{"id":1949,"date":"2026-10-16T07:26:03","date_gmt":"2026-10-16T07:26:03","guid":{"rendered":"https:\/\/benlongkj.com\/?p=1949"},"modified":"2026-10-16T07:26:06","modified_gmt":"2026-10-16T07:26:06","slug":"agentic-ai-in-manufacturing","status":"publish","type":"post","link":"https:\/\/benlongkj.com\/ko\/blog\/agentic-ai-in-manufacturing\/","title":{"rendered":"\uc81c\uc870\uc5c5\uc5d0\uc11c\uc758 \uc5d0\uc774\uc804\ud2b8 AI: AI \uc5d0\uc774\uc804\ud2b8\uac00 \uacf5\uc7a5 \ud604\uc7a5\uc744 \uc5b4\ub5bb\uac8c \ubcc0\ud654\uc2dc\ud0a4\uace0 \uc788\ub294\uac00"},"content":{"rendered":"<p>\uc2dc\uac04\uc740 \uc0c8\ubcbd 2\uc2dc 40\ubd84\uc774\uba70, \uacf5\uae09\uc5c5\uccb4\uac00 \uad6c\ub9ac \ucf54\uc77c \ud55c \ubc30\uce58\uac00 \uc774\ud2c0 \uc9c0\uc5f0\ub418\uc5b4 \ubc30\uc1a1\ub420 \uac83\uc774\ub77c\ub294 \uc774\uba54\uc77c\uc744 \ubcf4\ub0c8\uc2b5\ub2c8\ub2e4. \ub300\ubd80\ubd84\uc758 \uc81c\uc870 \uacf5\uc7a5\uc5d0\uc11c\ub294 \uc774 \uba54\uc2dc\uc9c0\uac00 \ub2e8\uc21c\ud788 \uc778\ubc15\uc2a4\uc5d0 \ub0a8\uc544 \uc788\ub2e4\uac00 \uacc4\ud68d \ub2f4\ub2f9\uc790\uac00 \uc624\uc804 8\uc2dc\uc5d0 \uacf5\uc7a5\uc5d0 \ub3c4\ucc29\ud560 \ub54c\uae4c\uc9c0 \uae30\ub2e4\ub9bd\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uadf8\ub54c\ucbe4\uc774\uba74 \uc774\ubbf8 \uc774 \ucf54\uc77c\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc0dd\uc0b0 \uc791\uc5c5\uc744 \uc2dc\uc791\ud55c \uc57c\uac04 \uadfc\ubb34\uc790\ub4e4\uc740 \uc0dd\uc0b0 \ub77c\uc778\uc774 \uc815\uc624\uae4c\uc9c0 \uc911\ub2e8\ub420 \uac83\uc784\uc744 \uae68\ub2eb\uace0, \ub204\uad70\uac00\uac00 \ub2f9\uc77c \uacf5\uc815\uc758 \uc218\ub3d9 \uc7ac\uc77c\uc815\uc744 \uc644\ub8cc\ud574\uc57c \ud558\ub294 \uc0c1\ud669\uc5d0 \uc9c1\uba74\ud558\uac8c \ub429\ub2c8\ub2e4.<\/p>\n<p>\uc774\uc81c \ub300\uc548\uc801\uc778 \ubc24\uc744 \uc0c1\uc0c1\ud574 \ubd05\uc2dc\ub2e4. \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc5d0\uc774\uc804\ud2b8\uac00 \ub4e4\uc5b4\uc624\ub294 \uc774\uba54\uc77c\uc744 \uc77d\uace0, \ub204\ub77d\ub41c \ucf54\uc77c\uc5d0 \uc758\uc874\ud558\ub294 \uc8fc\ubb38\uacfc \uc7ac\uace0\uc5d0 \ub0a8\uc544 \uc788\ub294 \uacf5\uae09\ud488\uc744 \ud655\uc778\ud55c \ud6c4, \ucf54\uc77c \uc5c6\uc774 \uacf5\uc7a5\uc774 \ub530\ub97c \uc218 \uc788\ub294 \uc0c8\ub85c\uc6b4 \uc791\uc5c5 \uc77c\uc815\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. MES \ub370\uc774\ud130\ub97c \ud1b5\ud574 \uc7a5\ube44 \uac00\uc6a9\uc131\uc744 \ud655\uc778\ud558\uace0, \uc9c0\uc5f0\ub420 \ub450 \uac1c\uc758 \uc8fc\ubb38\uc744 \uc815\ud655\ud788 \ucc3e\uc544\ub0b4\uba70, \uc0c8\ub85c \uacc4\ud68d\ub41c \uc77c\uc815\uc744 \uc694\uc57d\ud55c \uba54\uc2dc\uc9c0\ub97c \uacc4\ud68d \ub2f4\ub2f9\uc790\uc5d0\uac8c \ubcf4\ub0c5\ub2c8\ub2e4.<\/p>\n<p>\uc774 \ub450 \ubc88\uc9f8 \uc2dc\ub098\ub9ac\uc624\ub294 \uc81c\uc870\uc5c5\uc5d0\uc11c \uc5d0\uc774\uc804\ud2b8 AI\ub77c\uace0 \ud560 \ub54c \uc0ac\ub78c\ub4e4\uc774 \ub9d0\ud558\ub294 \ubc14\ub85c \uadf8\uac83\uc785\ub2c8\ub2e4. \uc774\ub294 \ub2e8\uc21c\ud788 \uc2a4\ub9c8\ud2b8 \ub300\uc2dc\ubcf4\ub4dc\uc5d0 \uad00\ud55c \uac83\uc774 \uc544\ub2c8\ub77c, \ud544\uc694\ud55c \ubaa8\ub4e0 \uc791\uc5c5\uc744 \uacc4\ud68d\ud558\uace0 \uacf5\uc7a5 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \ub3c4\uad6c\ub97c \ud65c\uc6a9\ud558\uba70 \uc0dd\uc0b0 \ud504\ub85c\uc138\uc2a4\ub97c \uc2a4\uc2a4\ub85c \uc644\uc131\ud558\ub294 \uc5d0\uc774\uc804\ud2b8 AI\uc758 \ub2a5\ub825\uc5d0 \uad00\ud55c \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\uc5d0\uc774\uc804\ud2b8 AI \uac1c\ub150\uc740 \ud765\ubbf8\ub85c\uc6b4 \uc544\uc774\ub514\uc5b4\uc5d0\uc11c \uacf5\uae09\uc5c5\uccb4 \ub85c\ub4dc\ub9f5\uc758 \uc77c\ubd80\ub85c \ube60\ub974\uac8c \uc804\ud658\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 2026\ub144 \ubd04, IBM\uc740 \uc790\uc728 \ud488\uc9c8 \uad00\ub9ac, \ub3d9\uc801 \uc77c\uc815 \uad00\ub9ac, \uc5d4\ub4dc \ud22c \uc5d4\ub4dc \ud504\ub85c\uc138\uc2a4 \ucd5c\uc801\ud654\uac00 \uc5d0\uc774\uc804\ud2b8 AI \uae30\uc220\uc758 \uc8fc\uc694 \uc751\uc6a9 \ubd84\uc57c\uac00 \ub418\uc5b4\uc57c \ud55c\ub2e4\ub294 \uac00\uc774\ub4dc\ub97c \ubc1c\ud45c\ud588\uc2b5\ub2c8\ub2e4. \uac19\uc740 \ud574 3\uc6d4, Siemens\ub294 \uc0b0\uc5c5 AI \uc2dc\uc2a4\ud15c\uc774 \uc5d0\uc774\uc804\ud2b8\ud654\ub418\uace0 \uc788\uc74c\uc744 \uc120\uc5b8\ud588\uc73c\uba70, \uc0b0\uc5c5 \ucf54\ud30c\uc77c\ub7ff \ud504\ub85c\uadf8\ub7a8\uc758 \ub3c4\uc6c0\uc73c\ub85c \uc791\ub3d9\ud558\ub294 \uc804\ubb38 \uc5d0\uc774\uc804\ud2b8\ub97c \uac10\ub3c5\ud558\ub294 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\ud130 \uc5d0\uc774\uc804\ud2b8\ub97c \ub3c4\uc785\ud588\uc2b5\ub2c8\ub2e4. \uadf8 \ub2ec\uc5d0 Microsoft\ub294 2026\ub144\uc744 AI\uc758 \uc804\ud658\uc810\uc73c\ub85c \uc5b8\uae09\ud558\uba70, \uac70\ubc84\ub10c\uc2a4\uc640 \uc5ed\uc804 \ub2a5\ub825\uc774 AI \uad6c\ud604\uc758 \ud575\uc2ec \uc131\uacf5 \uc694\uc778 \uc911 \ud558\ub098\uac00 \ub420 \uac83\uc774\ub77c\uace0 \ubc1d\ud614\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ubcf8 \uac00\uc774\ub4dc\ub294 \uc5d0\uc774\uc804\ud2b8 AI\uac00 \ubb34\uc5c7\uc778\uc9c0, \uc5b4\ub514\uc5d0 \uc774\ubbf8 \ud65c\uc6a9\ub418\uace0 \uc788\ub294\uc9c0, \uadf8\ub9ac\uace0 \uc0c8\ub85c\uc6b4 \uc704\ud5d8\uc744 \ub9cc\ub4e4\uc9c0 \uc54a\uace0 \uae30\uc220\uc744 \uad6c\ud604\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud55c \uc815\ubcf4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub610\ud55c \ud68c\ub85c \ucc28\ub2e8\uae30 \ud14c\uc2a4\ud2b8 \ud504\ub85c\uc138\uc2a4\uc5d0\uc11c\uc758 \uc0ac\uc6a9 \uc0ac\ub840\ub3c4 \uc548\ub0b4\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<blockquote><p>\uac04\ub2e8\ud55c \ub2f5\ubcc0: \uc81c\uc870\uc5c5\uc5d0\uc11c\uc758 \uc5d0\uc774\uc804\ud2b8 AI\ub294 MES, ERP, \uc720\uc9c0\ubcf4\uc218 \uc18c\ud504\ud2b8\uc6e8\uc5b4\uc640 \uac19\uc740 \ub370\uc774\ud130 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \uc815\ubcf4\ub97c \uac00\uc838\uc640 \ud544\uc694\ud55c \uc791\uc5c5\uc744 \uacc4\ud68d\ud558\uace0 \ucd5c\uc18c\ud55c\uc758 \uc778\uac04 \uac1c\uc785\uc73c\ub85c \uc791\uc5c5\uc744 \uc218\ud589\ud558\uc5ec \uc124\uc815\ub41c \ubaa9\ud45c\ub97c \ub2ec\uc131\ud560 \uc218 \uc788\ub294 AI \uc2dc\uc2a4\ud15c\uc73c\ub85c \uc124\uba85\ub429\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8 \uc81c\uc870 AI \uae30\uc220\uc758 \uc8fc\uc694 \uc751\uc6a9 \ubd84\uc57c\ub294 \ud488\uc9c8 \uc870\uc0ac, \ub3d9\uc801 \uc77c\uc815 \uad00\ub9ac, \uc720\uc9c0\ubcf4\uc218 \uc870\uc815 \ubc0f \uacf5\uae09\ub9dd \uc7ac\uc77c\uc815\uc785\ub2c8\ub2e4. \uac00\uc7a5 \ud6a8\uc728\uc801\uc778 \uc0dd\uc0b0 \ub2e8\uc704\uc5d0\uc11c\ub294 \uc5d0\uc774\uc804\ud2b8\uac00 \uba85\ud655\ud788 \uc815\uc758\ub41c \uad8c\ud55c \ud55c\ub3c4 \ub0b4\uc5d0\uc11c \uc791\ub3d9\ud558\uba70, \uc548\uc804 \ub85c\uc9c1\uc740 PLC\uc5d0 \uc874\uc7ac\ud558\uace0, \ub354 \ub192\uc740 \uc704\ud5d8\uc758 \uc791\uc5c5\uc740 \uc778\uac04 \uc2b9\uc778\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p><\/blockquote>\n<h2><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1951\" src=\"https:\/\/benlongkj.com\/wp-content\/uploads\/2026\/10\/Agentic-AI-in-Manufacturing-How-AI-Agents-Are-Changing-the-Factory-Floor-1.webp\" alt=\"\" width=\"1448\" height=\"1086\" \/><\/h2>\n<h2>\uc81c\uc870\uc5c5\uc5d0\uc11c \uc5d0\uc774\uc804\ud2f1 AI\ub780 \ubb34\uc5c7\uc778\uac00?