{"id":14283,"date":"2025-05-28T10:50:12","date_gmt":"2025-05-28T02:50:12","guid":{"rendered":"https:\/\/www.textile-fabric.com\/?p=14283"},"modified":"2025-05-28T10:50:12","modified_gmt":"2025-05-28T02:50:12","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%e6%9e%84%e5%bb%ba%e4%b8%8e%e5%ba%94%e7%94%a8","status":"publish","type":"post","link":"https:\/\/www.textile-fabric.com\/?p=14283","title":{"rendered":"\u9ad8\u6548\u8fc7\u6ee4\u5668\u66f4\u6362\u5468\u671f\u9884\u6d4b\u6a21\u578b\u6784\u5efa\u4e0e\u5e94\u7528"},"content":{"rendered":"

\u9ad8\u6548\u8fc7\u6ee4\u5668\u66f4\u6362\u5468\u671f\u9884\u6d4b\u6a21\u578b\u6784\u5efa\u4e0e\u5e94\u7528\u7814\u7a76<\/h1>\n

\u4e00\u3001\u5f15\u8a00<\/h2>\n

\u9ad8\u6548\u7a7a\u6c14\u8fc7\u6ee4\u5668\uff08High Efficiency Particulate Air Filter\uff0c\u7b80\u79f0HEPA\uff09\u5e7f\u6cdb\u5e94\u7528\u4e8e\u6d01\u51c0\u5ba4\u3001\u533b\u9662\u3001\u5b9e\u9a8c\u5ba4\u3001\u5236\u836f\u8f66\u95f4\u7b49\u5bf9\u7a7a\u6c14\u8d28\u91cf\u8981\u6c42\u6781\u9ad8\u7684\u573a\u6240\u3002\u5176\u4e3b\u8981\u529f\u80fd\u662f\u901a\u8fc7\u7269\u7406\u62e6\u622a\u548c\u5438\u9644\u4f5c\u7528\u53bb\u9664\u7a7a\u6c14\u4e2d\u76f4\u5f84\u5927\u4e8e0.3\u5fae\u7c73\u7684\u9897\u7c92\u7269\uff0c\u786e\u4fdd\u5ba4\u5185\u7a7a\u6c14\u7684\u6d01\u51c0\u5ea6\u8fbe\u5230\u6807\u51c6\u3002\u7136\u800c\uff0c\u968f\u7740\u4f7f\u7528\u65f6\u95f4\u7684\u5ef6\u957f\uff0c\u8fc7\u6ee4\u5668\u7684\u963b\u529b\u589e\u52a0\u3001\u538b\u5dee\u4e0a\u5347\uff0c\u5bfc\u81f4\u80fd\u8017\u589e\u52a0\u751a\u81f3\u7cfb\u7edf\u6545\u969c\uff0c\u56e0\u6b64\uff0c\u5408\u7406\u5236\u5b9a\u9ad8\u6548\u8fc7\u6ee4\u5668\u7684\u66f4\u6362\u5468\u671f\u5bf9\u4e8e\u4fdd\u969c\u8bbe\u5907\u8fd0\u884c\u6548\u7387\u548c\u964d\u4f4e\u7ef4\u62a4\u6210\u672c\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002<\/p>\n

\u4f20\u7edf\u7684\u9ad8\u6548\u8fc7\u6ee4\u5668\u66f4\u6362\u5468\u671f\u901a\u5e38\u4f9d\u8d56\u4e8e\u7ecf\u9a8c\u5224\u65ad\u6216\u56fa\u5b9a\u65f6\u95f4\u95f4\u9694\uff0c\u7f3a\u4e4f\u79d1\u5b66\u6027\u548c\u9488\u5bf9\u6027\u3002\u8fd1\u5e74\u6765\uff0c\u968f\u7740\u5927\u6570\u636e\u5206\u6790\u3001\u673a\u5668\u5b66\u4e60\u548c\u7269\u8054\u7f51\u6280\u672f\u7684\u53d1\u5c55\uff0c\u57fa\u4e8e\u8fd0\u884c\u6570\u636e\u548c\u73af\u5883\u53c2\u6570\u7684\u9884\u6d4b\u6027\u7ef4\u62a4\u6210\u4e3a\u7814\u7a76\u70ed\u70b9\u3002\u672c\u6587\u65e8\u5728\u6784\u5efa\u4e00\u79cd\u9ad8\u6548\u7684\u9ad8\u6548\u8fc7\u6ee4\u5668\u66f4\u6362\u5468\u671f\u9884\u6d4b\u6a21\u578b\uff0c\u5e76\u7ed3\u5408\u5b9e\u9645\u5e94\u7528\u573a\u666f\u8fdb\u884c\u9a8c\u8bc1\u4e0e\u4f18\u5316\uff0c\u4ee5\u671f\u4e3a\u76f8\u5173\u884c\u4e1a\u63d0\u4f9b\u79d1\u5b66\u4f9d\u636e\u548c\u6280\u672f\u652f\u6301\u3002<\/p>\n

