{"id":1397,"date":"2024-11-22T09:51:07","date_gmt":"2024-11-22T09:51:07","guid":{"rendered":"http:\/\/test.daliworks.net\/index.php\/2024\/11\/22\/how-to-build-a-fems-predictive-model\/"},"modified":"2026-07-20T22:33:20","modified_gmt":"2026-07-20T22:33:20","slug":"how-to-build-a-fems-predictive-model","status":"publish","type":"post","link":"http:\/\/test.daliworks.net\/index.php\/2024\/11\/22\/how-to-build-a-fems-predictive-model\/","title":{"rendered":"FEMS \uc608\uce21 \ubaa8\ub378 \uad6c\ucd95: \ub2e8\uacc4\ubcc4 \uac00\uc774\ub4dc\uc640 \ubc29\ubc95"},"content":{"rendered":"<h1><\/h1>\n<blockquote style=\"border-color: #ffc500;\">\n<h2>FEMS \uc608\uce21 \ubaa8\ub378 \uad6c\ucd95: \ub2e8\uacc4\ubcc4 \uac00\uc774\ub4dc\uc640 \ubc29\ubc95<\/h2>\n<\/blockquote>\n<p>\uc81c\uc870\uc5c5\uc5d0\uc11c\uc758 \uc5d0\ub108\uc9c0 \uad00\ub9ac\uac00 \uace0\ub3c4\ud654\ub418\uba74\uc11c FEMS(Factory Energy Management System)\uc758 \uc608\uce21 \ubaa8\ub378\uc774 \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc5d0\ub108\uc9c0 \uc18c\ube44 \ud328\ud134\uc744 \uc608\uce21\ud568\uc73c\ub85c\uc368 \ube44\uc6a9 \uc808\uac10, \ud6a8\uc728\uc131 \uc81c\uace0, \uadf8\ub9ac\uace0 \ud658\uacbd\uc801 \uc9c0\uc18d \uac00\ub2a5\uc131\uc744 \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 FEMS \uc608\uce21 \ubaa8\ub378\uc744 \ub2e8\uacc4\ubcc4\ub85c \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uacfc \uc131\uacf5\uc801\uc778 \ubaa8\ub378 \uc124\uacc4\ub97c \uc704\ud55c \uc8fc\uc694 \uace0\ub824 \uc0ac\ud56d\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.<\/p>\n<h2>FEMS \uc608\uce21 \ubaa8\ub378 \uad6c\ucd95 \uacfc\uc815<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/test.daliworks.net\/wp-content\/uploads\/2024\/11\/FEMS-\uc608\uce21-\ubaa8\ub378-\uad6c\ucd95-\uacfc\uc815.jpg\" alt=\"FEMS \uc608\uce21 \ubaa8\ub378 \uad6c\ucd95 \uacfc\uc815\" width=\"1030\" height=\"415\"><\/p>\n<h4>1. \uc608\uce21 \ubaa8\ub378 \uc900\ube44 \ub2e8\uacc4<\/h4>\n<p>\ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uae30 \uc804\uc5d0\ub294 \uc608\uce21 \ubaa9\ud45c\ub97c \uba85\ud655\ud788 \uc124\uc815\ud558\uace0, \ud544\uc694\ud55c \ub370\uc774\ud130\ub97c \ud655\ubcf4\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p><strong>\u2460 \ubaa9\ud45c \uc124\uc815<\/strong>: \ud53c\ud06c \ud0c0\uc784 \uc5d0\ub108\uc9c0 \uc218\uc694 \uc608\uce21, \ud6a8\uc728\uc801\uc778 \uc5d0\ub108\uc9c0 \ubd84\ubc30, \uc124\ube44 \uac00\ub3d9 \ud328\ud134 \ucd5c\uc801\ud654 \ub4f1 \uba85\ud655\ud55c \ubaa9\ud45c\ub97c \uc138\uc6c1\ub2c8\ub2e4.<\/p>\n<p><strong>\u2461 \ub370\uc774\ud130 \uc218\uc9d1<\/strong>: \uc5d0\ub108\uc9c0 \uc18c\ube44\ub7c9, \ud658\uacbd \uc870\uac74(\uc628\ub3c4, \uc2b5\ub3c4 \ub4f1), \uc124\ube44 \uc6b4\uc601 \uc0c1\ud0dc \ub4f1\uc758 \ub370\uc774\ud130\ub97c \ud655\ubcf4\ud569\ub2c8\ub2e4.