{"id":14591,"date":"2021-07-04T04:06:00","date_gmt":"2021-07-03T23:36:00","guid":{"rendered":"https:\/\/ilamcement.com\/?p=14591"},"modified":"2023-08-12T19:09:29","modified_gmt":"2023-08-12T15:39:29","slug":"%d9%be%db%8c%d8%b4-%d8%a8%db%8c%d9%86%db%8c-%d9%85%da%a9%d8%b4-%d8%a8%d8%b1%d8%a7%db%8c-%d8%a2%d8%b3%db%8c%d8%a7%db%8c-%d8%b5%d9%86%d8%b9%d8%aa%db%8c-%da%af%d9%84%d9%88%d9%84%d9%87-%d8%a7%db%8c-%d9%85","status":"publish","type":"post","link":"https:\/\/ilamcement.com\/blog\/2021\/07\/04\/%d9%be%db%8c%d8%b4-%d8%a8%db%8c%d9%86%db%8c-%d9%85%da%a9%d8%b4-%d8%a8%d8%b1%d8%a7%db%8c-%d8%a2%d8%b3%db%8c%d8%a7%db%8c-%d8%b5%d9%86%d8%b9%d8%aa%db%8c-%da%af%d9%84%d9%88%d9%84%d9%87-%d8%a7%db%8c-%d9%85\/","title":{"rendered":"\u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0645\u06a9\u0634 \u0628\u0631\u0627\u06cc \u0622\u0633\u06cc\u0627\u06cc \u0635\u0646\u0639\u062a\u06cc \u06af\u0644\u0648\u0644\u0647 \u0627\u06cc \u0645\u0648\u0627\u062f \u062e\u0627\u0645 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\u062a\u0647\u0631\u0627\u0646<\/p>\n<p style=\"text-align: center;\">2. \u062f\u0627\u0646\u0634\u06cc\u0627\u0631 \u062f\u0627\u0646\u0634\u06af\u0627\u0647 \u0635\u0646\u0639\u062a\u06cc \u0644\u0648\u0644\u0626\u0627 \u0633\u0648\u0626\u062f<\/p>\n<p style=\"text-align: center;\">* Corresponding author email: saeed.chelgani@ltu.se<\/p>\n<p style=\"text-align: right;\"><strong><a href=\"http:\/\/ilamcement.com\/files\/maghalat\/ventilation in Persian.pdf\">\u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0641\u0627\u06cc\u0644 \u067e\u06cc \u062f\u06cc \u0627\u0641<\/a><\/strong><\/p>\n<p>\u0645\u0642\u062f\u0645\u0647 : \u062f\u0631 \u0635\u0646\u0639\u062a \u0633\u06cc\u0645\u0627\u0646\u060c \u0622\u0633\u06cc\u0627\u06a9\u0646\u06cc \u06cc\u06a9\u06cc \u0627\u0632 \u0639\u0645\u062f\u0647\u00ad\u062a\u0631\u06cc\u0646 \u0645\u0631\u0627\u062d\u0644 \u0645\u0635\u0631\u0641 \u06a9\u0646\u0646\u062f\u0647 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\u0645\u062f\u0644\u00ad\u0647\u0627\u06cc \u0642\u0627\u0628\u0644 \u0627\u062a\u06a9\u0627\u06cc\u06cc \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u0641\u0647\u0648\u0645 \u062c\u062f\u06cc\u062f\u060c \u0627\u062e\u06cc\u0631\u0627 \u0622\u0632\u0645\u0627\u06cc\u0634\u06af\u0627\u0647 \u0647\u0648\u0634\u0645\u0646\u062f \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc\u00ad\u0634\u0648\u062f. \u062a\u0648\u0644\u06cc\u062f \u06cc\u06a9 \u0622\u0632\u0645\u0627\u06cc\u0634\u06af\u0627\u0647 \u0647\u0648\u0634\u0645\u0646\u062f(CL) \u00a0\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647\u00a0 \u0627\u0632 \u06cc\u06a9 \u0645\u062f\u0644 \u0642\u0648\u06cc(AI) \u00a0\u0645\u06cc\u00ad\u062a\u0648\u0627\u0646\u062f \u0647\u0632\u06cc\u0646\u0647\u00ad\u0647\u0627 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0627\u062f \u0648 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0635\u0631\u0641\u0647\u00ad\u062c\u0648\u06cc\u06cc \u06a9\u0631\u062f \u0648 \u0633\u06cc\u0633\u062a\u0645 \u06a9\u0646\u062a\u0631\u0644\u06cc \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u06cc\u062f \u0648 \u0686\u0627\u0644\u0634\u00ad\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0628\u0632\u0631\u06af \u0645\u0642\u06cc\u0627\u0633 \u06a9\u0631\u062f\u0646 \u0631\u0627 \u0645\u0631\u062a\u0641\u0639 \u0646\u0645\u0648\u062f[14-13]. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 \u0645\u0637\u0627\u0644\u0639\u0627\u062a \u06a9\u0645\u06cc \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0634\u0641 \u0631\u0648\u0627\u0628\u0637 \u0628\u06cc\u0646 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a[16-15] \u0648 \u062a\u0627 \u06a9\u0646\u0648\u0646 \u0647\u06cc\u0686 \u0645\u0637\u0627\u0644\u0639\u0647\u00ad\u0627\u06cc \u0627\u0632 \u0622\u0632\u0645\u0627\u06cc\u0634\u06af\u0627\u0647\u00a0 \u0647\u0648\u0634\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062a\u0627\u062b\u06cc\u0631 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0631 \u0645\u06a9\u0634 \u0622\u0633\u06cc\u0627 \u0627\u0646\u062c\u0627\u0645 \u0646\u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0645\u0637\u0627\u0644\u0639\u0647 \u06cc\u06a9 \u0622\u0632\u0645\u0627\u06cc\u0634\u06af\u0627\u0647 \u0647\u0648\u0634\u0645\u0646\u062f \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062a\u0642\u0648\u06cc\u062a \u0634\u062f\u0647 (BNN) \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u062f\u0644 AI \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u067e\u0631\u06a9\u0631\u062f\u0646 \u0627\u06cc\u0646 \u0634\u06a9\u0627\u0641 \u0645\u0639\u0631\u0641\u06cc \u062e\u0648\u0627\u0647\u062f \u06a9\u0631\u062f. \u0628\u0631\u0627\u06cc \u0627\u0648\u0644\u06cc\u0646 \u0628\u0627\u0631 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0647 \u0627\u0647\u0645\u06cc\u062a \u0648 \u0627\u062b\u0631\u0628\u062e\u0634\u06cc \u0647\u0645\u0647 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u06a9\u0646\u062a\u0631\u0644\u06cc \u0628\u0631\u0631\u0648\u06cc \u0645\u06a9\u0634 \u0622\u0633\u06cc\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u062f\u0627\u062f\u0647\u00ad\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0631\u0635\u062f \u0634\u062f\u0647 \u0627\u0632 \u062e\u0637 \u06cc\u06a9 \u06a9\u0627\u0631\u062e\u0627\u0646\u0647 \u0633\u06cc\u0645\u0627\u0646 \u0627\u06cc\u0644\u0627\u0645 \u0628\u0627 \u0645\u062f\u0644 BNN \u0645\u06cc\u00ad\u067e\u0631\u062f\u0627\u0632\u062f\u060c \u0646\u062a\u0627\u06cc\u062c \u067e\u06cc\u0634\u00ad\u0628\u06cc\u0646\u06cc \u0628\u0627 \u062f\u0648 \u0645\u062f\u0644 \u0642\u062f\u06cc\u0645\u06cc \u0648 \u067e\u06cc\u06cc\u0634\u0631\u0641\u062a\u0647 AI \u00a0(\u062c\u0646\u06af\u0644 \u062a\u0635\u0627\u062f\u0641\u06cc RF \u0648 \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 SVR) \u0628\u0631\u0627\u06cc \u0627\u0647\u062f\u0627\u0641 \u0635\u062d\u0647\u00ad\u06af\u0630\u0627\u0631\u06cc \u062f\u0631 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u0642\u0627\u06cc\u0633\u0647 \u0634\u062f. \u0645\u0648\u0627\u062f \u0648 \u0631\u0648\u0634: 2-1 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647: \u0628\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0631\u0648\u0627\u0628\u0637 \u0628\u06cc\u0646 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0627\u0646\u062f\u0627\u0632\u0647\u00ad\u06af\u06cc\u0631\u06cc \u0634\u062f\u0647 \u0645\u062e\u062a\u0644\u0641\u060c \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u062f\u0627\u0631\u0647\u0627\u06cc \u0622\u0633\u06cc\u0627\u06cc \u06af\u0644\u0648\u0644\u0647\u00ad\u0627\u06cc \u0645\u0648\u0627\u062f \u062e\u0627\u0645 \u062e\u0637 \u06cc\u06a9 \u062f\u0631 \u06a9\u0627\u0631\u062e\u0627\u0646\u0647 \u0633\u06cc\u0645\u0627\u0646 \u0627\u06cc\u0644\u0627\u0645 \u062c\u0645\u0639\u00ad\u0622\u0648\u0631\u06cc \u0634\u062f. \u0634\u06a9\u0644(1) \u0627\u06cc\u0646 \u06a9\u0627\u0631\u062e\u0627\u0646\u0647 \u062f\u0627\u0631\u0627\u06cc 2 \u062e\u0637 \u062a\u0648\u0644\u06cc\u062f \u0628\u0627 \u062a\u0648\u0644\u06cc\u062f 5300 \u062a\u0646 \u062f\u0631 \u0631\u0648\u0632 \u0627\u0633\u062a. \u0622\u0633\u06cc\u0627\u06cc \u0645\u0648\u0627\u062f \u062e\u0627\u0645 \u06af\u0644\u0648\u0644\u0647\u00ad\u0627\u06cc \u062f\u0627\u0631\u0627\u06cc \u06cc\u06a9 \u0627\u062a\u0627\u0642\u0686\u0647 \u0628\u0627 \u0642\u0637\u0631 5.2 \u0645\u062a\u0631 \u0648 \u0637\u0648\u0644 11.20 \u0645\u062a\u0631 \u0628\u0627 \u0638\u0631\u0641\u06cc\u062a \u0627\u0633\u0645\u06cc 240 \u062a\u0646 \u062f\u0631 \u0631\u0648\u0632 \u0633\u0627\u062e\u062a\u0627\u0631 \u0634\u0631\u06a9\u062a PSP \u06a9\u0634\u0648\u0631 \u0686\u06a9 \u0627\u0633\u062a\u060c \u0633\u0631\u0639\u062a \u0686\u0631\u062e\u0634 \u0622\u0633\u06cc\u0627 \u0639\u0645\u062f\u062a\u0627 \u062b\u0627\u0628\u062a \u0628\u0648\u062f\u0647 \u0648 \u0628\u0631\u0627\u0628\u0631 14 \u062f\u0648\u0631 \u062f\u0631 \u062f\u0642\u06cc\u0642\u0647(rpm) \u0648 \u062a\u0642\u0631\u06cc\u0628\u0627 \u0628\u0627 \u062f\u0648\u0631\u0647 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u06cc\u06a9\u00ad\u0633\u0627\u0644\u0647 \u0630\u0631\u0647\u00ad\u0647\u0627 \u062a\u0639\u0648\u06cc\u0636 \u0645\u06cc\u00ad\u0634\u0648\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0648\u0627\u062d\u062f \u0622\u0633\u06cc\u0627\u06a9\u0646\u06cc \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0631\u0635\u062f \u0645\u06cc\u00ad\u0634\u0648\u0646\u062f (\u062c\u062f\u0648\u0644 1). \u0645\u062a\u063a\u06cc\u0631\u0647\u0627 \u0628\u0635\u0648\u0631\u062a \u0633\u0627\u0639\u062a\u06cc \u06a9\u0646\u062a\u0631\u0644 \u0648 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u00ad\u0634\u0648\u0646\u062f( \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0645\u062f\u0627\u0631 \u062e\u0631\u062f\u0627\u06cc\u0634 \u062f\u0631 \u062d\u0627\u0644\u062a \u067e\u0627\u06cc\u062f\u0627\u0631 \u0648 \u062a\u0639\u0627\u062f\u0644 \u0628\u0627\u0634\u062f). \u0628\u0637\u0648\u0631 \u06a9\u0644\u06cc \u0628\u06cc\u0634 \u0627\u0632 2000 \u0631\u06a9\u0648\u0631\u062f \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u00ad\u0633\u0627\u0632\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f. \u0628\u0637\u0648\u0631 \u0645\u0646\u0638\u0645 \u0627\u0646\u062f\u0627\u0632\u0647\u00ad\u06af\u06cc\u0631\u06cc \u0641\u0634\u0627\u0631 \u0642\u0628\u0644 \u0648 \u0628\u0639\u062f \u0627\u0632 \u0622\u0633\u06cc\u0627 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628(PBMF \u00a0\u0648 PAMF) \u0631\u0627 \u0645\u06cc\u00ad\u062a\u0648\u0627\u0646 \u0627\u0632 \u0641\u0627\u06a9\u062a\u0648\u0631\u0647\u0627\u06cc \u0645\u06a9\u0634 \u0622\u0633\u06cc\u0627 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a.<\/p>\n<table width=\"0\">\n<tbody>\n<tr>\n<td width=\"257\">\u0645\u062a\u063a\u06cc\u0631\u0647\u0627<\/td>\n<td width=\"68\">\u06a9\u0645\u062a\u0631\u06cc\u0646<\/td>\n<td width=\"70\">\u0628\u06cc\u0634\u062a\u0631\u06cc\u0646<\/td>\n<td width=\"64\">\u0645\u062a\u0648\u0633\u0637<\/td>\n<td width=\"116\">\u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0632 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Temperature of exhaust electro filter \u00a9<\/td>\n<td width=\"68\">50<\/td>\n<td width=\"70\">260<\/td>\n<td width=\"64\">119.90<\/td>\n<td width=\"116\">12.85<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">HVP (1) (KV)<\/td>\n<td width=\"68\">7<\/td>\n<td width=\"70\">596<\/td>\n<td width=\"64\">62.90<\/td>\n<td width=\"116\">129.80<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">HVP (2) (KV)<\/td>\n<td width=\"68\">31<\/td>\n<td width=\"70\">74<\/td>\n<td width=\"64\">67.00<\/td>\n<td width=\"116\">3.60<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Electro filter duct pressure (mbar)<\/td>\n<td width=\"68\">1<\/td>\n<td width=\"70\">41<\/td>\n<td width=\"64\">14.33<\/td>\n<td width=\"116\">1.99<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Inlet electro filter temperature \u00a9<\/td>\n<td width=\"68\">44<\/td>\n<td