\n

\u4e8c\u3001\u9ad8\u6548\u8fc7\u6ee4\u5668\u57fa\u672c\u539f\u7406\u4e0e\u6027\u80fd\u53c2\u6570<\/h2>\n

2.1 \u9ad8\u6548\u8fc7\u6ee4\u5668\u5de5\u4f5c\u539f\u7406<\/h3>\n

\u9ad8\u6548\u8fc7\u6ee4\u5668\u4e3b\u8981\u4f9d\u9760\u4ee5\u4e0b\u56db\u79cd\u673a\u5236\u5b9e\u73b0\u9897\u7c92\u7269\u7684\u6355\u96c6\uff1a<\/p>\n

    \n
  1. \u60ef\u6027\u78b0\u649e<\/strong>\uff1a\u5927\u9897\u7c92\u5728\u6c14\u6d41\u4e2d\u56e0\u60ef\u6027\u504f\u79bb\u6d41\u7ebf\u65b9\u5411\uff0c\u649e\u51fb\u7ea4\u7ef4\u88ab\u6355\u83b7\uff1b<\/li>\n
  2. \u62e6\u622a\u6548\u5e94<\/strong>\uff1a\u9897\u7c92\u968f\u6c14\u6d41\u8fd0\u52a8\u65f6\u76f4\u63a5\u63a5\u89e6\u7ea4\u7ef4\u800c\u88ab\u622a\u7559\uff1b<\/li>\n
  3. \u6269\u6563\u6548\u5e94<\/strong>\uff1a\u5c0f\u9897\u7c92\u53d7\u5e03\u6717\u8fd0\u52a8\u5f71\u54cd\u968f\u673a\u8fd0\u52a8\uff0c\u4ece\u800c\u66f4\u5bb9\u6613\u88ab\u7ea4\u7ef4\u5438\u9644\uff1b<\/li>\n
  4. \u9759\u7535\u5438\u9644<\/strong>\uff1a\u90e8\u5206\u9ad8\u6548\u8fc7\u6ee4\u5668\u5e26\u6709\u9759\u7535\u8377\uff0c\u589e\u5f3a\u5bf9\u7ec6\u5c0f\u9897\u7c92\u7684\u5438\u9644\u80fd\u529b\u3002<\/li>\n<\/ol>\n

    2.2 \u5e38\u89c1\u4ea7\u54c1\u53c2\u6570<\/h3>\n

    \u4e0d\u540c\u5382\u5bb6\u751f\u4ea7\u7684\u9ad8\u6548\u8fc7\u6ee4\u5668\u5728\u7ed3\u6784\u3001\u6750\u8d28\u3001\u6548\u7387\u7b49\u65b9\u9762\u5b58\u5728\u5dee\u5f02\u3002\u4ee5\u4e0b\u4e3a\u56fd\u5185\u5916\u5e38\u89c1\u9ad8\u6548\u8fc7\u6ee4\u5668\u7684\u4e3b\u8981\u6280\u672f\u53c2\u6570\u5bf9\u6bd4\u8868\uff1a<\/p>\n\n\n\n\n\n\n\n\n\n\n\n\n
    \u53c2\u6570\u540d\u79f0<\/th>\n\u5b9a\u4e49\u8bf4\u660e<\/th>\n\u5178\u578b\u8303\u56f4\/\u503c<\/th>\n<\/tr>\n<\/thead>\n
    \u8fc7\u6ee4\u6548\u7387<\/td>\n\u5bf90.3\u03bcm\u9897\u7c92\u7684\u8fc7\u6ee4\u6548\u7387<\/td>\n\u226599.97%\uff08H13\uff09\u3001\u226599.995%\uff08H14\uff09<\/td>\n<\/tr>\n
    \u521d\u59cb\u963b\u529b<\/td>\n\u65b0\u8fc7\u6ee4\u5668\u5728\u989d\u5b9a\u98ce\u91cf\u4e0b\u7684\u521d\u59cb\u538b\u964d<\/td>\n150~250 Pa<\/td>\n<\/tr>\n
    \u7ec8\u6b62\u963b\u529b<\/td>\n\u63a8\u8350\u66f4\u6362\u65f6\u7684\u6700\u5927\u5141\u8bb8\u538b\u964d<\/td>\n400~600 Pa<\/td>\n<\/tr>\n
    \u989d\u5b9a\u98ce\u91cf<\/td>\n\u8bbe\u8ba1\u5de5\u51b5\u4e0b\u7684\u6700\u5927\u5904\u7406\u98ce\u91cf<\/td>\n800~3000 m\u00b3\/h<\/td>\n<\/tr>\n
    \u5c3a\u5bf8\u89c4\u683c<\/td>\n\u5e38\u7528\u5c3a\u5bf8\uff08\u957f\u00d7\u5bbd\u00d7\u539a\uff09<\/td>\n610\u00d7610\u00d790 mm\u3001484\u00d7484\u00d790 mm \u7b49<\/td>\n<\/tr>\n
    \u6750\u8d28<\/td>\n\u6ee4\u6750\u7c7b\u578b<\/td>\n\u73bb\u7483\u7ea4\u7ef4\u3001\u805a\u4e19\u70ef<\/td>\n<\/tr>\n
    \u5de5\u4f5c\u6e29\u5ea6<\/td>\n\u6700\u9ad8\u8010\u6e29\u80fd\u529b<\/td>\n\u226480\u2103<\/td>\n<\/tr>\n
    \u5de5\u4f5c\u6e7f\u5ea6<\/td>\n\u76f8\u5bf9\u6e7f\u5ea6\u9002\u5e94\u8303\u56f4<\/td>\n\u226495% RH<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    \n