<\/p>\n<h4>\u200b2. \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h4>\n<p>\uc218\uc9d1\ub41c \ub370\uc774\ud130\ub294 \uc804\ucc98\ub9ac \uacfc\uc815\uc744 \ud1b5\ud574 \ubaa8\ub378\uc5d0 \uc801\ud569\ud55c \ud615\ud0dc\ub85c \uc815\uc81c\ub429\ub2c8\ub2e4.<\/p>\n<p><strong>\u2013 \ub370\uc774\ud130 \uc815\uc81c<\/strong>: \ub204\ub77d \ub370\uc774\ud130\uc640 \uc774\uc0c1\uce58\ub97c \ucc98\ub9ac\ud558\uc5ec \uc2e0\ub8b0\uc131 \ub192\uc740 \ub370\uc774\ud130\ub97c \ud655\ubcf4\ud569\ub2c8\ub2e4.<\/p>\n<p><strong>\u2013 \ub370\uc774\ud130 \ubcc0\ud658 \ubc0f \uc815\uaddc\ud654<\/strong>: \uc77c\uad00\ub41c \ubd84\uc11d\uc744 \uc704\ud574 \ub2e8\uc704\ub97c \ub9de\ucd94\uace0, \ud0c0\uc784\uc2a4\ud0ec\ud504 \ub4f1\uc744 \ud1b5\uc77c\ud558\uc5ec \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/p>\n<p><strong>3. \uc608\uce21 \ubaa8\ub378 \uc124\uacc4<\/strong><\/p>\n<p>FEMS \uc608\uce21 \ubaa8\ub378\uc740 \ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubc95\uc744 \ud1b5\ud574 \uc124\uacc4\ub418\uba70, \uc124\uacc4 \uc2dc \uc54c\uace0\ub9ac\uc998 \uc120\ud0dd\uc774 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4.<\/p>\n<p><strong>\u2013 \ud68c\uadc0 \ubaa8\ub378<\/strong>: \uc120\ud615 \ud68c\uadc0, \ub2e4\ud56d \ud68c\uadc0\uc640 \uac19\uc740 \uae30\ubc95\uc73c\ub85c \uae30\ubcf8\uc801\uc778 \uc5d0\ub108\uc9c0 \uc218\uc694 \ubcc0\ud654\ub97c \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><strong>\u2013 \uc2dc\uacc4\uc5f4 \ubaa8\ub378<\/strong>: \uc2dc\uac04\uc801 \uc5f0\uc18d\uc131\uc744 \uace0\ub824\ud558\uc5ec ARIMA, LSTM \ub4f1\uc744 \ud65c\uc6a9\ud574 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \uc608\uce21\ud569\ub2c8\ub2e4.<\/p>\n<p><strong>\u2013 \uc559\uc0c1\ube14 \ubaa8\ub378<\/strong>: \uc608\uce21 \uc131\ub2a5\uc744 \ub192\uc774\uae30 \uc704\ud574 \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8, \uadf8\ub798\ub514\uc5b8\ud2b8 \ubd80\uc2a4\ud305 \ub4f1 \uc559\uc0c1\ube14 \ubaa8\ub378\uc744 \uc801\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h4>4. \ubaa8\ub378 \ud3c9\uac00 \ubc0f \ucd5c\uc801\ud654<\/h4>\n<p>\ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uc815\ud655\ud558\uac8c \ud3c9\uac00\ud558\uace0 \ucd5c\uc801\ud654\ud558\ub294 \uacfc\uc815\uc740 \uc608\uce21 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud574 \ubc18\ub4dc\uc2dc \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p><strong>\u200b4-1. \ud3c9\uac00 \uc9c0\ud45c<\/strong><\/p>\n<p>\ubaa8\ub378\uc758 \uc131\ub2a5\uc740 \ub2e4\uc591\ud55c \ud3c9\uac00 \uc9c0\ud45c\ub97c \ud1b5\ud574 \uac80\ud1a0\ud558\uba70, \uc0c1\ud669\uc5d0 \ub9de\uac8c \uc5ec\ub7ec \uc9c0\ud45c\ub97c \ubcd1\ud589\ud558\uc5ec \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<p><strong>\u2013 MAE (Mean Absolute Error)<\/strong>: \uc808\ub300 \uc624\ucc28\uc758 \ud3c9\uade0\uc73c\ub85c \ubaa8\ub378\uc758 \uc804\ubc18\uc801\uc778 \uc608\uce21 \uc815\ud655\ub3c4\ub97c \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/p>\n<p><strong>\u2013 RMSE (Root Mean Square Error)<\/strong>: \uc624\ucc28\uc758 \uc81c\uacf1 \ud3c9\uade0\uc758 \uc81c\uacf1\uadfc\uc73c\ub85c, \uc608\uce21\uce58\uc640 \uc2e4\uc81c\uce58 \uac04\uc758 \ud070 \ucc28\uc774\ub97c \ub354 \ubbfc\uac10\ud558\uac8c \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><strong>\u2013 MAPE (Mean Absolute Percentage Error)<\/strong>: \uc608\uce21 \uc624\ucc28\uc758 \ubc31\ubd84\uc728\uc744 \uacc4\uc0b0\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uc0c1\ub300\uc801\uc778 \ube44\uc728\ub85c \uce21\uc815\ud569\ub2c8\ub2e4.<\/p>\n<p><strong>\u200b4-2. \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd<\/strong><\/p>\n<p>\ucd5c\uc801\uc758 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub97c \uc124\uc815\ud568\uc73c\ub85c\uc368 \ubaa8\ub378\uc758 \uc608\uce21 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><strong>\u2013 \uadf8\ub9ac\ub4dc \uc11c\uce58(Grid Search)<\/strong>: \uc0ac\uc804\uc5d0 \uc815\uc758\ub41c \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \uc870\ud569\uc744 \ubaa8\ub450 \ud0d0\uc0c9\ud558\uc5ec \ucd5c\uc801\uac12\uc744 \ucc3e\uc2b5\ub2c8\ub2e4.<\/p>\n<p><strong>\u2013 \ub79c\ub364 \uc11c\uce58(Random Search)<\/strong>: \ubb34\uc791\uc704\ub85c \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \uc870\ud569\uc744 \ud0d0\uc0c9\ud558\uc5ec \ube60\ub974\uac8c \ucd5c\uc801\uac12\uc744 \ucc3e\uc2b5\ub2c8\ub2e4.<\/p>\n<p><strong>\u2013 \ubca0\uc774\uc9c0\uc548 \ucd5c\uc801\ud654(Bayesian Optimization)<\/strong>: \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uba70 \ucd5c\uc801\ud654\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c, \ud6a8\uc728\uc801\uc778 \ud29c\ub2dd\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/p>\n<p><strong>\u200b4-3. \ubaa8\ub378 \uc559\uc0c1\ube14<\/strong><\/p>\n<p>\ub2e4\uc591\ud55c \ubaa8\ub378\uc744 \uacb0\ud569\ud558\uc5ec \uc608\uce21 \uc131\ub2a5\uc744 \ub192\uc774\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud68c\uadc0 \ubaa8\ub378\uacfc \uc2dc\uacc4\uc5f4 \ubaa8\ub378\uc744 \uc559\uc0c1\ube14\ud558\uc5ec \uc7a5\uc810\ub9cc\uc744 \uacb0\ud569\ud55c \uc608\uce21 \uacb0\uacfc\ub97c \ub3c4\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h4>\u200b5. \ubaa8\ub378 \ubc30\ud3ec \ubc0f \ubaa8\ub2c8\ud130\ub9c1<\/h4>\n<p><strong>\u200b5-1. \ubaa8\ub378 \ubc30\ud3ec<\/strong><\/p>\n<p>\uc644\uc131\ub41c \ubaa8\ub378\uc740 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc608\uce21\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\ub3c4\ub85d