width=\"70\">173<\/td>\n<td width=\"64\">106.14<\/td>\n<td width=\"116\">7.55<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Electro filter damper fan<\/td>\n<td width=\"68\">15<\/td>\n<td width=\"70\">100<\/td>\n<td width=\"64\">98.93<\/td>\n<td width=\"116\">7.49<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Electro filter fan (A)<\/td>\n<td width=\"68\">22<\/td>\n<td width=\"70\">89<\/td>\n<td width=\"64\">38.75<\/td>\n<td width=\"116\">3.47<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Mill fan duct temperature \u00a9<\/td>\n<td width=\"68\">2<\/td>\n<td width=\"70\">115<\/td>\n<td width=\"64\">79.39<\/td>\n<td width=\"116\">7.50<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">After mill fan pressure (mbar)<\/td>\n<td width=\"68\">4<\/td>\n<td width=\"70\">18<\/td>\n<td width=\"64\">7.52<\/td>\n<td width=\"116\">1.32<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Before mill fan (mbar)<\/td>\n<td width=\"68\">39<\/td>\n<td width=\"70\">64<\/td>\n<td width=\"64\">53.88<\/td>\n<td width=\"116\">2.30<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Mill fan motor (A)<\/td>\n<td width=\"68\">6<\/td>\n<td width=\"70\">84<\/td>\n<td width=\"64\">62.33<\/td>\n<td width=\"116\">2.48<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Mill fan damper (%)<\/td>\n<td width=\"68\">80<\/td>\n<td width=\"70\">100<\/td>\n<td width=\"64\">99.90<\/td>\n<td width=\"116\">1.25<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Hot air damper (%)<\/td>\n<td width=\"68\">46<\/td>\n<td width=\"70\">100<\/td>\n<td width=\"64\">57.30<\/td>\n<td width=\"116\">11.82<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Separator rotor (rpm)<\/td>\n<td width=\"68\">17<\/td>\n<td width=\"70\">50<\/td>\n<td width=\"64\">22.64<\/td>\n<td width=\"116\">3.92<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">After separator fan pressure (mbar)<\/td>\n<td width=\"68\">0<\/td>\n<td width=\"70\">109<\/td>\n<td width=\"64\">2.28<\/td>\n<td width=\"116\">2.52<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Total feed (ton)<\/td>\n<td width=\"68\">18<\/td>\n<td width=\"70\">230<\/td>\n<td width=\"64\">191.01<\/td>\n<td width=\"116\">17.67<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Mix bin feeders (ton)<\/td>\n<td width=\"68\">18<\/td>\n<td width=\"70\">220<\/td>\n<td width=\"64\">180.1<\/td>\n<td width=\"116\">18.95<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Damper of separator fan (%)<\/td>\n<td width=\"68\">35<\/td>\n<td width=\"70\">95<\/td>\n<td width=\"64\">51.75<\/td>\n<td width=\"116\">6.79<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Before mill fan pressure (mbar)<\/td>\n<td width=\"68\">9<\/td>\n<td width=\"70\">73<\/td>\n<td width=\"64\">14.17<\/td>\n<td width=\"116\">2.48<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Separator outlet temperature \u00a9<\/td>\n<td width=\"68\">43<\/td>\n<td width=\"70\">112<\/td>\n<td width=\"64\">73.63<\/td>\n<td width=\"116\">7.79<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Separator fan (A)<\/td>\n<td width=\"68\">26<\/td>\n<td width=\"70\">180<\/td>\n<td width=\"64\">29.94<\/td>\n<td width=\"116\">3.45<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Separator motor (A)<\/td>\n<td width=\"68\">12<\/td>\n<td width=\"70\">1173<\/td>\n<td width=\"64\">119.56<\/td>\n<td width=\"116\">23.49<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Airlift blower2 (A)<\/td>\n<td width=\"68\">15<\/td>\n<td width=\"70\">264<\/td>\n<td width=\"64\">170.84<\/td>\n<td width=\"116\">12.05<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Airlift blower1 (A)<\/td>\n<td width=\"68\">17<\/td>\n<td width=\"70\">198<\/td>\n<td width=\"64\">172.76<\/td>\n<td width=\"116\">11.18<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Buck elevator motor2 (A)<\/td>\n<td width=\"68\">40<\/td>\n<td width=\"70\">87<\/td>\n<td width=\"64\">54.54<\/td>\n<td width=\"116\">3.15<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Buck elevator motor1 (A)<\/td>\n<td width=\"68\">42<\/td>\n<td width=\"70\">72<\/td>\n<td width=\"64\">53.88<\/td>\n<td width=\"116\">4.00<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Main motor2 (A)<\/td>\n<td width=\"68\">23<\/td>\n<td width=\"70\">841<\/td>\n<td width=\"64\">241.36<\/td>\n<td width=\"116\">20.50<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Main motor1 (A)<\/td>\n<td width=\"68\">205<\/td>\n<td width=\"70\">2369<\/td>\n<td width=\"64\">241.39<\/td>\n<td width=\"116\">47.23<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Mill outlet pressure (mbar)<\/td>\n<td width=\"68\">24<\/td>\n<td width=\"70\">369<\/td>\n<td width=\"64\">35.63<\/td>\n<td width=\"116\">7.85<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Mill inlet pressure (mbar)<\/td>\n<td width=\"68\">2<\/td>\n<td width=\"70\">14<\/td>\n<td width=\"64\">9.59<\/td>\n<td width=\"116\">0.96<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Main gearbox2 temperature \u00a9<\/td>\n<td width=\"68\">12<\/td>\n<td width=\"70\">60<\/td>\n<td width=\"64\">35.79<\/td>\n<td width=\"116\">6.63<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Main gearbox1 temperature \u00a9<\/td>\n<td width=\"68\">14<\/td>\n<td width=\"70\">56<\/td>\n<td width=\"64\">40.90<\/td>\n<td width=\"116\">5.97<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Outlet bearing temperature \u00a9<\/td>\n<td width=\"68\">30<\/td>\n<td width=\"70\">64<\/td>\n<td width=\"64\">51.37<\/td>\n<td width=\"116\">5.52<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Inlet