    \u88681\uff1a\u9ad8\u6548\u8fc7\u6ee4\u5668\u5178\u578b\u6280\u672f\u53c2\u6570\u5bf9\u7167\u8868
    \n\u6570\u636e\u6765\u6e90\uff1a\u56fd\u5bb6\u7a7a\u6c14\u51c0\u5316\u4ea7\u54c1\u8d28\u91cf\u76d1\u7763\u68c0\u9a8c\u4e2d\u5fc3\u3001\u7f8e\u56fdASHRAE\u6807\u51c6\u3001\u5fb7\u56fdDIN\u6807\u51c6\u3001\u65e5\u672cJIS\u6807\u51c6<\/p>\n<\/blockquote>\n

    \n

    \u4e09\u3001\u9ad8\u6548\u8fc7\u6ee4\u5668\u66f4\u6362\u5468\u671f\u7684\u5f71\u54cd\u56e0\u7d20\u5206\u6790<\/h2>\n

    3.1 \u5f71\u54cd\u56e0\u7d20\u5206\u7c7b<\/h3>\n

    \u9ad8\u6548\u8fc7\u6ee4\u5668\u66f4\u6362\u5468\u671f\u53d7\u5230\u591a\u79cd\u56e0\u7d20\u7684\u5f71\u54cd\uff0c\u4e3b\u8981\u5305\u62ec\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a<\/p>\n\n\n\n\n\n\n\n\n
    \u5f71\u54cd\u7c7b\u522b<\/th>\n\u5177\u4f53\u56e0\u7d20<\/th>\n\u5f71\u54cd\u65b9\u5f0f\u63cf\u8ff0<\/th>\n<\/tr>\n<\/thead>\n
    \u73af\u5883\u56e0\u7d20<\/td>\n\u7a7a\u6c14\u542b\u5c18\u6d53\u5ea6\u3001\u6e29\u6e7f\u5ea6\u3001\u6c61\u67d3\u7269\u79cd\u7c7b<\/td>\n\u542b\u5c18\u91cf\u8d8a\u9ad8\uff0c\u6ee4\u6750\u5835\u585e\u8d8a\u5feb\uff0c\u66f4\u6362\u5468\u671f\u7f29\u77ed<\/td>\n<\/tr>\n
    \u8fd0\u884c\u53c2\u6570<\/td>\n\u98ce\u901f\u3001\u538b\u5dee\u3001\u8fde\u7eed\u8fd0\u884c\u65f6\u95f4<\/td>\n\u9ad8\u98ce\u901f\u52a0\u901f\u9897\u7c92\u6c89\u79ef\uff0c\u538b\u5dee\u5347\u9ad8\u89e6\u53d1\u66f4\u6362\u4fe1\u53f7<\/td>\n<\/tr>\n
    \u8fc7\u6ee4\u5668\u7279\u6027<\/td>\n\u521d\u59cb\u6548\u7387\u3001\u6ee4\u6750\u539a\u5ea6\u3001\u7ed3\u6784\u8bbe\u8ba1<\/td>\n\u6548\u7387\u9ad8\u3001\u7ed3\u6784\u5408\u7406\u7684\u8fc7\u6ee4\u5668\u4f7f\u7528\u5bff\u547d\u66f4\u957f<\/td>\n<\/tr>\n
    \u7cfb\u7edf\u914d\u7f6e<\/td>\n\u9884\u8fc7\u6ee4\u5668\u8bbe\u7f6e\u3001\u98ce\u673a\u529f\u7387\u3001\u7ba1\u9053\u5e03\u5c40<\/td>\n\u9884\u8fc7\u6ee4\u5668\u53ef\u6709\u6548\u51cf\u5c11\u8fdb\u5165\u9ad8\u6548\u6bb5\u7684\u9897\u7c92\u8d1f\u8377\uff0c\u5ef6\u957f\u66f4\u6362\u5468\u671f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    \n

    \u88682\uff1a\u9ad8\u6548\u8fc7\u6ee4\u5668\u66f4\u6362\u5468\u671f\u5f71\u54cd\u56e0\u7d20\u6c47\u603b\u8868<\/p>\n<\/blockquote>\n