API\ub098 \uc6f9 \uc11c\ube44\uc2a4 \ud615\ud0dc\ub85c \ubc30\ud3ec\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 FEMS\uc5d0 \ud1b5\ud569\ud558\uc5ec \uc2e4\uc2dc\uac04 \uc5d0\ub108\uc9c0 \uc0ac\uc6a9\ub7c9 \uc608\uce21\uacfc \uc790\ub3d9\ud654\ub41c \uad00\ub9ac\uac00 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/p>\n<p><strong>\u200b5-2. \ubaa8\ub378 \ubaa8\ub2c8\ud130\ub9c1<\/strong><\/p>\n<p>\uc6b4\uc601 \uc911\uc778 \ubaa8\ub378\uc740 \uc2dc\uac04\uc774 \uc9c0\ub0a8\uc5d0 \ub530\ub77c \uc131\ub2a5\uc774 \uc800\ud558\ub420 \uc218 \uc788\uc73c\ubbc0\ub85c, \uc8fc\uae30\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1\uc744 \ud1b5\ud574 \uc608\uce21 \uc815\ud655\ub3c4\ub97c \uc810\uac80\ud574\uc57c \ud569\ub2c8\ub2e4. \uc131\ub2a5 \uc800\ud558\uac00 \ubc1c\uacac\ub418\uba74 \ucd5c\uc2e0 \ub370\uc774\ud130\ub97c \ubc18\uc601\ud558\uc5ec \uc7ac\ud559\uc2b5\uc744 \uc9c4\ud589\ud569\ub2c8\ub2e4.<\/p>\n<h2>FEMS \uc608\uce21 \ubaa8\ub378 \uad6c\ucd95 \uc2dc \uace0\ub824 \uc0ac\ud56d<\/h2>\n<p>\ubaa8\ub378\uc758 \uc131\uacf5\uc801\uc778 \uad6c\ucd95\uc744 \uc704\ud574 \uace0\ub824\ud574\uc57c \ud560 \uc0ac\ud56d\ub4e4\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/test.daliworks.net\/wp-content\/uploads\/2024\/11\/FEMS-\uc608\uce21-\ubaa8\ub378-\uad6c\ucd95-\uc2dc-\uace0\ub824-\uc0ac\ud56d_.jpg\" alt=\"FEMS \uc608\uce21 \ubaa8\ub378 \uad6c\ucd95 \uc2dc \uace0\ub824 \uc0ac\ud56d_\" width=\"1030\" height=\"445\"><\/p>\n<p><strong>\u2013 \ub370\uc774\ud130 \ud488\uc9c8<\/strong>: \uc218\uc9d1\ub41c \ub370\uc774\ud130\uc758 \uc815\ud655\uc131\uacfc \uc644\uc804\uc131\uc740 \ubaa8\ub378\uc758 \uc131\ub2a5\uc5d0 \uc9c1\uc811\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \uc2e0\ub8b0\uc131\uc744 \ud655\ubcf4\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p><strong>\u2013 \ubaa8\ub378 \ubcf5\uc7a1\ub3c4<\/strong>: \ubaa8\ub378\uc774 \ub108\ubb34 \ubcf5\uc7a1\ud558\uba74 \ud559\uc2b5 \ub370\uc774\ud130\uc5d0 \uacfc\uc801\ud569(overfitting)\ub420 \uc218 \uc788\uc73c\uba70, \ubc18\ub300\ub85c \ub108\ubb34 \ub2e8\uc21c\ud558\uba74 \uc608\uce21 \uc815\ud655\ub3c4\uac00 \ub5a8\uc5b4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc801\uc808\ud55c \ubaa8\ub378 \ubcf5\uc7a1\ub3c4\ub97c \uc720\uc9c0\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p><strong>\u2013 \uacc4\uc808\uc131 \ubc0f \uc8fc\uae30\uc131<\/strong>: \uc5d0\ub108\uc9c0 \uc18c\ube44\ub294 \uacc4\uc808\uc801 \uc694\uc778\uacfc \uc8fc\uae30\uc801 \uc694\uc778\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9c8 \uc218 \uc788\uc73c\ubbc0\ub85c, \uc774\ub97c \ubc18\uc601\ud55c \ubaa8\ub378 \uc124\uacc4\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p><strong>\u2013 \uc678\ubd80 \uc694\uc778 \ubc18\uc601<\/strong>: \uc5d0\ub108\uc9c0 \uc18c\ube44\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\ub294 \uc678\ubd80 \uc694\uc778(\uc608: \uae30\uc0c1 \uc870\uac74, \uacbd\uc81c\uc801 \ubcc0\uc218 \ub4f1)\uc744 \ubc18\uc601\ud558\uc5ec \uc608\uce21 \uc815\ud655\ub3c4\ub97c \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><strong>\u2013 \ud574\uc11d \uac00\ub2a5\uc131<\/strong>: \uc608\uce21 \ubaa8\ub378\uc758 \uacb0\uacfc\ub97c \uc774\ud574\ud558\uace0 \uc774\ub97c \ud1b5\ud574 \uc758\uc0ac \uacb0\uc815\uc744 \ub0b4\ub9ac\uae30 \uc704\ud574 \ubaa8\ub378\uc758 \ud574\uc11d \uac00\ub2a5\uc131\uc744 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4. \ud2b9\ud788 \ube44\uc988\ub2c8\uc2a4 \ud604\uc7a5\uc5d0\uc11c \uc0ac\uc6a9\ub420 \ubaa8\ub378\uc774\ub77c\uba74 \ud574\uc11d \uc6a9\uc774\uc131\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h2>\uc131\uacf5\uc801\uc778 FEMS \uc608\uce21 \ubaa8\ub378 \uad6c\ucd95\uc744 \uc704\ud55c \uc811\uadfc<\/h2>\n<p>FEMS \uc608\uce21 \ubaa8\ub378\uc740 \uc81c\uc870\uc5c5\uc758 \uc5d0\ub108\uc9c0 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud558\uace0 \ube44\uc6a9 \uc808\uac10, \ud658\uacbd \ubcf4\ud638\uc5d0 \uae30\uc5ec\ud558\ub294 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c \uc124\uba85\ud55c \ub2e8\uacc4\ubcc4 \uc811\uadfc \ubc29\uc2dd\uc744 \ubc14\ud0d5\uc73c\ub85c \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uba74, \ub370\uc774\ud130 \uae30\ubc18\uc758 \ucd5c\uc801\ud654\ub41c \uc5d0\ub108\uc9c0 \uad00\ub9ac \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<hr>\n<p><strong>\u2705 \ud568\uaed8 \uc77d\uc73c\uba74 \uc88b\uc740 \ucf58\ud150\uce20<\/strong><\/p>\n<blockquote data-secret=\"DfifXLWCf1\">\n<p><a href=\"https:\/\/www.daliworks.net\/fems-predictive-analysis-success-stories\/insights-blog\/\">FEMS \uc608\uce21 \ubd84\uc11d \ub3c4\uc785 \uc131\uacf5 \uc0ac\ub840: \ud6a8\uc728 \ud5a5\uc0c1\uacfc \ube44\uc6a9 \uc808\uac10\uc758 \uc2e4\ud604<\/a><\/p>\n<\/blockquote>\n<p><iframe loading=\"lazy\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"\u201cFEMS \uc608\uce21 \ubd84\uc11d \ub3c4\uc785 \uc131\uacf5 \uc0ac\ub840: \ud6a8\uc728 \ud5a5\uc0c1\uacfc \ube44\uc6a9 \uc808\uac10\uc758 \uc2e4\ud604\u201d \u2014 \ub2ec\ub9ac\uc6cd\uc2a4\" src=\"https:\/\/www.daliworks.net\/fems-predictive-analysis-success-stories\/insights-blog\/embed\/#?secret=zFqoPsNNQ4#?secret=DfifXLWCf1\" data-secret=\"DfifXLWCf1\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n","protected":false},"excerpt":{"rendered":"<p>FEMS \uc608\uce21 \ubaa8\ub378\uc744 \ub2e8\uacc4\ubcc4\ub85c \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uacfc \uc131\uacf5\uc801\uc778 \ubaa8\ub378 \uc124\uacc4\ub97c \uc704\ud55c \uc8fc\uc694 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