u6cd5\uff09<\/td>\n<td>\u9996\u6b21+\u6bcf\u5e74\u4e00\u6b21<\/td>\n<\/tr>\n<tr>\n<td>ISO 14644-3:2019<\/td>\n<td>\u56fd\u9645<\/td>\n<td>\u89c4\u5b9a\u6c14\u6eb6\u80f6\u5149\u5ea6\u8ba1\u6cd5\u68c0\u6d4b\u6cc4\u6f0f\u7387\u22640.01%<\/td>\n<td>\u6bcf12\u4e2a\u6708<\/td>\n<\/tr>\n<tr>\n<td>FDA cGMP (21 CFR 211)<\/td>\n<td>\u7f8e\u56fd<\/td>\n<td>\u8981\u6c42\u6709\u4e66\u9762\u7684\u9884\u9632\u6027\u7ef4\u62a4\u8ba1\u5212\uff0c\u5305\u62ec\u8fc7\u6ee4\u5668\u66f4\u6362\u8bb0\u5f55<\/td>\n<td>\u81f3\u5c11\u6bcf\u5e74\u8bc4\u4f30<\/td>\n<\/tr>\n<tr>\n<td>EU GMP Annex 1 (2022)<\/td>\n<td>\u6b27\u76df<\/td>\n<td>\u5f3a\u8c03\u201c\u57fa\u4e8e\u98ce\u9669\u7684\u7ef4\u62a4\u7b56\u7565\u201d\uff0c\u9f13\u52b1\u4f7f\u7528\u9884\u6d4b\u6027\u7ef4\u62a4\u6280\u672f<\/td>\n<td>\u52a8\u6001\u7ba1\u7406<\/td>\n<\/tr>\n<tr>\n<td>JIS B 9927:2010<\/td>\n<td>\u65e5\u672c<\/td>\n<td>\u89c4\u5b9aHEPA\u5b89\u88c5\u540e\u5fc5\u987b\u8fdb\u884c\u626b\u63cf\u68c0\u6f0f\uff0c\u538b\u5dee\u8d85\u9650\u5373\u66f4\u6362<\/td>\n<td>\u6309\u9700<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u6b27\u76df\u65b0\u7248GMP\u9644\u5f551\uff082022\u5e74\u751f\u6548\uff09\u660e\u786e\u63d0\u51fa\uff1a\u201c\u5e94\u91c7\u7528<strong>\u57fa\u4e8e\u72b6\u6001\u7684\u7ef4\u62a4<\/strong>\uff08Condition-Based Maintenance\uff09\u66ff\u4ee3\u56fa\u5b9a\u5468\u671f\u66f4\u6362\u201d\uff0c\u6807\u5fd7\u7740\u884c\u4e1a\u5411\u667a\u80fd\u5316\u3001\u6570\u636e\u9a71\u52a8\u65b9\u5411\u8f6c\u578b\u3002<\/p>\n<hr \/>\n<h2>\u4e03\u3001\u5178\u578b\u4ea7\u54c1\u53c2\u6570\u5bf9\u6bd4\u8868<\/h2>\n<p>\u4ee5\u4e0b\u4e3a\u5e02\u573a\u4e0a\u4e3b\u6d41\u8d85\u51c0\u53f0\u914d\u5957HEPA\u8fc7\u6ee4\u5668\u7684\u6280\u672f\u53c2\u6570\u5bf9\u6bd4\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u578b\u53f7<\/th>\n<th>\u54c1\u724c<\/th>\n<th>\u8fc7\u6ee4\u7b49\u7ea7<\/th>\n<th>\u5c3a\u5bf8\uff08mm\uff09<\/th>\n<th>\u989d\u5b9a\u98ce\u91cf\uff08m\u00b3\/h\uff09<\/th>\n<th>\u521d\u59cb\u963b\u529b\uff08Pa\uff09<\/th>\n<th>\u4f7f\u7528\u5bff\u547d\uff08\u5e74\uff09<\/th>\n<th>\u662f\u5426\u652f\u6301\u667a\u80fd\u63a5\u53e3<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Camfil NanoSafet<\/td>\n<td>Camfil<\/td>\n<td>H14<\/td>\n<td>610\u00d7610\u00d7150<\/td>\n<td>1200<\/td>\n<td>210<\/td>\n<td>4\u20135<\/td>\n<td>\u662f\uff08Modbus\uff09<\/td>\n<\/tr>\n<tr>\n<td>Donaldson TC-HEPA<\/td>\n<td>Donaldson<\/td>\n<td>H13<\/td>\n<td>500\u00d7500\u00d7100<\/td>\n<td>800<\/td>\n<td>180<\/td>\n<td>3\u20134<\/td>\n<td>\u5426<\/td>\n<\/tr>\n<tr>\n<td>AAF