{"id":15873,"date":"2025-06-30T14:30:06","date_gmt":"2025-06-30T06:30:06","guid":{"rendered":"https:\/\/www.textile-fabric.com\/?p=15873"},"modified":"2025-06-30T14:30:06","modified_gmt":"2025-06-30T06:30:06","slug":"%e7%87%83%e6%b0%94%e8%bd%ae%e6%9c%ba%e8%bf%9b%e6%b0%94%e8%bf%87%e6%bb%a4%e5%99%a8%e5%a0%b5%e5%a1%9e%e9%a2%84%e8%ad%a6%e7%b3%bb%e7%bb%9f%e7%9a%84%e5%bc%80%e5%8f%91%e4%b8%8e%e5%ae%9e%e8%b7%b5","status":"publish","type":"post","link":"https:\/\/www.textile-fabric.com\/?p=15873","title":{"rendered":"\u71c3\u6c14\u8f6e\u673a\u8fdb\u6c14\u8fc7\u6ee4\u5668\u5835\u585e\u9884\u8b66\u7cfb\u7edf\u7684\u5f00\u53d1\u4e0e\u5b9e\u8df5"},"content":{"rendered":"<h1>\u71c3\u6c14\u8f6e\u673a\u8fdb\u6c14\u8fc7\u6ee4\u5668\u5835\u585e\u9884\u8b66\u7cfb\u7edf\u7684\u5f00\u53d1\u4e0e\u5b9e\u8df5<\/h1>\n<h2>\u4e00\u3001\u5f15\u8a00<\/h2>\n<p>\u71c3\u6c14\u8f6e\u673a\u4f5c\u4e3a\u4e00\u79cd\u9ad8\u6548\u3001\u6e05\u6d01\u7684\u52a8\u529b\u8bbe\u5907\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u7535\u529b\u3001\u822a\u7a7a\u3001\u8239\u8236\u53ca\u5de5\u4e1a\u52a8\u529b\u7b49\u9886\u57df\u3002\u5176\u8fd0\u884c\u6548\u7387\u548c\u53ef\u9760\u6027\u76f4\u63a5\u53d7\u5230\u7a7a\u6c14\u8d28\u91cf\u7684\u5f71\u54cd\uff0c\u5c24\u5176\u662f\u8fdb\u6c14\u8fc7\u6ee4\u5668\u7684\u6027\u80fd\u72b6\u6001\u5bf9\u71c3\u6c14\u8f6e\u673a\u7684\u6574\u4f53\u8fd0\u884c\u8d77\u7740\u5173\u952e\u4f5c\u7528\u3002\u968f\u7740\u73af\u5883\u7a7a\u6c14\u4e2d\u9897\u7c92\u7269\uff08PM2.5\u3001PM10\u7b49\uff09\u6d53\u5ea6\u7684\u5347\u9ad8\uff0c\u4ee5\u53ca\u5de5\u4e1a\u7c89\u5c18\u3001\u6c99\u5c18\u66b4\u7b49\u56e0\u7d20\u7684\u6301\u7eed\u5f71\u54cd\uff0c\u71c3\u6c14\u8f6e\u673a\u8fdb\u6c14\u8fc7\u6ee4\u5668\u9762\u4e34\u65e5\u76ca\u4e25\u91cd\u7684\u5835\u585e\u98ce\u9669\u3002\u82e5\u4e0d\u80fd\u53ca\u65f6\u53d1\u73b0\u5e76\u5904\u7406\u5835\u585e\u95ee\u9898\uff0c\u5c06\u5bfc\u81f4\u8fdb\u6c14\u6d41\u91cf\u4e0b\u964d\u3001\u538b\u6bd4\u5931\u8861\u3001\u71c3\u70e7\u4e0d\u5145\u5206\uff0c\u8fdb\u800c\u5f71\u54cd\u673a\u7ec4\u51fa\u529b\u751a\u81f3\u5f15\u53d1\u8bbe\u5907\u635f\u574f\u3002\u56e0\u6b64\uff0c\u5efa\u7acb\u4e00\u5957\u9ad8\u6548\u7684\u71c3\u6c14\u8f6e\u673a\u8fdb\u6c14\u8fc7\u6ee4\u5668\u5835\u585e\u9884\u8b66\u7cfb\u7edf\uff08Gas Turbine Inlet Air Filter Blockage Early Warning System, GTI-FBES\uff09\u5177\u6709\u91cd\u8981\u7684\u73b0\u5b9e\u610f\u4e49\u3002  <\/p>\n<p>\u8fd1\u5e74\u6765\uff0c\u56fd\u5185\u5916\u5b66\u8005\u56f4\u7ed5\u71c3\u6c14\u8f6e\u673a\u8fdb\u6c14\u8fc7\u6ee4\u5668\u7684\u76d1\u6d4b\u4e0e\u7ef4\u62a4\u5c55\u5f00\u4e86\u5927\u91cf\u7814\u7a76\uff0c\u5e76\u63d0\u51fa\u4e86\u591a\u79cd\u68c0\u6d4b\u65b9\u6cd5\uff0c\u5982\u5dee\u538b\u76d1\u6d4b\u6cd5\u3001\u7c92\u5b50\u8ba1\u6570\u6cd5\u3001\u56fe\u50cf\u8bc6\u522b\u6cd5\u3001\u58f0\u5b66\u68c0\u6d4b\u6cd5\u7b49\u3002\u5176\u4e2d\uff0c\u57fa\u4e8e\u5dee\u538b\u4f20\u611f\u5668\u4e0e\u6570\u636e\u878d\u5408\u6280\u672f\u7684\u667a\u80fd\u9884\u8b66\u7cfb\u7edf\u56e0\u5176\u6210\u672c\u4f4e\u3001\u54cd\u5e94\u5feb\u3001\u6613\u4e8e\u96c6\u6210\u7b49\u4f18\u52bf\uff0c\u6210\u4e3a\u5f53\u524d\u7814\u7a76\u7684\u91cd\u70b9\u65b9\u5411\u4e4b\u4e00\u3002\u672c\u6587\u5c06\u56f4\u7ed5GTI-FBES\u7684\u5f00\u53d1\u4e0e\u5b9e\u8df5\u5c55\u5f00\u63a2\u8ba8\uff0c\u91cd\u70b9\u4ecb\u7ecd\u7cfb\u7edf\u67b6\u6784\u3001\u6838\u5fc3\u7b97\u6cd5\u3001\u786c\u4ef6\u9009\u578b\u3001\u8f6f\u4ef6\u5e73\u53f0\u8bbe\u8ba1\u53ca\u5176\u5728\u5b9e\u9645\u5de5\u7a0b\u4e2d\u7684\u5e94\u7528\u6548\u679c\uff0c\u5e76\u7ed3\u5408\u56fd\u5185\u5916\u76f8\u5173\u7814\u7a76\u6210\u679c\u8fdb\u884c\u5206\u6790\u6bd4\u8f83\u3002<\/p>\n<h2>\u4e8c\u3001\u71c3\u6c14\u8f6e\u673a\u8fdb\u6c14\u8fc7\u6ee4\u5668\u7684\u5de5\u4f5c\u539f\u7406\u4e0e\u5e38\u89c1\u6545\u969c<\/h2>\n<h3>2.1 \u8fdb\u6c14\u8fc7\u6ee4\u5668\u7684\u57fa\u672c\u7ed3\u6784\u4e0e\u529f\u80fd<\/h3>\n<p>\u71c3\u6c14\u8f6e\u673a\u8fdb\u6c14\u8fc7\u6ee4\u5668\u4e3b\u8981\u7528\u4e8e\u53bb\u9664\u7a7a\u6c14\u4e2d\u7684\u9897\u7c92\u6c61\u67d3\u7269\uff0c\u9632\u6b62\u7070\u5c18\u3001\u82b1\u7c89\u3001\u5fae\u751f\u7269\u7b49\u6742\u8d28\u8fdb\u5165\u71c3\u70e7\u5ba4\uff0c\u4ece\u800c\u4fdd\u62a4\u538b\u6c14\u673a\u53f6\u7247\u3001\u71c3\u70e7\u5ba4\u548c\u6da1\u8f6e\u90e8\u4ef6\u4e0d\u53d7\u78e8\u635f\u6216\u8150\u8680\u3002\u5e38\u89c1\u7684\u8fdb\u6c14\u8fc7\u6ee4\u5668\u5305\u62ec\u521d\u7ea7\u6ee4\u7f51\u3001\u4e2d\u6548\u6ee4\u6750\u548c\u9ad8\u6548\u6ee4\u82af\u4e09\u7ea7\u7ed3\u6784\uff0c\u5206\u522b\u7528\u4e8e\u62e6\u622a\u5927\u9897\u7c92\u3001\u4e2d\u7b49\u9897\u7c92\u548c\u5fae\u7ec6\u9897\u7c92\u3002  <\/p>\n<table>\n<thead>\n<tr>\n<th>\u8fc7\u6ee4\u7b49\u7ea7<\/th>\n<th>\u9897\u7c92\u7c92\u5f84\u8303\u56f4\uff08\u03bcm\uff09<\/th>\n<th>\u5e38\u7528\u6750\u6599<\/th>\n<th>\u8fc7\u6ee4\u6548\u7387<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u521d\u7ea7\u8fc7\u6ee4<\/td>\n<td>&gt;10 \u03bcm<\/td>\n<td>\u4e0d\u9508\u94a2\u4e1d\u7f51\u3001\u5c3c\u9f99\u5e03<\/td>\n<td>70%~80%<\/td>\n<\/tr>\n<tr>\n<td>\u4e2d\u6548\u8fc7\u6ee4<\/td>\n<td>1~10 \u03bcm<\/td>\n<td>\u73bb\u7483\u7ea4\u7ef4\u3001\u5408\u6210\u7ea4\u7ef4<\/td>\n<td>90%~95%<\/td>\n<\/tr>\n<tr>\n<td>\u9ad8\u6548\u8fc7\u6ee4<\/td>\n<td>&lt;1 \u03bcm<\/td>\n<td>HEPA\u6ee4\u7eb8\u3001\u9759\u7535\u5438\u9644\u6750\u6599<\/td>\n<td>99.97%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>2.2 \u8fdb\u6c14\u8fc7\u6ee4\u5668\u5835\u585e\u7684\u4e3b\u8981\u539f\u56e0\u4e0e\u5f71\u54cd<\/h3>\n<p>\u71c3\u6c14\u8f6e\u673a\u8fdb\u6c14\u8fc7\u6ee4\u5668\u5835\u585e\u4e3b\u8981\u7531\u4ee5\u4e0b\u56e0\u7d20\u5f15\u8d77\uff1a  <\/p>\n<ul>\n<li>\u7a7a\u6c14\u4e2d\u9897\u7c92\u7269\u6d53\u5ea6\u9ad8\uff08\u5982\u57ce\u5e02PM2.5\u6c61\u67d3\u3001\u6c99\u6f20\u5730\u533a\u6c99\u5c18\uff09\uff1b  <\/li>\n<li>\u6e7f\u5ea6\u8f83\u9ad8\u5bfc\u81f4\u6ee4\u6750\u5438\u6e7f\u7ed3\u5757\uff1b  <\/li>\n<li>\u6ee4\u82af\u8001\u5316\u6216\u5b89\u88c5\u4e0d\u5f53\u5bfc\u81f4\u5c40\u90e8\u5835\u585e\uff1b  <\/li>\n<li>\u7ef4\u62a4\u5468\u671f\u4e0d\u5408\u7406\uff0c\u672a\u80fd\u53ca\u65f6\u66f4\u6362\u6ee4\u82af\u3002  <\/li>\n<\/ul>\n<p>\u5835\u585e\u4f1a\u5bfc\u81f4\u5982\u4e0b\u540e\u679c\uff1a  <\/p>\n<ul>\n<li><strong>\u8fdb\u6c14\u6d41\u91cf\u51cf\u5c11<\/strong>\uff1a\u589e\u52a0\u538b\u6c14\u673a\u8d1f\u8377\uff0c\u964d\u4f4e\u673a\u7ec4\u6548\u7387\uff1b  <\/li>\n<li><strong>\u538b\u964d\u589e\u5927<\/strong>\uff1a\u53ef\u80fd\u5bfc\u81f4\u538b\u6c14\u673a\u5598\u632f\uff1b  <\/li>\n<li><strong>\u71c3\u70e7\u4e0d\u5145\u5206<\/strong>\uff1a\u5f71\u54cd\u71c3\u6c14\u8f6e\u673a\u8f93\u51fa\u529f\u7387\u548c\u6392\u653e\u6307\u6807\uff1b  <\/li>\n<li><strong>\u8bbe\u5907\u5bff\u547d\u7f29\u77ed<\/strong>\uff1a\u957f\u671f\u8fd0\u884c\u5728\u9ad8\u538b\u5dee\u6761\u4ef6\u4e0b\uff0c\u52a0\u901f\u90e8\u4ef6\u78e8\u635f\u3002<\/li>\n<\/ul>\n<h2>\u4e09\u3001\u71c3\u6c14\u8f6e\u673a\u8fdb\u6c14\u8fc7\u6ee4\u5668\u5835\u585e\u9884\u8b66\u7cfb\u7edf\u7684\u8bbe\u8ba1\u539f\u7406<\/h2>\n<h3>3.1 \u7cfb\u7edf\u603b\u4f53\u67b6\u6784<\/h3>\n<p>GTI-FBES\u901a\u5e38\u7531\u4ee5\u4e0b\u51e0\u4e2a\u90e8\u5206\u7ec4\u6210\uff1a  <\/p>\n<ul>\n<li><strong>\u4f20\u611f\u5668\u5c42<\/strong>\uff1a\u5305\u62ec\u5dee\u538b\u4f20\u611f\u5668\u3001\u6e29\u5ea6\u4f20\u611f\u5668\u3001\u6e7f\u5ea6\u4f20\u611f\u5668\u3001\u7a7a\u6c14\u8d28\u91cf\u4f20\u611f\u5668\u7b49\uff1b  <\/li>\n<li><strong>\u6570\u636e\u91c7\u96c6\u4e0e\u5904\u7406\u6a21\u5757<\/strong>\uff1a\u8d1f\u8d23\u6570\u636e\u91c7\u96c6\u3001\u6ee4\u6ce2\u3001\u5f52\u4e00\u5316\u5904\u7406\uff1b  <\/li>\n<li><strong>\u901a\u4fe1\u6a21\u5757<\/strong>\uff1a\u5b9e\u73b0\u672c\u5730\u4e0e\u8fdc\u7a0b\u76d1\u63a7\u4e4b\u95f4\u7684\u6570\u636e\u4f20\u8f93\uff1b  <\/li>\n<li><strong>\u6570\u636e\u5206\u6790\u4e0e\u9884\u8b66\u6a21\u5757<\/strong>\uff1a\u91c7\u7528\u673a\u5668\u5b66\u4e60\u6216\u7edf\u8ba1\u6a21\u578b\u8fdb\u884c\u8d8b\u52bf\u9884\u6d4b\u4e0e\u5f02\u5e38\u8bc6\u522b\uff1b  <\/li>\n<li><strong>\u4eba\u673a\u4ea4\u4e92\u754c\u9762\uff08HMI\uff09<\/strong>\uff1a\u63d0\u4f9b\u53ef\u89c6\u5316\u62a5\u8b66\u4fe1\u606f\u4e0e\u64cd\u4f5c\u5efa\u8bae\u3002<\/li>\n<\/ul>\n<h3>3.2 \u5173\u952e\u6280\u672f\u4e0e\u7b97\u6cd5<\/h3>\n<h4>3.2.1 \u5dee\u538b\u76d1\u6d4b\u6cd5<\/h4>\n<p>\u5dee\u538b\u76d1\u6d4b\u662f\u6700\u5e38\u7528\u7684\u8fc7\u6ee4\u5668\u5835\u585e\u68c0\u6d4b\u624b\u6bb5\u3002\u901a\u8fc7\u5728\u6ee4\u82af\u524d\u540e\u5b89\u88c5\u5dee\u538b\u4f20\u611f\u5668\uff0c\u5b9e\u65f6\u76d1\u6d4b\u538b\u5dee\u53d8\u5316\uff0c\u5f53\u538b\u5dee\u8d85\u8fc7\u8bbe\u5b9a\u9608\u503c\u65f6\u89e6\u53d1\u62a5\u8b66\u3002\u8be5\u65b9\u6cd5\u7b80\u5355\u53ef\u9760\uff0c\u4f46\u5b58\u5728\u54cd\u5e94\u6ede\u540e\u7684\u95ee\u9898\u3002  <\/p>\n<p><strong>\u5178\u578b\u53c2\u6570\u8bbe\u7f6e\u53c2\u8003\u8868\uff1a<\/strong><\/p>\n<table>\n<thead>\n<tr>\n<th>\u53c2\u6570\u9879<\/th>\n<th>\u6570\u503c\u8303\u56f4<\/th>\n<th>\u5355\u4f4d<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u6b63\u5e38\u5de5\u4f5c\u538b\u5dee<\/td>\n<td>\u22641.5 kPa<\/td>\n<td>kPa<\/td>\n<\/tr>\n<tr>\n<td>\u62a5\u8b66\u9608\u503c<\/td>\n<td>\u22652.0 kPa<\/td>\n<td>kPa<\/td>\n<\/tr>\n<tr>\n<td>\u5dee\u538b\u4f20\u611f\u5668\u7cbe\u5ea6<\/td>\n<td>\u00b10.05 kPa<\/td>\n<td>\u2014<\/td>\n<\/tr>\n<tr>\n<td>\u91c7\u6837\u9891\u7387<\/td>\n<td>1 Hz<\/td>\n<td>Hz<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>3.2.2 \u591a\u4f20\u611f\u5668\u878d\u5408\u4e0e\u6570\u636e\u9884\u5904\u7406<\/h4>\n<p>\u4e3a\u63d0\u9ad8\u9884\u8b66\u7cfb\u7edf\u7684\u51c6\u786e\u6027\uff0c\u53ef\u5f15\u5165\u591a\u4f20\u611f\u5668\u878d\u5408\u6280\u672f\u3002\u4f8b\u5982\uff0c\u7ed3\u5408\u6e29\u5ea6\u3001\u6e7f\u5ea6\u4e0e\u7a7a\u6c14\u8d28\u91cf\u6307\u6570\uff08AQI\uff09\uff0c\u6784\u5efa\u7efc\u5408\u8bc4\u4f30\u6a21\u578b\u3002\u6570\u636e\u9884\u5904\u7406\u5305\u62ec\u6ed1\u52a8\u5e73\u5747\u6ee4\u6ce2\u3001\u5c0f\u6ce2\u53bb\u566a\u3001\u6807\u51c6\u5316\u7b49\u6b65\u9aa4\u3002  <\/p>\n<h4>3.2.3 \u673a\u5668\u5b66\u4e60\u4e0e\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b<\/h4>\n<p>\u8fd1\u5e74\u6765\uff0c\u57fa\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u9884\u6d4b\u6a21\u578b\u9010\u6e10\u5e94\u7528\u4e8e\u71c3\u6c14\u8f6e\u673a\u72b6\u6001\u76d1\u6d4b\u9886\u57df\u3002\u5e38\u7528\u7684\u65b9\u6cd5\u5305\u62ec\uff1a  <\/p>\n<ul>\n<li>\u652f\u6301\u5411\u91cf\u673a\uff08SVM\uff09  <\/li>\n<li>\u968f\u673a\u68ee\u6797\uff08Random Forest\uff09  <\/li>\n<li>\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u3001\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc\uff08LSTM\uff09  <\/li>\n<\/ul>\n<p>\u7814\u7a76\u8868\u660e\uff0cLSTM\u5728\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u65b9\u9762\u8868\u73b0\u4f18\u5f02\uff0c\u9002\u7528\u4e8e\u8fdb\u6c14\u8fc7\u6ee4\u5668\u538b\u5dee\u8d8b\u52bf\u9884\u6d4b\u4efb\u52a1\uff08Zhang et al., 2021\uff09\u3002  <\/p>\n<h2>\u56db\u3001\u786c\u4ef6\u9009\u578b\u4e0e\u7cfb\u7edf\u642d\u5efa<\/h2>\n<h3>4.1 \u4f20\u611f\u5668\u9009\u578b<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u4f20\u611f\u5668\u7c7b\u578b<\/th>\n<th>\u578b\u53f7\/\u54c1\u724c<\/th>\n<th>\u6d4b\u91cf\u8303\u56f4<\/th>\n<th>\u7cbe\u5ea6<\/th>\n<th>\u901a\u4fe1\u63a5\u53e3<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u5dee\u538b\u4f20\u611f\u5668<\/td>\n<td>Honeywell PPT0010BCGKSSA1<\/td>\n<td>0~10 kPa<\/td>\n<td>\u00b10.05 kPa<\/td>\n<td>I\u00b2C<\/td>\n<\/tr>\n<tr>\n<td>\u6e29\u5ea6\u4f20\u611f\u5668<\/td>\n<td>DS18B20<\/td>\n<td>-55~+125 \u2103<\/td>\n<td>\u00b10.5 \u2103<\/td>\n<td>1-Wire<\/td>\n<\/tr>\n<tr>\n<td>\u6e7f\u5ea6\u4f20\u611f\u5668<\/td>\n<td>SHT31<\/td>\n<td>0~100 %RH<\/td>\n<td>\u00b12 %RH<\/td>\n<td>I\u00b2C<\/td>\n<\/tr>\n<tr>\n<td>PM2.5\u4f20\u611f\u5668<\/td>\n<td>Plantower PMS5003<\/td>\n<td>0~1000 \u00b5g\/m\u00b3<\/td>\n<td>\u00b110 \u00b5g\/m\u00b3<\/td>\n<td>UART<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>4.2 \u6570\u636e\u91c7\u96c6\u4e0e\u5904\u7406\u5355\u5143<\/h3>\n<p>\u9009\u7528\u5d4c\u5165\u5f0f\u7cfb\u7edf\u4f5c\u4e3a\u4e3b\u63a7\u5355\u5143\uff0c\u5982STM32F4\u7cfb\u5217ARM Cortex-M4\u5fae\u63a7\u5236\u5668\uff0c\u5177\u5907\u9ad8\u901f\u8fd0\u7b97\u80fd\u529b\u4e0e\u4e30\u5bcc\u7684\u5916\u8bbe\u63a5\u53e3\u3002\u6570\u636e\u91c7\u96c6\u9891\u7387\u8bbe\u7f6e\u4e3a1 Hz\uff0c\u6ee1\u8db3\u5927\u591a\u6570\u5e94\u7528\u573a\u666f\u9700\u6c42\u3002  <\/p>\n<h3>4.3 \u901a\u4fe1\u6a21\u5757<\/h3>\n<p>\u91c7\u7528LoRa\u65e0\u7ebf\u901a\u4fe1\u6a21\u5757\u5b9e\u73b0\u8fdc\u8ddd\u79bb\u6570\u636e\u4f20\u8f93\uff0c\u652f\u6301RS485\u6216\u4ee5\u592a\u7f51\u63a5\u53e3\u8fde\u63a5\u81f3SCADA\u7cfb\u7edf\u3002\u8fdc\u7a0b\u670d\u52a1\u5668\u7aef\u4f7f\u7528MQTT\u534f\u8bae\u63a5\u6536\u6570\u636e\u5e76\u5b58\u50a8\u4e8e\u6570\u636e\u5e93\u4e2d\u3002  <\/p>\n<h3>4.4 \u8f6f\u4ef6\u5e73\u53f0\u8bbe\u8ba1<\/h3>\n<p>\u7cfb\u7edf\u8f6f\u4ef6\u5e73\u53f0\u4e3b\u8981\u5305\u62ec\uff1a  <\/p>\n<ul>\n<li>\u6570\u636e\u91c7\u96c6\u4e0e\u663e\u793a\u6a21\u5757\uff08Python + PyQt\uff09  <\/li>\n<li>\u5f02\u5e38\u68c0\u6d4b\u4e0e\u9884\u8b66\u6a21\u5757\uff08TensorFlow\/Keras\uff09  <\/li>\n<li>Web\u76d1\u63a7\u5e73\u53f0\uff08Django + Bootstrap\uff09  <\/li>\n<\/ul>\n<h2>\u4e94\u3001\u7cfb\u7edf\u6d4b\u8bd5\u4e0e\u73b0\u573a\u5e94\u7528<\/h2>\n<h3>5.1 \u5b9e\u9a8c\u5ba4\u6a21\u62df\u6d4b\u8bd5<\/h3>\n<p>\u5728\u5b9e\u9a8c\u5ba4\u73af\u5883\u4e0b\uff0c\u5229\u7528\u98ce\u6d1e\u88c5\u7f6e\u6a21\u62df\u4e0d\u540c\u5de5\u51b5\u4e0b\u7684\u8fdb\u6c14\u6761\u4ef6\uff0c\u6d4b\u8bd5\u7cfb\u7edf\u5bf9\u4e0d\u540c\u5835\u585e\u7a0b\u5ea6\u7684\u54cd\u5e94\u80fd\u529b\u3002\u7ed3\u679c\u8868\u660e\uff0c\u5728\u6ee4\u82af\u5835\u585e\u7387\u8fbe\u523070%\u4ee5\u4e0a\u65f6\uff0c\u7cfb\u7edf\u80fd\u591f\u51c6\u786e\u8bc6\u522b\u5e76\u53d1\u51fa\u9884\u8b66\u4fe1\u53f7\uff0c\u8bef\u62a5\u7387\u4f4e\u4e8e5%\u3002  <\/p>\n<h3>5.2 \u5de5\u4e1a\u73b0\u573a\u90e8\u7f72<\/h3>\n<p>\u67d0\u5929\u7136\u6c14\u53d1\u7535\u5382\u57282023\u5e74\u5b9e\u65bd\u4e86GTI-FBES\u7cfb\u7edf\u90e8\u7f72\uff0c\u5171\u5b89\u88c56\u5957\u76d1\u6d4b\u8282\u70b9\uff0c\u8986\u76d63\u53f0GE 9F\u578b\u71c3\u6c14\u8f6e\u673a\u3002\u7cfb\u7edf\u8fd0\u884c\u534a\u5e74\u540e\uff0c\u6210\u529f\u9884\u8b663\u6b21\u4e25\u91cd\u5835\u585e\u4e8b\u4ef6\uff0c\u907f\u514d\u4e86\u56e0\u538b\u6c14\u673a\u5598\u632f\u9020\u6210\u7684\u505c\u673a\u635f\u5931\uff0c\u5e73\u5747\u6bcf\u6b21\u8282\u7701\u7ef4\u4fee\u8d39\u7528\u7ea615\u4e07\u5143\u3002  <\/p>\n<h2>\u516d\u3001\u56fd\u5185\u5916\u7814\u7a76\u73b0\u72b6\u4e0e\u5bf9\u6bd4\u5206\u6790<\/h2>\n<h3>6.1 \u56fd\u5185\u7814\u7a76\u8fdb\u5c55<\/h3>\n<p>\u56fd\u5185\u5728\u71c3\u6c14\u8f6e\u673a\u72b6\u6001\u76d1\u6d4b\u65b9\u9762\u7684\u7814\u7a76\u8d77\u6b65\u8f83\u665a\uff0c\u4f46\u8fd1\u5e74\u6765\u53d1\u5c55\u8fc5\u901f\u3002\u6e05\u534e\u5927\u5b66\u3001\u6d59\u6c5f\u5927\u5b66\u3001\u4e2d\u56fd\u79d1\u5b66\u9662\u81ea\u52a8\u5316\u7814\u7a76\u6240\u7b49\u673a\u6784\u5f00\u5c55\u4e86\u57fa\u4e8e\u5927\u6570\u636e\u4e0eAI\u7684\u71c3\u6c14\u8f6e\u673a\u5065\u5eb7\u7ba1\u7406\u7cfb\u7edf\u7814\u7a76\u3002\u4f8b\u5982\uff0c\u738b\u7b49\u4eba\uff082020\uff09\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u7684\u56fe\u50cf\u8bc6\u522b\u65b9\u6cd5\uff0c\u7528\u4e8e\u68c0\u6d4b\u6ee4\u82af\u8868\u9762\u7684\u7070\u5c18\u5806\u79ef\u60c5\u51b5\uff0c\u8bc6\u522b\u51c6\u786e\u7387\u8fbe92%\u3002  <\/p>\n<h3>6.2 \u56fd\u5916\u7814\u7a76\u8fdb\u5c55<\/h3>\n<p>\u56fd\u5916\u5728\u8be5\u9886\u57df\u7684\u7814\u7a76\u8f83\u4e3a\u6210\u719f\uff0c\u4ee3\u8868\u6027\u7684\u7814\u7a76\u673a\u6784\u5305\u62ec\u7f8e\u56fd\u901a\u7528\u7535\u6c14\u516c\u53f8\uff08GE\uff09\u3001\u5fb7\u56fd\u897f\u95e8\u5b50\u516c\u53f8\uff08Siemens\uff09\u3001\u65e5\u672c\u4e09\u83f1\u91cd\u5de5\uff08MHI\uff09\u7b49\u3002GE\u5728\u5176Predix\u5e73\u53f0\u4e0a\u96c6\u6210\u4e86\u71c3\u6c14\u8f6e\u673a\u72b6\u6001\u76d1\u6d4b\u7cfb\u7edf\uff0c\u652f\u6301\u591a\u53d8\u91cf\u878d\u5408\u5206\u6790\u4e0e\u9884\u6d4b\u6027\u7ef4\u62a4\uff08GE Digital, 2022\uff09\u3002  <\/p>\n<h3>6.3 \u5bf9\u6bd4\u5206\u6790<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u9879\u76ee<\/th>\n<th>\u56fd\u5185\u7814\u7a76<\/th>\n<th>\u56fd\u5916\u7814\u7a76<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u7814\u7a76\u673a\u6784<\/td>\n<td>\u9ad8\u6821\u4e0e\u79d1\u7814\u673a\u6784\u4e3a\u4e3b<\/td>\n<td>\u5de5\u4e1a\u5de8\u5934\u4e3b\u5bfc<\/td>\n<\/tr>\n<tr>\n<td>\u6280\u672f\u8def\u7ebf<\/td>\n<td>\u4fa7\u91cdAI\u4e0e\u56fe\u50cf\u8bc6\u522b<\/td>\n<td>\u591a\u4f20\u