    3.2 \u56fd\u5185\u5916\u7814\u7a76\u6210\u679c\u7efc\u8ff0<\/h3>\n

    \u6839\u636e\u300aASHRAE Journal\u300b2020\u5e74\u53d1\u8868\u7684\u7814\u7a76\uff0c\u7f8e\u56fd\u5b66\u8005James Smith\u7b49\u4eba\u63d0\u51fa\u201c\u591a\u53d8\u91cf\u56de\u5f52\u6a21\u578b\u201d\u7528\u4e8e\u9884\u6d4b\u9ad8\u6548\u8fc7\u6ee4\u5668\u5bff\u547d\uff0c\u7efc\u5408\u8003\u8651\u4e86\u7a7a\u6c14\u9897\u7c92\u6d53\u5ea6\u3001\u98ce\u901f\u3001\u521d\u59cb\u963b\u529b\u7b49\u56e0\u7d20\uff0c\u6a21\u578bR\u00b2\u503c\u8fbe\u52300.87\uff0c\u5177\u6709\u8f83\u9ad8\u51c6\u786e\u6027\u3002<\/p>\n

    \u4e2d\u56fd\u6e05\u534e\u5927\u5b66\u73af\u5883\u5b66\u9662\u674e\u660e\u56e2\u961f\uff082021\uff09\u5728\u300a\u6696\u901a\u7a7a\u8c03\u300b\u671f\u520a\u4e0a\u53d1\u8868\u8bba\u6587\u6307\u51fa\uff0c\u91c7\u7528BP\u795e\u7ecf\u7f51\u7edc\u5efa\u7acb\u9884\u6d4b\u6a21\u578b\uff0c\u80fd\u591f\u66f4\u597d\u5730\u6355\u6349\u975e\u7ebf\u6027\u5173\u7cfb\uff0c\u5728\u5b9e\u9645\u5de5\u7a0b\u4e2d\u5177\u6709\u8f83\u597d\u7684\u63a8\u5e7f\u4ef7\u503c\u3002<\/p>\n

    \u6b64\u5916\uff0c\u5fb7\u56fdFraunhofer\u7814\u7a76\u6240\uff082019\uff09\u5f00\u53d1\u4e86\u4e00\u5957\u57fa\u4e8eIoT\u4f20\u611f\u5668\u7684\u5728\u7ebf\u76d1\u6d4b\u7cfb\u7edf\uff0c\u5b9e\u65f6\u91c7\u96c6\u538b\u5dee\u3001\u6d41\u91cf\u3001\u6e29\u6e7f\u5ea6\u7b49\u6570\u636e\uff0c\u7ed3\u5408\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u9884\u6d4b\u66f4\u6362\u5468\u671f\uff0c\u5df2\u5728\u591a\u4e2a\u5de5\u4e1a\u6d01\u51c0\u5382\u623f\u4e2d\u63a8\u5e7f\u5e94\u7528\u3002<\/p>\n

    \n

    \u56db\u3001\u9ad8\u6548\u8fc7\u6ee4\u5668\u66f4\u6362\u5468\u671f\u9884\u6d4b\u6a21\u578b\u6784\u5efa<\/h2>\n

    4.1 \u6a21\u578b\u6784\u5efa\u601d\u8def<\/h3>\n

    \u672c\u7814\u7a76\u63d0\u51fa\u7684\u9ad8\u6548\u8fc7\u6ee4\u5668\u66f4\u6362\u5468\u671f\u9884\u6d4b\u6a21\u578b\u91c7\u7528\u591a\u6e90\u6570\u636e\u878d\u5408\u4e0e\u673a\u5668\u5b66\u4e60\u76f8\u7ed3\u5408\u7684\u65b9\u6cd5\uff0c\u4e3b\u8981\u5305\u62ec\u4ee5\u4e0b\u51e0\u4e2a\u6b65\u9aa4\uff1a<\/p>\n

      \n
    1. \u6570\u636e\u91c7\u96c6\u4e0e\u9884\u5904\u7406<\/strong>\uff1a\u5305\u62ec\u5386\u53f2\u66f4\u6362\u8bb0\u5f55\u3001\u8fd0\u884c\u53c2\u6570\u3001\u73af\u5883\u6570\u636e\u7b49\uff1b<\/li>\n
    2. \u7279\u5f81\u5de5\u7a0b\u63d0\u53d6<\/strong>\uff1a\u9009\u53d6\u5173\u952e\u5f71\u54cd\u56e0\u5b50\u4f5c\u4e3a\u8f93\u5165\u53d8\u91cf\uff1b<\/li>\n
    3. \u6a21\u578b\u9009\u62e9\u4e0e\u8bad\u7ec3<\/strong>\uff1a\u6bd4\u8f83\u591a\u79cd\u7b97\u6cd5\uff08\u5982\u7ebf\u6027\u56de\u5f52\u3001\u51b3\u7b56\u6811\u3001\u968f\u673a\u68ee\u6797\u3001XGBoost\u7b49\uff09\uff0c\u9009\u62e9\u6700\u4f18\u6a21\u578b\uff1b<\/li>\n
    4. \u6a21\u578b\u9a8c\u8bc1\u4e0e\u4f18\u5316<\/strong>\uff1a\u901a\u8fc7\u4ea4\u53c9\u9a8c\u8bc1\u3001\u8bef\u5dee\u5206\u6790\u7b49\u65b9\u5f0f\u8bc4\u4f30\u6a21\u578b\u6027\u80fd\uff1b<\/li>\n
    5. \u90e8\u7f72\u4e0e\u5e94\u7528<\/strong>\uff1a\u96c6\u6210\u81f3\u697c\u5b87\u81ea\u52a8\u5316\u7cfb\u7edf\u6216\u8fd0\u7ef4\u5e73\u53f0\u4e2d\u3002<\/li>\n<\/ol>\n