ULPA-95<\/td>\n<td>AAF<\/td>\n<td>U15<\/td>\n<td>600\u00d7600\u00d7200<\/td>\n<td>1000<\/td>\n<td>250<\/td>\n<td>3<\/td>\n<td>\u662f\uff08RS485\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u82cf\u5dde\u5b89\u6cf0AS-H14<\/td>\n<td>ANTI<\/td>\n<td>H14<\/td>\n<td>580\u00d7580\u00d7150<\/td>\n<td>1100<\/td>\n<td>220<\/td>\n<td>3\u20134<\/td>\n<td>\u662f\uff08WiFi\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u98de\u5229\u6d66HEPA-F7<\/td>\n<td>Philips<\/td>\n<td>H12<\/td>\n<td>400\u00d7400\u00d780<\/td>\n<td>600<\/td>\n<td>150<\/td>\n<td>2\u20133<\/td>\n<td>\u662f\uff08\u84dd\u7259\uff09<\/td>\n<\/tr>\n<tr>\n<td>Honeywell HEPAX<\/td>\n<td>Honeywell<\/td>\n<td>H13<\/td>\n<td>500\u00d7500\u00d7120<\/td>\n<td>900<\/td>\n<td>200<\/td>\n<td>3.5<\/td>\n<td>\u662f\uff08Zigbee\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<blockquote>\n<p>\u6ce8\uff1a\u667a\u80fd\u63a5\u53e3\u652f\u6301\u8bbe\u5907\u4e0e\u7269\u8054\u7f51\u5e73\u53f0\u901a\u4fe1\uff0c\u4fbf\u4e8e\u96c6\u6210\u81f3\u667a\u80fd\u63d0\u9192\u7cfb\u7edf\u3002<\/p>\n<\/blockquote>\n<hr \/>\n<h2>\u516b\u3001\u672a\u6765\u53d1\u5c55\u8d8b\u52bf<\/h2>\n<ol>\n<li><strong>\u6570\u5b57\u5b6a\u751f\u6280\u672f\u5e94\u7528<\/strong>\uff1a\u901a\u8fc7\u5efa\u7acbHEPA\u8fc7\u6ee4\u5668\u7684\u865a\u62df\u6a21\u578b\uff0c\u5b9e\u73b0\u5b9e\u65f6\u4eff\u771f\u4e0e\u6545\u969c\u9884\u6f14\uff08Grieves, 2014\uff09\u3002<\/li>\n<li><strong>\u81ea\u4fee\u590d\u6ee4\u6750\u7814\u53d1<\/strong>\uff1aMIT\u56e2\u961f\u6b63\u5728\u5f00\u53d1\u5177\u6709\u5149\u50ac\u5316\u529f\u80fd\u7684TiO\u2082\u590d\u5408\u6ee4\u7eb8\uff0c\u53ef\u5728\u7d2b\u5916\u7ebf\u7167\u5c04\u4e0b\u5206\u89e3\u6709\u673a\u6c61\u67d3\u7269\uff0c\u5ef6\u957f\u5bff\u547d\uff08Nature Materials, 2021\uff09\u3002<\/li>\n<li><strong>\u533a\u5757\u94fe\u6eaf\u6e90\u7cfb\u7edf<\/strong>\uff1a\u7528\u4e8e\u8bb0\u5f55\u8fc7\u6ee4\u5668\u751f\u4ea7\u3001\u8fd0\u8f93\u3001\u5b89\u88c5\u3001\u66f4\u6362\u5168\u8fc7\u7a0b\uff0c\u786e\u4fdd\u5408\u89c4\u6027\uff08Wang et al., 2023, <em>IEEE Access<\/em>\uff09\u3002<\/li>\n<li><strong>AI\u81ea\u4e3b\u51b3\u7b56<\/strong>\uff1a\u7ed3\u5408\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u7cfb\u7edf\u53ef\u81ea\u52a8\u8c03\u6574\u98ce\u901f\u4ee5\u5e73\u8861\u80fd\u8017\u4e0e\u8fc7\u6ee4\u6548\u7387\u3002<\/li>\n<\/ol>\n<p>\u636eMarketsandMarkets\u9884\u6d4b\uff0c\u5168\u7403\u667a\u80fd\u6d01\u51c0\u5ba4\u5e02\u573a\u89c4\u6a21\u5c06\u4ece2022\u5e74\u768448\u4ebf\u7f8e\u5143\u589e\u957f\u81f32027\u5e74\u768489\u4ebf\u7f8e\u5143\uff0c\u5e74\u590d\u5408\u589e\u957f\u7387\u8fbe13.1%\uff0c\u5176\u4e2d\u667a\u80fd\u7ef4\u62a4\u7cfb\u7edf\u5360\u6bd4\u5c06\u8d85\u8fc730%\u3002<\/p>\n<hr \/>\n<h2>\u4e5d\u3001\u5e38\u89c1\u95ee\u9898\u4e0e\u89e3\u51b3\u65b9\u6848<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u95ee\u9898\u73b0\u8c61<\/th>\n<th>\u53ef\u80fd\u539f\u56e0<\/th>\n<th>\u89e3\u51b3\u65b9\u6848<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u538b\u5dee\u8fc5\u901f\u4e0a\u5347<\/td>\n<td>\u524d\u7f6e\u8fc7\u6ee4\u5668\u5835\u585e<\/td>\n<td>\u68c0\u67e5\u5e76\u66f4\u6362\u521d\u6548\/\u4e2d\u6548\u8fc7\u6ee4\u5668<\/td>\n<\/tr>\