{"id":1399,"date":"2024-11-15T15:47:21","date_gmt":"2024-11-15T15:47:21","guid":{"rendered":"http:\/\/test.daliworks.net\/index.php\/2024\/11\/15\/predictive-analytics-data-processing\/"},"modified":"2026-07-20T22:33:21","modified_gmt":"2026-07-20T22:33:21","slug":"predictive-analytics-data-processing","status":"publish","type":"post","link":"http:\/\/test.daliworks.net\/index.php\/2024\/11\/15\/predictive-analytics-data-processing\/","title":{"rendered":"FEMS \uc608\uce21 \ubd84\uc11d\uc744 \uc704\ud55c \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \ucc98\ub9ac \ubc29\ubc95"},"content":{"rendered":"<h1><\/h1>\n<blockquote style=\"border-color: #ffc500;\">\n<h2>FEMS \uc608\uce21 \ubd84\uc11d\uc744 \uc704\ud55c \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \ucc98\ub9ac \ubc29\ubc95<\/h2>\n<\/blockquote>\n<p><span>\uacf5\uc7a5 \uc5d0\ub108\uc9c0 \uad00\ub9ac \uc2dc\uc2a4\ud15c(FEMS)\uc740 \uc81c\uc870\uc5c5\uccb4\ub4e4\uc774 \uc5d0\ub108\uc9c0 \ud6a8\uc728\uc744 \ub192\uc774\uace0 \ube44\uc6a9\uc744 \uc808\uac10\ud558\ub294 \ub370 \ud544\uc218\uc801\uc778 \ub3c4\uad6c\uc785\ub2c8\ub2e4. FEMS\uc758 \ud575\uc2ec\uc740 \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0 \ubd84\uc11d\ud558\uc5ec \ubbf8\ub798 \uc5d0\ub108\uc9c0 \uc18c\ube44\ub97c \uc608\uce21\ud558\uace0 \ucd5c\uc801\uc758 \uc5d0\ub108\uc9c0 \uad00\ub9ac \uc804\ub7b5\uc744 \uc218\ub9bd\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 FEMS \uc608\uce21 \ubd84\uc11d\uc744 \uc704\ud55c \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \ucc98\ub9ac \ubc29\ubc95\uc5d0 \ub300\ud574 \uc2ec\uce35\uc801\uc73c\ub85c \uc0b4\ud3b4\ubcf4\uace0, \ud6a8\uacfc\uc801\uc778 \ub370\uc774\ud130 \uad00\ub9ac\ub97c \uc704\ud55c \uc804\ub7b5\uc744 \uc81c\uc2dc\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h2>1. \ub370\uc774\ud130 \uc218\uc9d1 \ubc29\ubc95<\/h2>\n<p>FEMS\uc5d0\uc11c \uc608\uce21 \ubd84\uc11d\uc744 \uc2e4\ud589\ud558\uae30 \uc704\ud574\uc11c\ub294 \uace0\ud488\uc9c8\uc758 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \uac83\uc774 \uc6b0\uc120\uc785\ub2c8\ub2e4. FEMS\uc5d0\uc11c \uc218\uc9d1\ud574\uc57c \ud560 \ub370\uc774\ud130\ub294 \ud06c\uac8c \ub2e4\uc74c\uacfc \uac19\uc774 \ubd84\ub958\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><strong>\u2013 \uc5d0\ub108\uc9c0 \uc18c\ube44 \ub370\uc774\ud130<\/strong>: \uc804\ub825, \uac00\uc2a4, \uc218\uc99d\uae30 \ub4f1 \ub2e4\uc591\ud55c \uc5d0\ub108\uc9c0\uc6d0\ubcc4 \uc18c\ube44\ub7c9, \uc2e4\uc2dc\uac04 \ubc0f \uacfc\uac70 \ub370\uc774\ud130<\/p>\n<p><strong>\u2013 \uc0dd\uc0b0 \ub370\uc774\ud130<\/strong>: \uc0dd\uc0b0\ub7c9, \uac00\ub3d9\ub960, \uc81c\ud488 \uc885\ub958, \uacf5\uc815 \ub2e8\uacc4 \ub4f1 \uc0dd\uc0b0 \ud65c\ub3d9\uacfc \uad00\ub828\ub41c \ubaa8\ub4e0 \ub370\uc774\ud130<\/p>\n<p><strong>\u2013 \ud658\uacbd \ub370\uc774\ud130<\/strong>: \uc628\ub3c4, \uc2b5\ub3c4, \uc678\ubd80 \uae30\uc628 \ub4f1 \uc0dd\uc0b0 \ud658\uacbd\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce58\ub294 \ub370\uc774\ud130<\/p>\n<p><strong>\u2013 \uc124\ube44 \ub370\uc774\ud130<\/strong>: \uc124\ube44 \uac00\ub3d9 \uc2dc\uac04, \uc720\uc9c0\ubcf4\uc218 \uae30\ub85d, \uace0\uc7a5 \uc774\ub825 \ub4f1 \uc124\ube44 \uc0c1\ud0dc\uc640 \uad00\ub828\ub41c \ub370\uc774\ud130<\/p>\n<p>FEMS \ub370\uc774\ud130 \uc218\uc9d1 \ubc29\uc2dd\uc740 \ud06c\uac8c \uc13c\uc11c \uae30\ubc18 \uc218\uc9d1, \uc81c\uc5b4 \uc2dc\uc2a4\ud15c \uc5f0\ub3d9, IoT \ub514\ubc14\uc774\uc2a4 \ud65c\uc6a9\uc758 \uc138 \uac00\uc9c0\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/test.daliworks.net\/wp-content\/uploads\/2024\/11\/FEMS-\uc608\uce21-\ubd84\uc11d\uc744-\uc704\ud55c-\ub370\uc774\ud130-\uc218\uc9d1-\ubc29\uc2dd_.jpg\" alt=\"FEMS \uc608\uce21 \ubd84\uc11d\uc744 \uc704\ud55c \ub370\uc774\ud130 \uc218\uc9d1 \ubc29\uc2dd\" width=\"1030\" height=\"521\"><\/p>\n<h4>\uc13c\uc11c \uae30\ubc18 \ub370\uc774\ud130 \uc218\uc9d1<\/h4>\n<p>\uc628\ub3c4, \uc555\ub825, \uc2b5\ub3c4, \uc804\ub825\ub7c9 \ub4f1\uc758 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130\ub97c \uce21\uc815\ud558\ub294 \uc13c\uc11c\ub97c \uc7a5\ube44\uc5d0 \uc124\uce58\ud558\uc5ec \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4. \uc13c\uc11c\ub294 \uc5d0\ub108\uc9c0 \uc0ac\uc6a9\ub7c9, \uc7a5\ube44\uc758 \uc0c1\ud0dc \ubc0f \ud658\uacbd \uc694\uc778\uc5d0 \ub300\ud55c \uc815\ubcf4\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \uc81c\uacf5\ud558\uc5ec \uc608\uce21 \ubd84\uc11d\uc5d0 \ud544\uc694\ud55c \uae30\ucd08 \uc790\ub8cc\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<h4>\uc81c\uc5b4 \uc2dc\uc2a4\ud15c \uc5f0\ub3d9<\/h4>\n<p>FEMS\ub294 \uae30\uc874\uc758 SCADA(Supervisory Control and Data Acquisition)\ub098 PLC(Programmable Logic Controller) \uc2dc\uc2a4\ud15c\uacfc \uc5f0\ub3d9\ud558\uc5ec \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubc29\uc2dd\uc740 \uacf5\uc7a5\uc5d0\uc11c \uc774\ubbf8 \uad6c\ucd95\ub41c \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc81c\uc5b4 \uc2dc\uc2a4\ud15c\uc744 \ud65c\uc6a9\ud558\uc5ec \ucd94\uac00\uc801\uc778 \uc124\uce58 \ube44\uc6a9\uc744 \uc808\uac10\ud558\ub294 \ub3d9\uc2dc\uc5d0, \uc608\uce21 \ubd84\uc11d\uc5d0 \ud544\uc694\ud55c \ub370\uc774\ud130\uc758 \uc815\ud655\uc131\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h4>IoT \ub514\ubc14\uc774\uc2a4 \ud65c\uc6a9<\/h4>\n<p>\ucd5c\uadfc\uc5d0\ub294 IoT(\uc0ac\ubb3c \uc778\ud130\ub137) \ub514\ubc14\uc774\uc2a4\uac00 \uacf5\uc7a5 \ub0b4 \uc7a5\ube44\uc640 \ub124\ud2b8\uc6cc\ud06c\ub97c \ud1b5\ud574 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \ub370 \ub110\ub9ac \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. IoT \ub514\ubc14\uc774\uc2a4\ub294 \ub2e4\uc591\ud55c \uc7a5\ube44\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \ub370\uc774\ud130\ub97c \uc911\uc559 \uc2dc\uc2a4\ud15c\uc73c\ub85c \uc804\uc1a1\ud558\uace0 \ud1b5\ud569\ud560 \uc218 \uc788\uc5b4, \ub370\uc774\ud130\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0 \uc608\uce21 \ubd84\uc11d\uc5d0 \ud544\uc694\ud55c \ub370\uc774\ud130\uc14b\uc744 \ubcf4\ub2e4 \uc27d\uac8c \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>2. \ub370\uc774\ud130 \ucc98\ub9ac \ubc0f \uad00\ub9ac \ubc29\ubc95<\/h2>\n<p>FEMS\uc5d0\uc11c \uc218\uc9d1\ub41c \ub370\uc774\ud130\ub294 \ub370\uc774\ud130 \ucc98\ub9ac \uacfc\uc815\uc744 \ud1b5\ud574 \ubd84\uc11d \uac00\ub2a5\ud55c \uc0c1\ud0dc\ub85c \ubcc0\ud658\ub429\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c\ub294 \ub370\uc774\ud130 \uc815\uc81c, \ub370\uc774\ud130 \uc800\uc7a5, \ub370\uc774\ud130 \ubcc0\ud658\uc774 \uc774\ub8e8\uc5b4\uc9c0\uba70, \uc774\ub294 \uc608\uce21 \ubd84\uc11d\uc758 \uc815\ud655\ub3c4\uc640 \ud6a8\uc728\uc131\uc744 \ub192\uc774\ub294 \ud575\uc2ec \uacfc\uc815\uc785\ub2c8\ub2e4.