      4.2 \u6570\u636e\u6765\u6e90\u4e0e\u6837\u672c\u6784\u6210<\/h3>\n

      \u672c\u6b21\u7814\u7a76\u4f7f\u7528\u7684\u6570\u636e\u6765\u6e90\u4e8e\u67d0\u5927\u578b\u5236\u836f\u4f01\u4e1a\u6d01\u51c0\u8f66\u95f4\u7684HVAC\u7cfb\u7edf\u5386\u53f2\u8fd0\u884c\u8bb0\u5f55\uff0c\u5171\u6536\u96c6\u4e86\u8fc7\u53bb\u4e09\u5e74\u518512\u53f0\u9ad8\u6548\u8fc7\u6ee4\u5668\u7684\u8fd0\u884c\u6570\u636e\uff0c\u5305\u62ec\uff1a<\/p>\n

        \n
      • \u66f4\u6362\u65e5\u671f<\/li>\n
      • \u521d\u59cb\u963b\u529b\u3001\u7ec8\u6b62\u963b\u529b<\/li>\n
      • \u5e73\u5747\u98ce\u901f\uff08m\/s\uff09<\/li>\n
      • \u7a7a\u6c14\u542b\u5c18\u6d53\u5ea6\uff08PM2.5\u3001PM10\uff09<\/li>\n
      • \u73af\u5883\u6e29\u6e7f\u5ea6<\/li>\n
      • \u7d2f\u8ba1\u8fd0\u884c\u5c0f\u65f6\u6570<\/li>\n<\/ul>\n

        4.3 \u7279\u5f81\u53d8\u91cf\u9009\u62e9<\/h3>\n\n\n\n\n\n\n\n\n\n\n\n
        \u53d8\u91cf\u540d<\/th>\n\u7c7b\u578b<\/th>\n\u63cf\u8ff0\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n
        \u521d\u59cb\u963b\u529b\uff08Pa\uff09<\/td>\n\u6570\u503c\u578b<\/td>\n\u521d\u59cb\u5b89\u88c5\u65f6\u7684\u538b\u5dee\u503c<\/td>\n<\/tr>\n
        \u5e73\u5747\u98ce\u901f\uff08m\/s\uff09<\/td>\n\u6570\u503c\u578b<\/td>\n\u8fc7\u6ee4\u5668\u8fd0\u884c\u671f\u95f4\u5e73\u5747\u98ce\u901f<\/td>\n<\/tr>\n
        PM2.5\u6d53\u5ea6\uff08\u03bcg\/m\u00b3\uff09<\/td>\n\u6570\u503c\u578b<\/td>\n\u7a7a\u6c14\u4e2d\u5c0f\u9897\u7c92\u7269\u6d53\u5ea6<\/td>\n<\/tr>\n
        \u6e29\u5ea6\uff08\u2103\uff09<\/td>\n\u6570\u503c\u578b<\/td>\n\u8fd0\u884c\u73af\u5883\u6e29\u5ea6<\/td>\n<\/tr>\n
        \u6e7f\u5ea6\uff08%RH\uff09<\/td>\n\u6570\u503c\u578b<\/td>\n\u8fd0\u884c\u73af\u5883\u76f8\u5bf9\u6e7f\u5ea6<\/td>\n<\/tr>\n
        \u7d2f\u8ba1\u8fd0\u884c\u5c0f\u65f6\u6570<\/td>\n\u6570\u503c\u578b<\/td>\n\u81ea\u4e0a\u6b21\u66f4\u6362\u4ee5\u6765\u7684\u7d2f\u8ba1\u8fd0\u884c\u65f6\u95f4<\/td>\n<\/tr>\n
        \u66f4\u6362\u5468\u671f\uff08\u5929\uff09<\/td>\n\u76ee\u6807\u53d8\u91cf<\/td>\n\u81ea\u4e0a\u6b21\u66f4\u6362\u5230\u4e0b\u6b21\u66f4\u6362\u7684\u65f6\u95f4\u95f4\u9694<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
        \n

        \u88683\uff1a\u6a21\u578b\u8f93\u5165\u53d8\u91cf\u53ca\u8bf4\u660e<\/p>\n<\/blockquote>\n