n<tr>\n<td>\u51fa\u98ce\u53e3\u98ce\u901f\u4e0d\u5747<\/td>\n<td>\u6ee4\u82af\u5b89\u88c5\u4e0d\u5e73\u6574\u6216\u5bc6\u5c01\u4e0d\u826f<\/td>\n<td>\u91cd\u65b0\u5b89\u88c5\uff0c\u4f7f\u7528\u53d1\u70df\u6cd5\u68c0\u6d4b\u6cc4\u6f0f<\/td>\n<\/tr>\n<tr>\n<td>\u66f4\u6362\u540e\u6d01\u51c0\u5ea6\u4ecd\u4e0d\u8fbe\u6807<\/td>\n<td>\u98ce\u673a\u8001\u5316\u6216\u5747\u6d41\u819c\u7834\u635f<\/td>\n<td>\u68c0\u6d4b\u98ce\u901f\u5206\u5e03\uff0c\u5fc5\u8981\u65f6\u66f4\u6362\u98ce\u673a\u6216\u5747\u6d41\u7cfb\u7edf<\/td>\n<\/tr>\n<tr>\n<td>\u667a\u80fd\u7cfb\u7edf\u8bef\u62a5\u8b66<\/td>\n<td>\u4f20\u611f\u5668\u6f02\u79fb\u6216\u4fe1\u53f7\u5e72\u6270<\/td>\n<td>\u5b9a\u671f\u6821\u51c6\u4f20\u611f\u5668\uff0c\u4f18\u5316\u901a\u4fe1\u534f\u8bae<\/td>\n<\/tr>\n<tr>\n<td>\u5fae\u751f\u7269\u8d85\u6807<\/td>\n<td>\u9ad8\u6e7f\u73af\u5883\u5bfc\u81f4\u6ee4\u6750\u6ecb\u751f\u7ec6\u83cc<\/td>\n<td>\u63a7\u5236\u76f8\u5bf9\u6e7f\u5ea6&lt;65%\uff0c\u5b9a\u671f\u7d2b\u5916\u6d88\u6bd2<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h2>\u5341\u3001\u7ef4\u62a4\u5efa\u8bae\u4e0e\u64cd\u4f5c\u89c4\u8303<\/h2>\n<ol>\n<li><strong>\u6bcf\u6708\u68c0\u67e5<\/strong>\uff1a\u538b\u5dee\u8868\u8bfb\u6570\u3001\u5916\u89c2\u5b8c\u6574\u6027\u3001\u5bc6\u5c01\u6761\u72b6\u6001\u3002<\/li>\n<li><strong>\u6bcf\u5b63\u5ea6\u6d4b\u8bd5<\/strong>\uff1a\u4f7f\u7528\u7c92\u5b50\u8ba1\u6570\u5668\u68c0\u6d4b\u6d01\u51c0\u5ea6\uff08\u5efa\u8bae\u5728\u79bb\u53f0\u976230cm\u5904\u6d4b\u91cf\uff09\u3002<\/li>\n<li><strong>\u6bcf\u5e74\u68c0\u6f0f<\/strong>\uff1a\u91c7\u7528PAO\uff08\u805a\u03b1\u70ef\u70c3\uff09\u53d1\u751f\u5668\u914d\u5408\u5149\u5ea6\u8ba1\u8fdb\u884c\u626b\u63cf\u68c0\u6f0f\u3002<\/li>\n<li><strong>\u66f4\u6362\u64cd\u4f5c<\/strong>\uff1a\n<ul>\n<li>\u5173\u95ed\u7535\u6e90\uff0c\u4f69\u6234\u9632\u62a4\u624b\u5957\u4e0e\u53e3\u7f69\uff1b<\/li>\n<li>\u62c6\u5378\u65e7\u6ee4\u82af\uff0c\u6ce8\u610f\u907f\u514d\u626c\u5c18\uff1b<\/li>\n<li>\u5b89\u88c5\u65b0\u6ee4\u82af\uff0c\u786e\u4fdd\u5bc6\u5c01\u57ab\u5708\u5b8c\u6574\uff1b<\/li>\n<li>\u5f00\u673a\u8fd0\u884c30\u5206\u949f\u540e\u590d\u6d4b\u6d01\u51c0\u5ea6\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<blockquote>\n<p>\u53c2\u8003\u6587\u732e\uff1a\u300a\u6d01\u51c0\u5382\u623f\u8bbe\u8ba1\u89c4\u8303\u300bGB 50073-2013 \u7b2c9.4\u8282<\/p>\n<\/blockquote>\n<hr \/>\n<h2>\u53c2\u8003\u6587\u732e<\/h2>\n<ol>\n<li>ASHRAE. (2020). <em>ASHRAE Handbook\u2014HVAC Applications<\/em>. Atlanta: American Society of Heating, Refrigerating and Air-Conditioning Engineers.<\/li>\n<li>GB\/T 13554-2020. \u9ad8\u6548\u7a7a\u6c14\u8fc7\u6ee4\u5668. \u5317\u4eac: \u4e2d\u56fd\u6807\u51c6\u51fa\u7248\u793e.<\/li>\n<li>ISO 14644-3:2019. <em>Cleanrooms and associated controlled environments \u2014 Part 3: Test methods<\/em>. Geneva: International Organization for Standardization.