bearing temperature\u00a9<\/td>\n<td width=\"68\">28<\/td>\n<td width=\"70\">59<\/td>\n<td width=\"64\">44.80<\/td>\n<td width=\"116\">4.85<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Mill outlet temperature \u00a9<\/td>\n<td width=\"68\">41<\/td>\n<td width=\"70\">124<\/td>\n<td width=\"64\">80.29<\/td>\n<td width=\"116\">7.30<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Mill inlet temperature \u00a9<\/td>\n<td width=\"68\">69<\/td>\n<td width=\"70\">498<\/td>\n<td width=\"64\">281.90<\/td>\n<td width=\"116\">22.48<\/td>\n<\/tr>\n<tr>\n<td width=\"257\">Circulating load (ton)<\/td>\n<td width=\"68\">4<\/td>\n<td width=\"70\">468<\/td>\n<td width=\"64\">143.03<\/td>\n<td width=\"116\">64.47<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<div id=\"attachment_14592\" style=\"width: 634px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-14592\" class=\"size-full wp-image-14592\" src=\"..\/wp-content\/uploads\/\u0645\u062f\u0627\u0631-\u062e\u0631\u062f\u0627\u06cc\u0634-\u0622\u0633\u06cc\u0627\u06cc-\u0645\u0648\u0627\u062f-\u062e\u0627\u0645-\u06af\u0644\u0648\u0644\u0647-\u0627\u06cc.jpg\" alt=\"\u0639\u06a9\u06331 \u0634\u0645\u0627\u062a\u06cc\u06a9 \u0645\u062f\u0627\u0631 \u062e\u0631\u062f\u0627\u06cc\u0634 \u0622\u0633\u06cc\u0627\u06cc \u0645\u0648\u0627\u062f \u062e\u0627\u0645 \u06af\u0644\u0648\u0644\u0647 \u0627\u06cc \u06a9\u0627\u0631\u062e\u0627\u0646\u0647 \u0633\u06cc\u0645\u0627\u0646 \u0627\u06cc\u0644\u0627\u0645\" width=\"624\" height=\"251\" srcset=\"https:\/\/ilamcement.com\/wp-content\/uploads\/\u0645\u062f\u0627\u0631-\u062e\u0631\u062f\u0627\u06cc\u0634-\u0622\u0633\u06cc\u0627\u06cc-\u0645\u0648\u0627\u062f-\u062e\u0627\u0645-\u06af\u0644\u0648\u0644\u0647-\u0627\u06cc.jpg 624w, https:\/\/ilamcement.com\/wp-content\/uploads\/\u0645\u062f\u0627\u0631-\u062e\u0631\u062f\u0627\u06cc\u0634-\u0622\u0633\u06cc\u0627\u06cc-\u0645\u0648\u0627\u062f-\u062e\u0627\u0645-\u06af\u0644\u0648\u0644\u0647-\u0627\u06cc-300x121.jpg 300w\" sizes=\"(max-width: 624px) 100vw, 624px\" \/><p id=\"caption-attachment-14592\" class=\"wp-caption-text\">\u0639\u06a9\u06331 \u0634\u0645\u0627\u062a\u06cc\u06a9 \u0645\u062f\u0627\u0631 \u062e\u0631\u062f\u0627\u06cc\u0634 \u0622\u0633\u06cc\u0627\u06cc \u0645\u0648\u0627\u062f \u062e\u0627\u0645 \u06af\u0644\u0648\u0644\u0647 \u0627\u06cc \u06a9\u0627\u0631\u062e\u0627\u0646\u0647 \u0633\u06cc\u0645\u0627\u0646 \u0627\u06cc\u0644\u0627\u0645<\/p><\/div>\n<p>2-2 \u0645\u062f\u0644 \u0647\u0627\u06cc AI 1-2-2\u00a0 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062a\u0642\u0648\u06cc\u062a \u0634\u062f\u0647 ( BNN) : \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062a\u0642\u0648\u06cc\u062a \u0634\u062f\u0647 BNN \u00a0\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u062f\u0644 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06af\u0631\u0648\u0647\u06cc \u0633\u0627\u062e\u062a\u0647 \u0634\u062f. BNN \u0627\u062d\u062a\u0645\u0627\u0644 \u0646\u0645\u0648\u0646\u0647\u00ad\u0628\u0631\u062f\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u062a\u062c\u0631\u0628\u06cc\u0627\u062a \u062f\u0631 \u062a\u0648\u0627\u0628\u0639 \u067e\u06cc\u0634\u00ad\u0628\u06cc\u0646\u06cc \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u00ad\u062f\u0647\u062f. \u0628\u0627 \u0631\u0627\u0647\u0628\u0631\u06cc \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0637\u06cc\u0641 \u06af\u0633\u062a\u0631\u062f\u0647 \u0648\u0631\u0648\u062f\u06cc\u00ad\u0647\u0627 \u0648 \u06a9\u0627\u0647\u0634 \u062f\u0627\u062f\u0646 \u062e\u0637\u0627\u06cc \u067e\u06cc\u0634\u00ad\u0628\u06cc\u0646\u06cc \u0628\u0627 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0646 \u062a\u062c\u0631\u0628\u06cc\u0627\u062a \u0642\u0628\u0644\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u067e\u06cc\u0634\u00ad\u00ad\u0628\u06cc\u0646\u06cc \u060c \u0645\u0648\u0631\u062f \u062a\u0627\u06cc\u06cc\u062f \u0628\u0648\u062f\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0622\u0645\u0648\u0632\u0634\u06cc \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0645\u06cc\u00ad\u0628\u062e\u0634\u062f[20-17].\u00a0 \u0627\u06cc\u0646 \u0645\u06cc\u00ad\u062a\u0648\u0627\u0646\u062f \u0628\u0635\u0648\u0631\u062a \u062e\u0637\u06cc \u0648 \u063a\u06cc\u0631 \u062e\u0637\u06cc \u0631\u0648\u0627\u0628\u0637 \u0628\u06cc\u0646 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0631\u0627 \u0628\u0627 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062d\u0633\u0627\u0633\u06cc\u062a \u0686\u0646\u062f \u0645\u062a\u063a\u06cc\u0631\u0647 (MSA) \u00a0\u0627\u0645\u062a\u062d\u0627\u0646 \u06a9\u0646\u062f \u0648 \u062d\u0633\u0627\u0633\u06cc\u062a \u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0648\u0631\u0648\u062f\u06cc\u00ad\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0631\u0627 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u062f \u0648 \u0627\u0646\u062f\u0627\u0632\u0647\u00ad\u0647\u0627 \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0647\u062f \u0648 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u0647\u0645\u06cc\u062a \u0622\u0646\u0647\u0627 \u0631\u062a\u0628\u0647\u00ad\u0628\u0646\u062f\u06cc \u06a9\u0646\u062f[20] . \u062f\u0631 \u0627\u06cc\u0646 \u062a\u062d\u0642\u06cc\u0642 \u0627\u0632 \u0645\u062f\u0644 \u062d\u0627\u0634\u06cc\u0647\u00ad\u0627\u06cc BNN-MM \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc MMSA \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f. \u062f\u0631 BNN-MM \u0648\u0631\u0648\u062f\u06cc\u00ad\u0647\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u0646\u062f\u0627\u0632\u0647 \u0634\u0627\u062e\u0635 \u0647\u0627\u06cc \u06a9\u0644\u06cc \u062a\u0627\u062b\u06cc\u0631 \u0622\u0646\u00ad\u0647\u0627 \u0645\u0631\u062a\u0628 \u0645\u06cc\u00ad\u0634\u0648\u0646\u062f[21]. \u0628\u0631\u0627\u06cc \u0645\u0631\u062d\u0644\u0647 \u067e\u06cc\u0634\u00ad\u0628\u06cc\u0646\u06cc\u060c BNN \u0645\u06cc\u00ad\u062a\u0648\u0627\u0646\u062f \u062a\u0627\u0628\u0639 \u0647\u062f\u0641 \u0645\u0637\u0627\u0628\u0642 \u0645\u0639\u0627\u062f\u0644\u0647 1 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u062f. 