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/test.daliworks.net\/wp-content\/uploads\/2024\/11\/FEMS-\uc608\uce21-\ubd84\uc11d\uc744-\uc704\ud55c-\ub370\uc774\ud130-\ucc98\ub9ac.png\" alt=\"FEMS \uc608\uce21 \ubd84\uc11d\uc744 \uc704\ud55c \ub370\uc774\ud130 \ucc98\ub9ac\" width=\"1030\" height=\"746\"><\/p>\n<h4>\ub370\uc774\ud130 \uc815\uc81c<\/h4>\n<p>\ub370\uc774\ud130 \uc218\uc9d1 \uacfc\uc815\uc5d0\uc11c \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \uc624\ub958, \uc911\ubcf5, \ub204\ub77d\ub41c \ub370\uc774\ud130\ub97c \uc81c\uac70\ud558\uac70\ub098 \ubcf4\uc815\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc815\ud655\ud55c \uc608\uce21 \ubd84\uc11d\uc744 \uc704\ud574\uc11c\ub294 \uc774 \uacfc\uc815\uc774 \ubc18\ub4dc\uc2dc \ud544\uc694\ud558\uba70, \uacb0\uce21\uac12 \ucc98\ub9ac, \uc774\uc0c1\uce58 \uc81c\uac70 \ub4f1\uc758 \uae30\uc220\uc774 \ud65c\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<h4>\ub370\uc774\ud130 \uc800\uc7a5<\/h4>\n<p>\uc815\uc81c\ub41c \ub370\uc774\ud130\ub294 \ub370\uc774\ud130\ubca0\uc774\uc2a4(DB)\ub098 \ud074\ub77c\uc6b0\ub4dc \uc2dc\uc2a4\ud15c\uc5d0 \uc800\uc7a5\ub429\ub2c8\ub2e4. \ub370\uc774\ud130 \uc800\uc7a5 \ub2e8\uacc4\uc5d0\uc11c \uc911\uc694\ud55c \uc810\uc740 \ub370\uc774\ud130\uc758 \uad6c\uc870\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \uc124\uacc4\ud558\uc5ec, \ub098\uc911\uc5d0 \uc608\uce21 \ubd84\uc11d \uc2dc \ud544\uc694\ud55c \ub370\uc774\ud130\uc758 \uc811\uadfc\uc131\uacfc \ucc98\ub9ac \uc18d\ub3c4\ub97c \ub192\uc774\ub294 \uac83\uc785\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c **\uad00\uacc4\ud615 \ub370\uc774\ud130\ubca0\uc774\uc2a4(RDBMS)**\ub098 \ube45\ub370\uc774\ud130 \uc800\uc7a5\uc18c(\uc608: Hadoop, NoSQL)\ub97c \ud65c\uc6a9\ud558\uc5ec \ub370\uc774\ud130\uc758 \ud6a8\uc728\uc131\uc744 \ud655\ubcf4\ud569\ub2c8\ub2e4.<\/p>\n<h4>\ub370\uc774\ud130 \ubcc0\ud658<\/h4>\n<p>\uc800\uc7a5\ub41c \ub370\uc774\ud130\ub97c \ubd84\uc11d\uc5d0 \uc801\ud569\ud55c \ud615\ud0dc\ub85c \ubcc0\ud658\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc608\uce21 \ubd84\uc11d \ubaa8\ub378\ub9c1\uc744 \uc704\ud574 \ub370\uc774\ud130 \uc804\ucc98\ub9ac, \ud53c\ucc98 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1, \uc2a4\ucf00\uc77c\ub9c1 \ub4f1\uc758 \uae30\ubc95\uc774 \ud65c\uc6a9\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc2dc\uac04\uc5d0 \ub530\ub77c \ubcc0\ud654\ud558\ub294 \ub370\uc774\ud130\ub294 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub85c \ubcc0\ud658\ud558\uc5ec \ud2b8\ub80c\ub4dc\ub97c \ud30c\uc545\ud558\uac70\ub098, \ud2b9\uc815 \ud328\ud134\uc744 \uc608\uce21\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<h2>3. \uc608\uce21 \ubd84\uc11d \ubaa8\ub378<\/h2>\n<p>FEMS \uc608\uce21 \ubd84\uc11d\uc5d0\ub294 \ub2e4\uc591\ud55c \ubaa8\ub378\uc774 \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><strong>\u200b- \uc120\ud615 \ud68c\uadc0 \ubaa8\ub378<\/strong>: \uc5d0\ub108\uc9c0 \uc18c\ube44\uc640 \uc0dd\uc0b0\ub7c9 \uac04\uc758 \uc120\ud615 \uad00\uacc4\ub97c \ubaa8\ub378\ub9c1<\/p>\n<p><strong>\u2013 \uc2dc\uacc4\uc5f4 \ubd84\uc11d \ubaa8\ub378<\/strong>: \uacfc\uac70 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ubbf8\ub798 \uc5d0\ub108\uc9c0 \uc18c\ube44\ub97c \uc608\uce21<\/p>\n<p><strong>\u2013 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378<\/strong>: \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8, SVM, \uc2e0\uacbd\ub9dd \ub4f1 \ub2e4\uc591\ud55c \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \ubcf5\uc7a1\ud55c \ud328\ud134 \ud559\uc2b5<\/p>\n<p><strong>\u2013 \ub525\ub7ec\ub2dd \ubaa8\ub378<\/strong>: LSTM, GRU \ub4f1 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \ud2b9\ud654\ub41c \ubaa8\ub378 \ud65c\uc6a9<\/p>\n<h2>\ub9fa\uc74c\ub9d0<\/h2>\n<p>FEMS\uc5d0\uc11c \uc608\uce21 \ubd84\uc11d\uc744 \ud1b5\ud55c \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \ucc98\ub9ac \ubc29\ubc95\uc740 \uacf5\uc7a5 \uc5d0\ub108\uc9c0 \uad00\ub9ac\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. FEMS\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ud65c\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc815\ud655\ud55c \ub370\uc774\ud130 \uc218\uc9d1\uacfc \uccb4\uacc4\uc801\uc778 \ub370\uc774\ud130 \ucc98\ub9ac\uac00 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uacfc\uc815\uc744 \ud1b5\ud574 \uc5d0\ub108\uc9c0 \uc0ac\uc6a9\uc758 \ud6a8\uc728\uc131\uc744 \ub192\uc774\uace0 \ube44\uc6a9\uc744 \uc808\uac10\ud558\uba70, \uacf5\uc7a5 \uc6b4\uc601\uc758 \uc804\ubc18\uc801\uc778 \uc0dd\uc0b0\uc131\uc744 \uadf9\ub300\ud654\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=\"jy0lnl6VY9\">\n<p><a href=\"https:\/\/www.daliworks.net\/advantages-of-fems-predictive-analysis\/insights-blog\/\">FEMS \uc608\uce21\ubd84\uc11d\uc758 \ud544\uc694\uc131\uacfc \uc7a5\uc810<\/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\uc758 \ud544\uc694\uc131\uacfc \uc7a5\uc810\u201d \u2014 \ub2ec\ub9ac\uc6cd\uc2a4\" src=\"https:\/\/www.daliworks.net\/advantages-of-fems-predictive-analysis\/insights-blog\/embed\/#?secret=RZTpabbwW7#?secret=jy0lnl6VY9\" data-secret=\"jy0lnl6VY9\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n","protected":false},"excerpt":{"rendered":"<p>FEMS \uc608\uce21 \ubd84\uc11d\uc744 \uc704\ud55c \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \ucc98\ub9ac \ubc29\ubc95\uc5d0 \ub300\ud574 \uc2ec\uce35\uc801\uc73c\ub85c \uc0b4\ud3b4\ubcf4\uace0, \ud6a8\uacfc\uc801\uc778 \ub370\uc774\ud130 \uad00\ub9ac\ub97c \uc704\ud55c \uc804\ub7b5\uc744 \uc81c\uc2dc\ud569\ub2c8\ub2e4.<\/p>\n","protected":false},"author":1,"featured_media":709006,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"uix_meta_title":"","uix_meta_description":"","uix_canonical_url":"","footnotes":""},"categories":[10],"tags":[],"class_list":["post-1399","post","type-post","status-publish","format-standard","has-post-thumbnail","category-blog_k"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.7 (Yoast SEO v26.7) - 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