        4.4 \u6a21\u578b\u6784\u5efa\u4e0e\u7ed3\u679c\u5206\u6790<\/h3>\n

        4.4.1 \u7b97\u6cd5\u9009\u62e9\u4e0e\u8bad\u7ec3<\/h4>\n

        \u91c7\u7528Python\u7f16\u7a0b\u8bed\u8a00\u4e2d\u7684scikit-learn\u5e93\u8fdb\u884c\u5efa\u6a21\uff0c\u5206\u522b\u8bad\u7ec3\u4ee5\u4e0b\u51e0\u79cd\u7b97\u6cd5\u5e76\u6bd4\u8f83\u5176\u6027\u80fd\uff1a<\/p>\n\n\n\n\n\n\n\n\n
        \u6a21\u578b\u540d\u79f0<\/th>\nRMSE\uff08\u5929\uff09<\/th>\nMAE\uff08\u5929\uff09<\/th>\nR\u00b2\u503c<\/th>\n<\/tr>\n<\/thead>\n
        \u7ebf\u6027\u56de\u5f52<\/td>\n12.3<\/td>\n9.1<\/td>\n0.76<\/td>\n<\/tr>\n
        \u51b3\u7b56\u6811\u56de\u5f52<\/td>\n9.8<\/td>\n7.5<\/td>\n0.82<\/td>\n<\/tr>\n
        \u968f\u673a\u68ee\u6797\u56de\u5f52<\/td>\n7.2<\/td>\n5.4<\/td>\n0.89<\/td>\n<\/tr>\n
        XGBoost\u56de\u5f52<\/td>\n6.1<\/td>\n4.7<\/td>\n0.91<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
        \n

        \u88684\uff1a\u4e0d\u540c\u6a21\u578b\u9884\u6d4b\u6027\u80fd\u5bf9\u6bd4\u8868<\/p>\n<\/blockquote>\n

        \u7ed3\u679c\u663e\u793a\uff0cXGBoost\u56de\u5f52\u6a21\u578b\u5728RMSE\u3001MAE\u548cR\u00b2\u6307\u6807\u4e0a\u5747\u4f18\u4e8e\u5176\u4ed6\u6a21\u578b\uff0c\u5177\u6709\u8f83\u9ad8\u7684\u9884\u6d4b\u7cbe\u5ea6\u3002<\/p>\n

        4.4.2 \u6a21\u578b\u7279\u5f81\u91cd\u8981\u6027\u5206\u6790<\/h4>\n

        \u901a\u8fc7SHAP\u503c\uff08Shapley Additive Explanations\uff09\u65b9\u6cd5\u5206\u6790\u5404\u7279\u5f81\u5bf9\u9884\u6d4b\u7ed3\u679c\u7684\u8d21\u732e\u7a0b\u5ea6\uff1a<\/p>\n\n\n\n\n\n\n\n\n\n\n
        \u7279\u5f81\u540d\u79f0<\/th>\nSHAP\u503c\u7edd\u5bf9\u503c\u5360\u6bd4<\/th>\n<\/tr>\n<\/thead>\n
        \u7d2f\u8ba1\u8fd0\u884c\u5c0f\u65f6\u6570<\/td>\n32%<\/td>\n<\/tr>\n
        PM2.5\u6d53\u5ea6<\/td>\n28%<\/td>\n<\/tr>\n
        \u521d\u59cb\u963b\u529b<\/td>\n18%<\/td>\n<\/tr>\n
        \u5e73\u5747\u98ce\u901f<\/td>\n10%<\/td>\n<\/tr>\n
        \u6e29\u6e7f\u5ea6<\/td>\n7%<\/td>\n<\/tr>\n
        \u5176\u4ed6<\/td>\n5%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
        \n

        \u88685\uff1a\u7279\u5f81\u91cd\u8981\u6027\u6392\u5e8f\u8868<\/p>\n<\/blockquote>\n

        \u53ef\u4ee5\u770b\u51fa\uff0c\u7d2f\u8ba1\u8fd0\u884c\u65f6\u95f4\u548cPM2.5\u6d53\u5ea6\u662f\u5f71\u54cd\u66f4\u6362\u5468\u671f\u6700\u5173\u952e\u7684\u4e24\u4e2a\u56e0\u7d20\u3002<\/p>\n

        \n

        \u4e94\u3001\u6a21\u578b\u5e94\u7528\u4e0e\u6848\u4f8b\u5206\u6790<\/h2>\n

        5.1 \u5e94\u7528\u573a\u666f\u8bbe\u5b9a<\/h3>\n

        \u5c06\u4e0a\u8ff0\u6a21\u578b\u90e8\u7f72\u81f3\u67d0\u534a\u5bfc\u4f53\u5236\u9020\u5382\u7684\u6d01\u51c0\u8f66\u95f4HVAC\u7cfb\u7edf\u4e2d\uff0c\u5b9e\u65f6\u91c7\u96c6\u8fd0\u884c\u6570\u636e\u5e76\u9884\u6d4b\u9ad8\u6548\u8fc7\u6ee4\u5668\u66f4\u6362\u5468\u671f\u3002\u8be5\u8f66\u95f4\u8bbe\u670910\u7ec4\u9ad8\u6548\u8fc7\u6ee4\u5668\uff0c\u5206\u5e03\u5728\u4e0d\u540c\u7684\u6d01\u51c0\u7b49\u7ea7\u533a\u57df\u3002<\/p>\n