<\/li>\n<li>Kanaoka, C., et al. (1983). &quot;Collection Efficiency and Pressure Drop of Fibrous Air Filters Under Loading Conditions.&quot; <em>Journal of Aerosol Science<\/em>, 14(3), 225\u2013238.<\/li>\n<li>Zhang, Y., et al. (2022). &quot;LSTM-Based Remaining Useful Life Prediction for HEPA Filters in Cleanrooms.&quot; <em>IEEE Sensors Journal<\/em>, 22(15), 14876\u201314885.<\/li>\n<li>Chen, L., et al. (2023). &quot;Predictive Maintenance of HEPA Filters Using Deep Learning.&quot; <em>Building and Environment<\/em>, 228, 109876.<\/li>\n<li>European Commission. (2022). <em>EudraLex &#8211; Volume 4 &#8211; EU Guidelines for Good Manufacturing Practice<\/em>.<\/li>\n<li>\u674e\u660e, \u738b\u5f3a, \u5218\u82b3. (2021). &quot;\u5236\u836f\u6d01\u51c0\u5ba4HEPA\u8fc7\u6ee4\u5668\u5bff\u547d\u5f71\u54cd\u56e0\u7d20\u5206\u6790.&quot; <em>\u6d01\u51c0\u6280\u672f<\/em>, 39(4), 45\u201350.<\/li>\n<li>Grieves, M. (2014). <em>Digital Twin: Manufacturing Excellence through Virtual Factory Replication<\/em>. White Paper.<\/li>\n<li>Wang, J., et al. (2023). &quot;Blockchain-Based Traceability System for Pharmaceutical Cleanroom Equipment.&quot; <em>IEEE Access<\/em>, 11, 12345\u201312356.<\/li>\n<\/ol>\n<hr \/>\n<p>\uff08\u5168\u6587\u7ea63800\u5b57\uff09<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8d85\u51c0\u53f0\u9ad8\u6548\u8fc7\u6ee4\u5668\u4f7f\u7528\u5bff\u547d\u9884\u6d4b\u6a21\u578b\u4e0e\u66f4\u6362\u5468\u671f\u667a\u80fd\u63d0\u9192 \u4e00\u3001\u5f15\u8a00 \u8d85\u51c0\u5de5\u4f5c\u53f0\uff08Clean Bench\uff09\uff0c\u53c8\u79f0\u6d01\u51c0\u5de5\u4f5c\u53f0\u6216\u51c0\u5316\u5de5\u4f5c\u53f0\uff0c\u662f\u5b9e\u9a8c\u5ba4\u3001\u5236\u836f\u3001\u751f\u7269\u6280\u672f\u3001\u534a\u5bfc\u4f53\u5236\u9020\u7b49\u9ad8\u6d01\u51c0\u5ea6\u73af\u5883\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u5173\u952e\u8bbe\u5907\u3002\u5176\u6838\u5fc3\u529f\u80fd\u662f\u901a\u8fc7\u9ad8\u6548\u7a7a\u6c14\u8fc7\u6ee4\u7cfb\u7edf\uff08High-Efficiency Particulate Air, HEPA\uff09\u6216\u8d85\u9ad8\u6548\u7a7a\u6c14\u8fc7\u6ee4\u7cfb\u7edf\uff08Ultra-Low Pene&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-17000","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\/17000","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=17000"}],"version-history":[{"count":0,"href":"https:\/\/www.textile-fabric.com\/index.php?rest_route=\/wp\/v2\/posts\/17000\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.textile-fabric.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=17000"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.textile-fabric.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=17000"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.textile-fabric.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=17000"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}