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(2) 2-2-3 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646: \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u00a0 (SVR)\u0628\u0631 \u0627\u0633\u0627\u0633 \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u0631\u0633\u0627\u0646\u062f\u0646 \u0631\u06cc\u0633\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631\u06cc (SRM) \u00a0\u0627\u0632 \u062a\u0626\u0648\u0631\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0622\u0645\u0627\u0631\u06cc \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0627\u0633\u062a. \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0627\u0635\u0644 SVR\u060c SRM \u0645\u06cc\u00ad\u062a\u0648\u0627\u0646\u062f \u0628\u0627 \u0627\u0637\u0644\u0627\u0639 \u0627\u0632 \u062a\u0645\u0627\u0645 \u062e\u0631\u0648\u062c\u06cc\u00ad\u0647\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u00ad\u0628\u06cc\u0646\u06cc\u060c \u0631\u06cc\u0633\u06a9 \u0647\u0645\u00ad\u067e\u0648\u0634\u0627\u0646\u06cc \u0632\u06cc\u0627\u062f \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc\u00ad\u062f\u0647\u062f \u0648 \u06cc\u06a9 \u0645\u062f\u0644 \u0641\u0634\u0631\u062f\u0647 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc\u00ad\u06a9\u0646\u062f. [33-31]. 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(3) f(x) \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u0645\u0642\u062f\u0627\u0631 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0634\u062f\u0647 \u0648 \u062f\u0648 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0648 \u00a0\u0628\u0627\u06cc\u062f \u062a\u0646\u0638\u06cc\u0645 \u0634\u0648\u062f. \u0628\u0631\u0627\u06cc SRM \u060c \u0631\u06cc\u0633\u06a9 \u062a\u062c\u0631\u0628\u06cc \u0645\u0639\u0627\u062f\u0644\u0647 4 \u0631\u0627 \u0645\u06cc\u00ad\u062a\u0648\u0627\u0646 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a \u06a9\u0647 \u00a0( \u00a0\u063a\u06cc\u0631\u062d\u0633\u0627\u0633) \u06cc\u06a9 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u062f\u0642\u06cc\u0642 \u0647\u0633\u062a \u06a9\u0647 \u0634\u0639\u0627\u0639 \u0644\u0648\u0644\u0647 \u0648\u0627\u0642\u0639 \u0634\u062f\u0647 \u062f\u0631 \u0627\u0637\u0631\u0627\u0641 \u062a\u0627\u0628\u0639 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u00ad\u062f\u0647\u062f. (4) \u0628\u0627 \u0627\u06cc\u0646 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627: (5) 3- \u0628\u062d\u062b \u0648 \u0646\u062a\u0627\u06cc\u062c 1-3 \u0627\u0646\u062f\u0627\u0632\u0647\u00ad\u06af\u06cc\u0631\u06cc \u0627\u0647\u0645\u06cc\u062a \u0645\u062a\u063a\u06cc\u0631: \u0628\u0631\u0627\u06cc \u0627\u0646\u062f\u0627\u0632\u0647\u00ad\u06af\u06cc\u0631\u06cc \u0627\u0647\u0645\u06cc\u062a \u0645\u062a\u063a\u06cc\u0631\u060c\u00a0 BNN-MM \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u067e\u0627\u0633\u062e \u0647\u062f\u0641 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0631\u06a9\u0648\u0631\u062f \u067e\u06cc\u0634\u00ad\u0628\u06cc\u0646\u06cc \u062f\u0631 \u0646\u0638\u0631 \u0645\u06cc\u00ad\u06af\u06cc\u0631\u062f. \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u0634\u0627\u062e\u0635\u00ad\u0647\u0627\u06cc \u0628\u0627 \u0627\u0647\u0645\u06cc\u062a \u0627\u0632 \u06a9\u0644\u06cc\u0647 \u0648\u0631\u0648\u062f\u06cc\u00ad\u0647\u0627 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc\u00ad\u0634\u0648\u062f. \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0647\u0627\u06cc\u00a0 \u00a0BNN-MM \u062f\u0631 \u0628\u06cc\u0646 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0631\u0635\u062f \u0634\u062f\u0647 \u062f\u0631 \u06a9\u0627\u0631\u062e\u0627\u0646\u0647 \u0646\u0634\u0627\u0646 \u0645\u06cc\u00ad\u062f\u0647\u062f \u06a9\u0647 \u0641\u0634\u0627\u0631 \u062e\u0631\u0648\u062c\u06cc \u0622\u0633\u06cc\u0627 \u0628\u0627\u0644\u0627\u062a\u0631\u06cc\u0646 \u0631\u062a\u0628\u0647 \u0627\u062b\u0631 \u0628\u062e\u0634\u06cc \u0631\u0627 \u062f\u0631 \u067e\u06cc\u0634\u00ad\u0628\u06cc\u0646\u06cc PBMF \u062f\u0627\u0634\u062a\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0634\u06a9\u0644 2 \u0628\u06cc\u0646 \u0627\u06cc\u0646 \u062f\u0648 \u0639\u0627\u0645\u0644 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0645\u062b\u0628\u062a \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u00ad\u0628\u06cc\u0646\u06cc \u0628\u06cc\u0646 \u00a0PAMF\u060c \u0622\u0645\u067e\u0631 \u0641\u0646 \u0633\u067e\u0631\u0627\u062a\u0648\u0631 \u0628\u0627\u0644\u0627\u062a\u0631\u06cc\u0646 \u0631\u062a\u0628\u0647 \u0631\u0627 \u062f\u0627\u0634\u062a \u0648 \u0628\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0622\u0645\u067e\u0631 \u0622\u0646\u060c \u0641\u0634\u0627\u0631 \u0628\u0639\u062f \u0627\u0632 \u0641\u0646 \u0622\u0633\u06cc\u0627 \u06a9\u0627\u0647\u0634 \u06cc\u0627\u0641\u062a(\u06cc\u06a9 \u0631\u0627\u0628\u0637\u0647 \u0645\u0646\u0641\u06cc) (\u0634\u06a9\u0644 2). \u0627\u06cc\u0646 \u0631\u0648\u0627\u0628\u0637 \u0645\u06cc\u00ad\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0627\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0628\u0627\u0634\u062f \u06a9\u0647 \u0638\u0631\u0641\u06cc\u062a \u0641\u0646 \u0622\u0633\u06cc\u0627\u060c \u0638\u0631\u0641\u06cc\u062a \u0641\u0646 \u0633\u067e\u0631\u0627\u062a\u0648\u0631 \u0631\u0627 \u0645\u062d\u062f\u0648\u062f \u0645\u06cc\u00ad\u06a9\u0646\u062f \u0648 \u0647\u0646\u06af\u0627\u0645\u06cc\u00ad\u06a9\u0647 \u0633\u067e\u0631\u0627\u062a\u0648\u0631 \u0622\u0633\u06cc\u0627 \u0628\u0627 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0633\u0631\u0639\u062a \u06a9\u0627\u0631 \u0646\u0645\u06cc\u00ad\u06a9\u0646\u062f \u06a9\u0634\u06cc\u062f\u0646 \u0647\u0648\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631(\u0645\u06a9\u0634) \u0645\u06cc\u00ad\u062a\u0648\u0627\u0646\u062f \u0638\u0631\u0641\u06cc\u062a \u0633\u067e\u0631\u0627\u062a\u0648\u0631 \u0631\u0627 \u00a0\u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u062f[34]. \u00a0Zachariades \u00a0\u062f\u0631 \u0633\u0627\u0644 (2015) \u0646\u0634\u0627\u0646 \u062f\u0627\u062f \u06a9\u0647 \u0627\u062e\u062a\u0644\u0627\u0641 \u0641\u0634\u0627\u0631 \u0645\u062a\u0646\u0627\u0633\u0628 \u0628\u0627 \u0627\u062e\u062a\u0644\u0627\u0641 \u0641\u0634\u0627\u0631 \u062a\u0648\u0644\u06cc\u062f\u06cc \u0641\u0646 \u0647\u0648\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0627\u0633\u062a[36].<\/p>\n<div id=\"attachment_14593\" style=\"width: 634px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-14593\" class=\"size-full wp-image-14593\" src=\"..\/wp-content\/uploads\/PBMF.jpg\" alt=\"\u0639\u06a9\u0633 2 \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0627\u0647\u0645\u06cc\u062a \u0645\u062a\u063a\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc \u0645\u062a\u063a\u06cc\u0631\u0647\u0627. \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0645\u062b\u0628\u062a (\u0622\u0628\u06cc) \u060c \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0645\u0646\u0641\u06cc (\u0642\u0631\u0645\u0632).\" width=\"624\" height=\"570\" srcset=\"https:\/\/ilamcement.com\/wp-content\/uploads\/PBMF.jpg 624w, https:\/\/ilamcement.com\/wp-content\/uploads\/PBMF-300x274.jpg 300w\" sizes=\"(max-width: 624px) 100vw, 624px\" \/><p id=\"caption-attachment-14593\" class=\"wp-caption-text\">\u0639\u06a9\u0633 2 \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0627\u0647\u0645\u06cc\u062a \u0645\u062a\u063a\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0631\u062a\u0628\u0647 \u0628\u0646\u062f\u06cc \u0645\u062a\u063a\u06cc\u0631\u0647\u0627. \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0645\u062b\u0628\u062a (\u0622\u0628\u06cc) \u060c \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0645\u0646\u0641\u06cc (\u0642\u0631\u0645\u0632).<\/p><\/div>\n<p>2-3 \u067e\u06cc\u0634\u00ad\u0628\u06cc\u0646\u06cc: 1870 \u0646\u0645\u0648\u0646\u0647 \u0631\u06a9\u0648\u0631\u062f \u0634\u062f\u0647 \u0628\u0635\u0648\u0631\u062a \u062a\u0635\u0627\u062f\u0641\u06cc \u062c\u0647\u062a \u0645\u0631\u062d\u0644\u0647 \u0622\u0645\u0648\u0632\u0634 \u0627\u0632 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0627\u0646\u062c\u0627\u0645 \u0634\u062f \u0648 \u0628\u0642\u06cc\u0647 \u0633\u0648\u0627\u0628\u0642 \u0628\u0631\u0627\u06cc \u0645\u0631\u062d\u0644\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f. \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a\u0646 \u062f\u0642\u06cc\u0642 \u062a\u0631\u06cc\u0646 \u0645\u062f\u0644 \u067e\u06cc\u0634\u00ad\u0628\u06cc\u0646\u06cc BNN \u06cc\u06a9 \u06a9\u0627\u0631 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0633\u0639\u06cc \u0648 \u062e\u0637\u0627 \u062c\u0647\u062a \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u062a\u062c\u0631\u0628\u0647 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f. \u0645\u062f\u0644 \u0642\u0648\u06cc BNN\u00a0 \u062a\u0648\u0633\u0637 5 \u0645\u062a\u062e\u0635\u0635 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0627\u0633\u062a. \u0645\u062f\u0644 \u062e\u0628\u0631\u0647 \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647\u00a0 BNN \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u0628\u0627 \u0686\u0647\u0627\u0631 \u0646\u0648\u0631\u0648\u0646 \u067e\u0646\u0647\u0627\u0646 \u0648 \u062a\u0627\u0628\u0639 \u0641\u0639\u0627\u0644\u00ad\u0633\u0627\u0632\u06cc \u2018tanh\u2019 \u0628\u0648\u062f. \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc back-propagation \u062c\u0647\u062a \u0622\u0645\u0648\u0632\u0634 \u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f. \u0646\u062a\u0627\u06cc\u062c \u00a0BNN \u062f\u0631 \u062c\u062f\u0648\u0644 2 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f \u06a9\u0647 CL (\u0622\u0632\u0645\u0627\u06cc\u0634\u06af\u0627\u0647 \u0647\u0648\u0634\u0645\u0646\u062f) \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0645\u06cc\u00ad\u062a\u0648\u0627\u0646\u062f \u0647\u0631\u062f\u0648\u06cc PAMF \u0648 PBMF \u0628\u0631 \u0627\u0633\u0627\u0633 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0631\u0635\u062f \u0634\u062f\u0647 \u06a9\u0627\u0631\u062e\u0627\u0646\u0647 \u0628\u0637\u0648\u0631 \u062c\u0627\u0645\u0639 \u0648 \u0645\u0641\u0635\u0644 \u067e\u06cc\u0634\u00ad\u0628\u06cc\u0646\u06cc \u06a9\u0646\u062f . \u0628\u0631\u0627\u06cc \u0627\u0647\u062f\u0627\u0641 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062f\u0642\u06cc\u0642\u0627 \u0627\u0632 \u0647\u0645\u06cc\u0646 \u067e\u0627\u06cc\u06af\u0627\u0647\u00ad\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a CL-BNN \u062c\u0647\u062a \u062a\u0648\u0633\u0639\u0647 \u0645\u062f\u0644\u00ad\u0633\u0627\u0632\u06cc RF \u0648 SVR \u0628\u0639\u0646\u0648\u0627\u0646 \u0631\u0648\u0634\u00ad\u0647\u0627\u06cc \u0645\u0639\u0645\u0648\u0644 ML \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f. \u0646\u062a\u0627\u06cc\u062c \u062f\u0631 \u0634\u06a9\u06443 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f \u06a9\u0647 BNN \u0645\u06cc\u00ad\u062a\u0648\u0627\u0646\u062f \u062f\u0642\u062a \u0628\u0627\u0644\u0627\u062a\u0631\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u00ad\u0628\u06cc\u0646\u06cc PAMF \u0648 PBMF \u0646\u0633\u0628\u062a \u0628\u0647 \u0627\u06cc\u0646 \u0631\u0648\u0634\u00ad\u0647\u0627\u06cc \u0642\u062f\u06cc\u0645\u06cc ML \u00a0\u0641\u0631\u0627\u0647\u0645 \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0646\u062a\u0627\u06cc\u062c \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 CL \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0646\u062a\u0631\u0644\u060c \u062d\u0641\u0638 \u0648 \u0628\u0631\u0622\u0648\u0631\u062f \u0633\u0627\u06cc\u0631 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0636\u0631\u0648\u0631\u06cc \u062f\u0631 \u06a9\u0627\u0631\u062e\u0627\u0646\u0647\u00ad\u0647\u0627\u06cc \u0633\u06cc\u0645\u0627\u0646 \u0628\u0631\u062c\u0633\u062a\u0647 \u0645\u06cc\u00ad\u06a9\u0646\u062f.<\/p>\n<table>\n<tbody>\n<tr>\n<td width=\"98\"><\/td>\n<td colspan=\"2\" width=\"189\">PAMF<\/td>\n<td colspan=\"2\" width=\"166\">PBMF<\/td>\n<\/tr>\n<tr>\n<td width=\"98\">Model<\/td>\n<td width=\"94\">MAE<\/td>\n<td width=\"96\">RMSE<\/td>\n<td width=\"83\">MAE<\/td>\n<td width=\"83\">RMSE<\/td>\n<\/tr>\n<tr>\n<td width=\"98\">BNN<\/td>\n<td width=\"94\">0.43<\/td>\n<td width=\"96\">0.60<\/td>\n<td width=\"83\">0.77<\/td>\n<td width=\"83\">1.06<\/td>\n<\/tr>\n<tr>\n<td width=\"98\">SVR<\/td>\n<td width=\"94\">0.45<\/td>\n<td width=\"96\">0.76<\/td>\n<td width=\"83\">0.98<\/td>\n<td width=\"83\">1.46<\/td>\n<\/tr>\n<tr>\n<td width=\"98\">RF<\/td>\n<td width=\"94\">0.48<\/td>\n<td width=\"96\">0.71<\/td>\n<td width=\"83\">0.91<\/td>\n<td width=\"83\">1.31<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<div id=\"attachment_14594\" style=\"width: 634px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-14594\" class=\"size-full wp-image-14594\" src=\"..\/wp-content\/uploads\/R-PBMF.jpg\" alt=\"\u0639\u06a9\u0633 3 \u0636\u0631\u06cc\u0628 \u062a\u0639\u06cc\u06cc\u0646 (\u0645\u0631\u0628\u0639 R) \u0628\u0631\u0627\u06cc \u0646\u062a\u0627\u06cc\u062c \u0645\u062e\u062a\u0644\u0641 \u0645\u062f\u0644 \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634.\" width=\"624\" height=\"453\" srcset=\"https:\/\/ilamcement.com\/wp-content\/uploads\/R-PBMF.jpg 624w, https:\/\/ilamcement.com\/wp-content\/uploads\/R-PBMF-300x218.jpg 300w\" sizes=\"(max-width: 624px) 100vw, 624px\" \/><p id=\"caption-attachment-14594\" class=\"wp-caption-text\">\u0639\u06a9\u0633 3 \u0636\u0631\u06cc\u0628 \u062a\u0639\u06cc\u06cc\u0646 (\u0645\u0631\u0628\u0639 R) \u0628\u0631\u0627\u06cc \u0646\u062a\u0627\u06cc\u062c \u0645\u062e\u062a\u0644\u0641 \u0645\u062f\u0644 \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634.<\/p><\/div>\n<p>4- \u0646\u062a\u06cc\u062c\u0647\u00ad\u06af\u06cc\u0631\u06cc: \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0622\u0632\u0645\u0627\u06cc\u0634\u06af\u0627\u0647 \u0645\u062c\u0627\u0632\u06cc\u060c \u062a\u0648\u0633\u0639\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634\u06af\u0627\u0647 \u0647\u0648\u0634\u0645\u0646\u062f \u0645\u06cc\u00ad\u062a\u0648\u0627\u0646\u062f \u06cc\u06a9 \u06af\u0627\u0645 \u0627\u0633\u0627\u0633\u06cc \u0628\u0631\u0627\u06cc \u062d\u0641\u0638 \u0648 \u06a9\u0646\u062a\u0631\u0644 \u06cc\u06a9 \u06a9\u0627\u0631\u062e\u0627\u0646\u0647 \u0635\u0646\u0639\u062a\u06cc \u0628\u0627\u0634\u062f. \u0628\u0631\u0627\u06cc \u0627\u0648\u0644\u06cc\u0646 \u0628\u0627\u0631 \u0627\u06cc\u0646 \u0645\u0637\u0627\u0644\u0639\u0647 \u0631\u0648\u0627\u0628\u0637 \u0628\u06cc\u0646 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a\u06cc \u0648 \u0641\u0627\u06a9\u062a\u0648\u0631 \u0645\u06a9\u0634 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0622\u0633\u06cc\u0627\u06cc \u06af\u0644\u0648\u0644\u0647\u00ad\u0627\u06cc \u0635\u0646\u0639\u062a\u06cc \u0633\u06cc\u0645\u0627\u0646 \u0645\u0648\u0631\u062f \u062a\u0641\u062d\u0635 \u0642\u0631\u0627\u0631 \u062f\u0627\u062f \u0648 \u06cc\u06a9 \u0622\u0632\u0645\u0627\u06cc\u0634\u06af\u0627\u0647 \u0647\u0648\u0634\u0645\u0646\u062f \u0628\u0627 BNN \u00a0\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u062f\u0644 \u062c\u062f\u06cc\u062f AI \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u062f. \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc\u00ad\u0647\u0627\u06cc \u0627\u0647\u0645\u06cc\u062a \u0645\u062a\u063a\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f \u06a9\u0647 \u0641\u0634\u0627\u0631 \u062e\u0631\u0648\u062c\u06cc \u0622\u0633\u06cc\u0627 \u0648 \u0622\u0645\u067e\u0631 \u0641\u0646 \u0633\u067e\u0631\u0627\u062a\u0648\u0631 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u0627\u0647\u0645\u06cc\u062a \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u00ad\u0628\u06cc\u0646\u06cc \u0641\u0627\u06a9\u062a\u0648\u0631 \u0645\u06a9\u0634 \u062f\u0627\u0631\u062f. \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u0642\u062f\u0627\u0631 \u0631\u0648\u0627\u0628\u0637 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f \u06a9\u0647 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a\u06cc \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u06a9\u0634 \u0627\u062b\u0631\u0627\u062a \u0645\u0639\u06a9\u0648\u0633 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 \u0641\u0634\u0627\u0631 \u062e\u0631\u0648\u062c\u06cc \u0622\u0633\u06cc\u0627 \u0628\u0627 \u0641\u0627\u06a9\u062a\u0648\u0631 \u0645\u06a9\u0634 \u0627\u0631\u062a\u0628\u0627\u0637 \u0645\u062b\u0628\u062a \u062f\u0627\u0631\u062f( \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0645\u062b\u0628\u062a \u062f\u0627\u0631\u062f). \u062f\u0631 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0622\u0633\u06cc\u0627\u06a9\u0646\u06cc \u062e\u0634\u06a9 \u0646\u062a\u0627\u06cc\u062c \u00a0BNN \u0646\u0634\u0627\u0646 \u062f\u0627\u062f \u06a9\u0647 \u0645\u06a9\u0634 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0641\u0627\u06a9\u062a\u0648\u0631 \u06a9\u0627\u0631\u0622\u0645\u062f \u0645\u06cc\u00ad\u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0622\u0632\u0645\u0627\u06cc\u0634\u06af\u0627\u0647 \u0647\u0648\u0634\u0645\u0646\u062f \u0628\u0635\u0648\u0631\u062a \u062f\u0642\u06cc\u0642 \u067e\u06cc\u0634\u00ad\u0628\u06cc\u0646\u06cc \u0634\u0648\u062f. BNN \u0645\u06cc\u00ad\u062a\u0648\u0627\u0646\u062f \u0641\u0634\u0627\u0631 \u0642\u0628\u0644 \u0648 \u0628\u0639\u062f \u0627\u0632 \u0622\u0633\u06cc\u0627 \u0628\u0627\u00a0\u00a0 R<sup>2<\/sup> = 0.77 \u0628\u0635\u0648\u0631\u062a \u062f\u0642\u06cc\u0642 \u067e\u06cc\u0634\u00ad\u0628\u06cc\u0646\u06cc \u06a9\u0646\u062f. \u0645\u0642\u0627\u06cc\u0633\u0647 \u0646\u062a\u0627\u06cc\u062c BNN \u0648 RF \u00a0\u0648 SVR \u00a0\u0628\u0627 R<sup>2<\/sup> &lt; 0.70 \u062f\u0642\u062a \u0645\u062f\u0644 \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u062c\u062f\u06cc\u062f \u0631\u0627 \u062a\u0627\u06cc\u06cc\u062f \u0645\u06cc\u00ad\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0646\u062a\u0627\u06cc\u062c \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u0627\u0645\u06a9\u0627\u0646 \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u0627\u062a\u0648\u0645\u0627\u062a\u06cc\u06a9 \u0639\u0645\u0644\u06a9\u0631\u062f \u06a9\u0627\u0631\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0633\u06cc\u0645\u0627\u0646\u00a0 \u06a9\u0647 \u0627\u0635\u0648\u0644 \u0622\u0632\u0645\u0627\u06cc\u0634\u06af\u0627\u0647 \u0647\u0648\u0634\u0645\u0646\u062f \u0646\u0634\u0627\u0646 \u062f\u0627\u062f \u06a9\u0647 \u0627\u062a\u06a9\u0627\u067e\u0630\u06cc\u0631\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062f\u0627\u062f\u0647\u00ad\u0647\u0627\u06cc \u0631\u0635\u062f \u0634\u062f\u0647 \u0631\u0627 \u062a\u0627\u06cc\u06cc\u062f \u06a9\u0631\u062f. 5- \u062a\u0634\u06a9\u0631 \u0648 \u0642\u062f\u0631\u062f\u0627\u0646\u06cc \u0646\u0648\u06cc\u0633\u0646\u062f\u0647 \u0627\u0648\u0644 \u0627\u0632 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0627\u0631\u062e\u0627\u0646\u0647 \u0633\u06cc\u0645\u0627\u0646 \u0627\u06cc\u0644\u0627\u0645 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0645\u062f\u0627\u0631 \u062e\u0637 \u062a\u0648\u0644\u06cc\u062f 1 \u06a9\u0627\u0631\u062e\u0627\u0646\u0647 \u062a\u0634\u06a9\u0631 \u0648 \u0642\u062f\u0631\u062f\u0627\u0646\u06cc \u0645\u06cc\u00ad\u06a9\u0646\u062f. 6- \u0645\u0631\u0627\u062c\u0639<\/p>\n<ol>\n<li style=\"text-align: left;\">Jankovic, A.; Valery,W.; Davis, E. 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Development of a Tube-Ball Mill Mathematical Model for Mill Condi-tion and Safety Monitoring. Ph. D. Thesis, University of Birmingham, Birmingham, UK, 2015.<\/li>\n<\/ol>\n<\/div><\/section><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0645\u06a9\u0634 \u0628\u0631\u0627\u06cc \u0622\u0633\u06cc\u0627\u06cc \u0635\u0646\u0639\u062a\u06cc \u06af\u0644\u0648\u0644\u0647 \u0627\u06cc \u0645\u0648\u0627\u062f \u062e\u0627\u0645 \u0633\u06cc\u0645\u0627\u0646 \u0628\u0627 \u0631\u0648\u0634 &#8220;\u0622\u0632\u0645\u0627\u06cc\u0634\u06af\u0627\u0647 \u0647\u0648\u0634\u0645\u0646\u062f&#8221; BNN<\/p>\n","protected":false},"author":1,"featured_media":12279,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"_links":{"self":[{"href":"https:\/\/ilamcement.com\/wp-json\/wp\/v2\/posts\/14591"}],"collection":[{"href":"https:\/\/ilamcement.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ilamcement.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ilamcement.com\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ilamcement.com\/wp-json\/wp\/v2\/comments?post=14591"}],"version-history":[{"count":2,"href":"https:\/\/ilamcement.com\/wp-json\/wp\/v2\/posts\/14591\/revisions"}],"predecessor-version":[{"id":14901,"href":"https:\/\/ilamcement.com\/wp-json\/wp\/v2\/posts\/14591\/revisions\/14901"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ilamcement.com\/wp-json\/wp\/v2\/media\/12279"}],"wp:attachment":[{"href":"https:\/\/ilamcement.com\/wp-json\/wp\/v2\/media?parent=14591"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ilamcement.com\/wp-json\/wp\/v2\/categories?post=14591"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ilamcement.com\/wp-json\/wp\/v2\/tags?post=14591"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}