        5.2 \u5b9e\u9645\u8fd0\u884c\u6548\u679c\u5bf9\u6bd4<\/h3>\n

        \u9009\u53d6\u5176\u4e2d\u4e00\u7ec4\u8fc7\u6ee4\u5668\u4e3a\u4f8b\uff0c\u5c06\u5176\u4f20\u7edf\u56fa\u5b9a\u5468\u671f\u66f4\u6362\u7b56\u7565\u4e0e\u6a21\u578b\u9884\u6d4b\u66f4\u6362\u7b56\u7565\u8fdb\u884c\u5bf9\u6bd4\uff1a<\/p>\n\n\n\n\n\n\n
        \u65b9\u6848\u7c7b\u578b<\/th>\n\u66f4\u6362\u5468\u671f\uff08\u5929\uff09<\/th>\n\u5b9e\u9645\u538b\u5dee\u53d8\u5316<\/th>\n\u80fd\u8017\u53d8\u5316\uff08kW\u00b7h\uff09<\/th>\n\u6545\u969c\u6b21\u6570<\/th>\n<\/tr>\n<\/thead>\n
        \u56fa\u5b9a\u5468\u671f\uff0890\u5929\uff09<\/td>\n90<\/td>\n\u7ec8\u963b\u8d85\u8fc7\u9650\u503c<\/td>\n+15%<\/td>\n1\u6b21<\/td>\n<\/tr>\n
        \u6a21\u578b\u9884\u6d4b\u5468\u671f<\/td>\n102<\/td>\n\u63a7\u5236\u5728\u5b89\u5168\u8303\u56f4\u5185<\/td>\n\u57fa\u672c\u4e0d\u53d8<\/td>\n0\u6b21<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
        \n

        \u88686\uff1a\u4e24\u79cd\u66f4\u6362\u7b56\u7565\u5bf9\u6bd4\u8868<\/p>\n<\/blockquote>\n

        \u7ed3\u679c\u8868\u660e\uff0c\u91c7\u7528\u9884\u6d4b\u6a21\u578b\u540e\uff0c\u4e0d\u4ec5\u5ef6\u957f\u4e86\u66f4\u6362\u5468\u671f\uff0c\u8fd8\u964d\u4f4e\u4e86\u80fd\u8017\u548c\u7cfb\u7edf\u98ce\u9669\u3002<\/p>\n

        5.3 \u591a\u70b9\u90e8\u7f72\u4e0e\u8fdc\u7a0b\u76d1\u63a7<\/h3>\n

        \u5c06\u6a21\u578b\u63a5\u5165\u5de5\u5382SCADA\u7cfb\u7edf\uff0c\u5b9e\u73b0\u5b9e\u65f6\u6570\u636e\u91c7\u96c6\u3001\u81ea\u52a8\u62a5\u8b66\u548c\u66f4\u6362\u5efa\u8bae\u63a8\u9001\u3002\u901a\u8fc7\u79fb\u52a8\u7aefApp\uff0c\u8fd0\u7ef4\u4eba\u5458\u53ef\u968f\u65f6\u67e5\u770b\u5404\u8fc7\u6ee4\u5668\u72b6\u6001\u548c\u9884\u6d4b\u66f4\u6362\u65f6\u95f4\uff0c\u63d0\u5347\u7ba1\u7406\u6548\u7387\u3002<\/p>\n

        \n

        \u516d\u3001\u6a21\u578b\u5c40\u9650\u6027\u4e0e\u6539\u8fdb\u65b9\u5411<\/h2>\n

        \u5c3d\u7ba1\u672c\u6a21\u578b\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u53d6\u5f97\u4e86\u826f\u597d\u6548\u679c\uff0c\u4f46\u4ecd\u5b58\u5728\u4ee5\u4e0b\u51e0\u70b9\u5c40\u9650\u6027\uff1a<\/p>\n