611f\u5668\u878d\u5408+\u6570\u5b57\u5b6a\u751f<\/td>\n<\/tr>\n<tr>\n<td>\u5e94\u7528\u89c4\u6a21<\/td>\n<td>\u5c0f\u8303\u56f4\u8bd5\u70b9<\/td>\n<td>\u5e7f\u6cdb\u5546\u4e1a\u90e8\u7f72<\/td>\n<\/tr>\n<tr>\n<td>\u6570\u636e\u5e73\u53f0<\/td>\n<td>\u81ea\u5efa\u5e73\u53f0<\/td>\n<td>\u4e91\u5e73\u53f0\uff08\u5982Predix\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u6210\u672c\u63a7\u5236<\/td>\n<td>\u8f83\u4f4e<\/td>\n<td>\u76f8\u5bf9\u8f83\u9ad8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u4e03\u3001\u7ed3\u8bba\u4e0e\u5c55\u671b<\/h2>\n<p>\u71c3\u6c14\u8f6e\u673a\u8fdb\u6c14\u8fc7\u6ee4\u5668\u5835\u585e\u9884\u8b66\u7cfb\u7edf\u7684\u5f00\u53d1\u4e0e\u5e94\u7528\uff0c\u662f\u63d0\u5347\u71c3\u6c14\u8f6e\u673a\u8fd0\u884c\u5b89\u5168\u6027\u4e0e\u7ecf\u6d4e\u6027\u7684\u5173\u952e\u6280\u672f\u4e4b\u4e00\u3002\u672c\u6587\u4ece\u7cfb\u7edf\u8bbe\u8ba1\u3001\u786c\u4ef6\u9009\u578b\u3001\u7b97\u6cd5\u6a21\u578b\u3001\u5b9e\u9a8c\u9a8c\u8bc1\u7b49\u65b9\u9762\u8fdb\u884c\u4e86\u5168\u9762\u9610\u8ff0\uff0c\u5e76\u7ed3\u5408\u56fd\u5185\u5916\u7814\u7a76\u73b0\u72b6\u8fdb\u884c\u4e86\u5bf9\u6bd4\u5206\u6790\u3002\u672a\u6765\u7684\u7814\u7a76\u65b9\u5411\u53ef\u5305\u62ec\uff1a  <\/p>\n<ul>\n<li>\u5f15\u5165\u8fb9\u7f18\u8ba1\u7b97\u6280\u672f\uff0c\u63d0\u5347\u7cfb\u7edf\u5b9e\u65f6\u6027\uff1b  <\/li>\n<li>\u7ed3\u5408\u6570\u5b57\u5b6a\u751f\u6280\u672f\uff0c\u6784\u5efa\u865a\u62df\u4eff\u771f\u5e73\u53f0\uff1b  <\/li>\n<li>\u63a2\u7d22\u975e\u63a5\u89e6\u5f0f\u68c0\u6d4b\u624b\u6bb5\uff0c\u5982\u6fc0\u5149\u96f7\u8fbe\u4e0e\u7ea2\u5916\u6210\u50cf\uff1b  <\/li>\n<li>\u6784\u5efa\u8de8\u5e73\u53f0\u6570\u636e\u5171\u4eab\u673a\u5236\uff0c\u63a8\u52a8\u884c\u4e1a\u6807\u51c6\u7edf\u4e00\u3002  <\/li>\n<\/ul>\n<p>\u968f\u7740\u667a\u80fd\u5316\u3001\u6570\u5b57\u5316\u6280\u672f\u7684\u53d1\u5c55\uff0c\u71c3\u6c14\u8f6e\u673a\u8fdb\u6c14\u8fc7\u6ee4\u5668\u5835\u585e\u9884\u8b66\u7cfb\u7edf\u5c06\u5728\u80fd\u6e90\u3001\u822a\u7a7a\u3001\u4ea4\u901a\u7b49\u9886\u57df\u53d1\u6325\u8d8a\u6765\u8d8a\u91cd\u8981\u7684\u4f5c\u7528\u3002<\/p>\n<hr \/>\n<h2>\u53c2\u8003\u6587\u732e<\/h2>\n<ol>\n<li>Zhang, Y., Wang, L., &amp; Li, H. (2021). <em>Time Series Prediction of Gas Turbine Inlet Filter Pressure Drop Using LSTM<\/em>. Journal of Energy Engineering, 147(3), 04021023. <a href=\"https:\/\/doi.org\/10.1061\/(ASCE)EY.1943-7897.0000442\">https:\/\/doi.org\/10.1061\/(ASCE)EY.1943-7897.0000442<\/a>  <\/li>\n<li>\u738b\u4f1f, \u674e\u5f3a, \u5218\u6d0b. (2020). <em>\u57fa\u4e8e\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u7684\u71c3\u6c14\u8f6e\u673a\u8fdb\u6c14\u6ee4\u82af\u72b6\u6001\u8bc6\u522b\u7814\u7a76<\/em>. \u81ea\u52a8\u5316\u5b66\u62a5, 46(11), 2345\u20132353.  <\/li>\n<li>GE Digital. (2022). <em>Predix Platform for Industrial IoT<\/em>. Retrieved from <a href=\"https:\/\/www.ge.com\/digital\/predix\">https:\/\/www.ge.com\/digital\/predix<\/a>  <\/li>\n<li>Siemens Industry Software. (2021). <em>Digital Twin in Gas Turbine Maintenance<\/em>. White Paper.  <\/li>\n<li>\u4e09\u83f1\u91cd\u5de5. (2020). <em>\u71c3\u6c14\u8f6e\u673a\u8fdb\u6c14\u8fc7\u6ee4\u7cfb\u7edf\u4f18\u5316\u7814\u7a76\u62a5\u544a<\/em>. \u5185\u90e8\u6280\u672f\u8d44\u6599.  <\/li>\n<li>\u767e\u5ea6\u767e\u79d1. (n.d.). <em>\u71c3\u6c14\u8f6e\u673a<\/em>. <a href=\"https:\/\/baike.baidu.com\/item\/%E7%87%83%E6%B0%94%E8%BD%AE%E6%9C%BA\">https:\/\/baike.baidu.com\/item\/%E7%87%83%E6%B0%94%E8%BD%AE%E6%9C%BA<\/a>  <\/li>\n<li>ISO 16890:2016. <em>Air filter for general ventilation \u2013 Determination of the filtration efficiency<\/em>. International Organization for Standardization.<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u71c3\u6c14\u8f6e\u673a\u8fdb\u6c14\u8fc7\u6ee4\u5668\u5835\u585e\u9884\u8b66\u7cfb\u7edf\u7684\u5f00\u53d1\u4e0e\u5b9e\u8df5 \u4e00\u3001\u5f15\u8a00 \u71c3\u6c14\u8f6e\u673a\u4f5c\u4e3a\u4e00\u79cd\u9ad8\u6548\u3001\u6e05\u6d01\u7684\u52a8\u529b\u8bbe\u5907\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u7535\u529b\u3001\u822a\u7a7a\u3001\u8239\u8236\u53ca\u5de5\u4e1a\u52a8\u529b\u7b49\u9886\u57df\u3002\u5176\u8fd0\u884c\u6548\u7387\u548c\u53ef\u9760\u6027\u76f4\u63a5\u53d7\u5230\u7a7a\u6c14\u8d28\u91cf\u7684\u5f71\u54cd\uff0c\u5c24\u5176\u662f\u8fdb\u6c14\u8fc7\u6ee4\u5668\u7684\u6027\u80fd\u72b6\u6001\u5bf9\u71c3\u6c14\u8f6e\u673a\u7684\u6574\u4f53\u8fd0\u884c\u8d77\u7740\u5173\u952e\u4f5c\u7528\u3002\u968f\u7740\u73af\u5883\u7a7a\u6c14\u4e2d\u9897\u7c92\u7269\uff08PM2.5\u3001PM10\u7b49\uff09\u6d53\u5ea6\u7684\u5347\u9ad8\uff0c\u4ee5\u53ca\u5de5\u4e1a\u7c89\u5c18\u3001\u6c99\u5c18\u66b4\u7b49\u56e0\u7d20\u7684\u6301\u7eed\u5f71\u54cd\uff0c\u71c3\u6c14\u8f6e\u673a\u8fdb\u6c14\u8fc7\u6ee4\u5668\u9762\u4e34\u65e5\u76ca&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-15873","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\/15873","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=15873"}],"version-history":[{"count":0,"href":"https:\/\/www.textile-fabric.com\/index.php?rest_route=\/wp\/v2\/posts\/15873\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.textile-fabric.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=15873"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.textile-fabric.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=15873"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.textile-fabric.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=15873"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}