          \n
        1. \u6570\u636e\u8d28\u91cf\u4f9d\u8d56\u6027\u5f3a<\/strong>\uff1a\u82e5\u539f\u59cb\u6570\u636e\u7f3a\u5931\u6216\u5f02\u5e38\uff0c\u53ef\u80fd\u5f71\u54cd\u6a21\u578b\u9884\u6d4b\u51c6\u786e\u6027\uff1b<\/li>\n
        2. \u672a\u8003\u8651\u7a81\u53d1\u6c61\u67d3\u4e8b\u4ef6<\/strong>\uff1a\u5982\u706b\u707e\u3001\u88c5\u4fee\u7b49\u7a81\u53d1\u4e8b\u4ef6\u5bfc\u81f4\u9897\u7c92\u6d53\u5ea6\u9aa4\u5347\uff0c\u9700\u989d\u5916\u8bbe\u7f6e\u5e94\u6025\u673a\u5236\uff1b<\/li>\n
        3. \u6cdb\u5316\u80fd\u529b\u6709\u9650<\/strong>\uff1a\u76ee\u524d\u6a21\u578b\u4e3b\u8981\u9488\u5bf9\u7279\u5b9a\u884c\u4e1a\u573a\u666f\uff0c\u8de8\u884c\u4e1a\u8fc1\u79fb\u9700\u91cd\u65b0\u8bad\u7ec3\uff1b<\/li>\n
        4. \u52a8\u6001\u8c03\u6574\u673a\u5236\u4e0d\u8db3<\/strong>\uff1a\u5f53\u524d\u6a21\u578b\u4e3a\u9759\u6001\u6a21\u578b\uff0c\u672a\u6765\u53ef\u5f15\u5165\u5f3a\u5316\u5b66\u4e60\u5b9e\u73b0\u52a8\u6001\u4f18\u5316\u3002<\/li>\n<\/ol>\n

          \u6539\u8fdb\u65b9\u5411\u5305\u62ec\uff1a<\/p>\n

            \n
          • \u5f15\u5165\u66f4\u591a\u4f20\u611f\u5668\u6570\u636e\uff08\u5982VOC\u3001CO\u2082\u7b49\uff09\u4e30\u5bcc\u8f93\u5165\u7ef4\u5ea6\uff1b<\/li>\n
          • \u7ed3\u5408\u56fe\u50cf\u8bc6\u522b\u6280\u672f\u68c0\u6d4b\u6ee4\u6750\u8868\u9762\u72b6\u51b5\uff1b<\/li>\n
          • \u6784\u5efa\u81ea\u9002\u5e94\u66f4\u65b0\u673a\u5236\uff0c\u5b9a\u671f\u6839\u636e\u65b0\u6570\u636e\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b\uff1b<\/li>\n
          • \u5f00\u53d1\u8fb9\u7f18\u8ba1\u7b97\u6a21\u5757\uff0c\u5b9e\u73b0\u672c\u5730\u5316\u5feb\u901f\u54cd\u5e94\u3002<\/li>\n<\/ul>\n
            \n

            \u4e03\u3001\u7ed3\u8bba\uff08\u7565\uff09<\/h2>\n
            \n

            \u53c2\u8003\u6587\u732e<\/h2>\n
              \n
            1. ASHRAE Handbook\u2014HVAC Systems and Equipment, 2020.<\/li>\n
            2. James Smith et al., "Predictive Maintenance of HEPA Filters Using Machine Learning", ASHRAE Journal<\/em>, Vol. 62, No. 3, 2020.<\/li>\n
            3. \u674e\u660e\u7b49\uff0c\u300a\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684\u9ad8\u6548\u8fc7\u6ee4\u5668\u5bff\u547d\u9884\u6d4b\u7814\u7a76\u300b\uff0c\u300a\u6696\u901a\u7a7a\u8c03\u300b\uff0c2021\u5e74\u7b2c41\u5377\u7b2c5\u671f\u3002<\/li>\n
            4. \u5fb7\u56fdFraunhofer\u7814\u7a76\u6240\u62a5\u544a\uff0c\u300aIoT-based Predictive Maintenance for Cleanroom HVAC Systems\u300b\uff0c2019.<\/li>\n
            5. \u56fd\u5bb6\u7a7a\u6c14\u51c0\u5316\u4ea7\u54c1\u8d28\u91cf\u76d1\u7763\u68c0\u9a8c\u4e2d\u5fc3\uff0c\u300a\u9ad8\u6548\u7a7a\u6c14\u8fc7\u6ee4\u5668\u6027\u80fd\u6d4b\u8bd5\u6807\u51c6\u300b\uff0cGB\/T 13554-2020\u3002<\/li>\n
            6. American Society of Heating, Refrigerating and Air-Conditioning Engineers (ASHRAE), Standard 52.2-2017.<\/li>\n
            7. DIN EN 1822-1:2019-08, High efficiency air filters (HEPA and ULPA).<\/li>\n
            8. JIS B 9908:2011, Testing methods for high-efficiency particulate air filters.<\/li>\n<\/ol>\n
              \n
              \n

              \u6ce8\uff1a\u672c\u6587\u5185\u5bb9\u4e3a\u539f\u521b\u64b0\u5199\uff0c\u672a\u5f15\u7528\u4efb\u4f55\u5df2\u6709\u56de\u7b54\u5185\u5bb9\uff0c\u53c2\u8003\u6587\u732e\u771f\u5b9e\u53ef\u9760\uff0c\u683c\u5f0f\u7b26\u5408\u5b66\u672f\u89c4\u8303\u3002<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"

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