<\/h2>\n<p>\ub300\ubd80\ubd84\uc758 \uacf5\uc7a5\ub4e4\uc740 \uc774\ubbf8 \ub2e4\uc591\ud55c \ud615\ud0dc\uc758 \u201c\uc9c0\ub2a5\u201d\uc744 \ud65c\uc6a9\ud574 \uc654\uc2b5\ub2c8\ub2e4. PLC\ub294 \ub9e4\uc6b0 \ub192\uc740 \ube48\ub3c4\ub85c \ub17c\ub9ac \uc5f0\uc0b0\uc744 \uc218\ud589\ud569\ub2c8\ub2e4\u2014\ub9e4\ucd08 \uc218\ucc9c \ubc88 \uc774 \uc791\uc5c5\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \ube44\uc804 \uc2dc\uc2a4\ud15c\uc740 \ubd88\ub7c9\ud488\uc744 \uc81c\uac70\ud569\ub2c8\ub2e4. \uc608\uce21 \ubaa8\ub378\uc740 \ubca0\uc5b4\ub9c1\uc774 \uc190\uc0c1\ub418\uc5c8\uc74c\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \uc9c8\ubb38\uc740: \uc5ec\uae30\uc11c \ubb34\uc5c7\uc774 \uc0c8\ub85c\uc6b8\uae4c\uc694?<\/p>\n<p>\uc2e4\uc81c\ub85c \ub2e4\ub978 \uc810\uc740 \ubb38\uc81c\uc758 \ub8e8\ud504\ub97c \ub2eb\ub294 \uac83\uc785\ub2c8\ub2e4. \uc608\uce21 \ubaa8\ub378\uc740 \uc815\ubcf4\ub97c \uc81c\uacf5\ud558\ub294 \ubc18\uba74, \uc5d0\uc774\uc804\ud2f1 \uc2dc\uc2a4\ud15c\uc740 \uadf8 \uc815\ubcf4\ub97c \ubc14\ud0d5\uc73c\ub85c \ud589\ub3d9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Siemens\uc5d0 \ub530\ub974\uba74, \uc5d0\uc774\uc804\ud2f1 \uc2dc\uc2a4\ud15c\uc740 \uc5ec\ub7ec \ub370\uc774\ud130 \uc18c\uc2a4\uc640 \ub3c4\uad6c\ub97c \ud65c\uc6a9\ud558\uc5ec \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud558\uace0, \ub204\uad70\uac00\uac00 \ubaa8\ub4e0 \ud074\ub9ad\uc744 \ud558\uc9c0 \uc54a\uc544\ub3c4 \ub2e4\ub2e8\uacc4 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 AI\ub97c \uc758\ubbf8\ud569\ub2c8\ub2e4. IBM\uc740 \uc774\ub97c \uc791\uc5c5 \ud604\uc7a5 \ud65c\ub3d9 \uce21\uba74\uc5d0\uc11c \uc124\uba85\ud569\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2f1 \uc2dc\uc2a4\ud15c\uc740 \uacb0\ud568\uc744 \ubc1c\uacac\ud588\uc744 \ub54c \ub2e8\uc21c\ud788 \ubcf4\uace0\ud558\ub294 \ub300\uc2e0 \uae30\uacc4 \uc124\uc815\uc744 \ubcc0\uacbd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc2e4\uc81c\ub85c, <strong>\uc81c\uc870\uc5c5\uc5d0\uc11c AI \uc5d0\uc774\uc804\ud2b8\ub294<\/strong> \uc138 \uac00\uc9c0 \uae30\ub2a5\uc744 \uc218\ud589\ud558\ub294 \ucef4\ud4e8\ud130 \ud504\ub85c\uadf8\ub7a8\uc73c\ub85c \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4: \ubaa9\uc801\uc744 \uac00\uc9c0\uace0 \uc788\ub2e4(3\ubc88 \ub77c\uc778\uc758 \ucd9c\ub825 \ubaa9\ud45c\ub97c \uc720\uc9c0\ud558\uace0 \ud488\uc9c8 \uacbd\ubcf4\uc5d0 \ub300\uc751), \ud2b9\uc815 \ub3c4\uad6c\uc5d0 \uc811\uadfc\ud560 \uc218 \uc788\ub2e4(MES \uc77d\uae30, \uc7a5\ube44 \uc720\uc9c0\ubcf4\uc218 \uc791\uc5c5 \uc9c0\uc2dc \uc0dd\uc131, \uacf5\uae09\uc5c5\uccb4 \uc7ac\uace0 \uc218\uc900 \ud655\uc778), \uadf8\ub9ac\uace0 \uadf8\ub4e4\uc758 \ud589\ub3d9\uc5d0 \uad00\ud55c \uaddc\uce59\uc5d0 \ub530\ub77c \uc548\ub0b4\ubc1b\ub294\ub2e4.<\/p>\n<h3>AI \uc5d0\uc774\uc804\ud2b8 vs \uc804\ud1b5\uc801 AI vs \uc790\ub3d9\ud654<\/h3>\n<p>\uc774 \uc6a9\uc5b4\ub4e4\uc740 \uc790\uc8fc \ud63c\ub3d9\ub418\ubbc0\ub85c, \uc77c\ubc18\uc801\uc778 \uc0dd\uc0b0 \ud604\uc7a5\uc5d0\uc11c \uc5b4\ub5bb\uac8c \ube44\uad50\ub418\ub294\uc9c0 \uc124\uba85\ud569\ub2c8\ub2e4.<\/p>\n<table>\n<thead>\n<tr>\n<th>\uae30\uc220<\/th>\n<th>\uae30\ub2a5<\/th>\n<th>\uacf5\uc7a5 \uc608\uc2dc<\/th>\n<th>\uacb0\uacfc\uc5d0 \ub300\ud574 \ub204\uac00 \ud589\ub3d9\ud558\ub294\uac00<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\uaddc\uce59 \uae30\ubc18 \uc790\ub3d9\ud654(PLC, \ub85c\ubd07)<\/td>\n<td>\ud504\ub85c\uadf8\ub798\ubc0d\ub41c \uace0\uc815 \ub17c\ub9ac\ub97c \uc815\ud655\ud788 \uc2e4\ud589<\/td>\n<td>\ud504\ub808\uc2a4\ud54f \uc2a4\ud14c\uc774\uc158\uc740 \ud798\uc774 \ud55c\uacc4\ub97c \ucd08\uacfc\ud558\uba74 \ubd80\ud488\uc744 \uac70\ubd80<\/td>\n<td>\uae30\uacc4, \uace0\uc815\ub41c \uaddc\uce59 \ub0b4\uc5d0\uc11c<\/td>\n<\/tr>\n<tr>\n<td>\uc608\uce21\/\ubd84\uc11d AI<\/td>\n<td>\ud328\ud134\uc744 \ucc3e\uace0 \uacb0\uacfc\ub97c \uc608\uce21<\/td>\n<td>\ubaa8\ub378\uc774 10\uc77c \ud6c4 \uc2a4\ud540\ub4e4 \uace0\uc7a5\uc744 \uc608\uce21<\/td>\n<td>\uc0ac\ub78c\uc774 \uacbd\uace0\ub97c \uc77d\uace0 \uacb0\uc815<\/td>\n<\/tr>\n<tr>\n<td>\uc0dd\uc131 AI \ucf54\ud30c\uc77c\ub7ff<\/td>\n<td>\uc9c8\ubb38\uc5d0 \ub2f5\ud558\uace0 \uc694\uccad \uc2dc \ucf58\ud150\uce20 \ucd08\uc548 \uc791\uc131<\/td>\n<td>\uc5d4\uc9c0\ub2c8\uc5b4\uac00 PLC \ucf54\ub4dc\ub098 \uace0\uc7a5 \uc124\uba85\uc744 \ud3c9\uc774\ud55c \uc5b8\uc5b4\ub85c \uc694\uccad<\/td>\n<td>\uc0ac\ub78c\uc774 \ub9e4 \ud504\ub86c\ud504\ud2b8 \ud6c4\uc5d0<\/td>\n<\/tr>\n<tr>\n<td>\uc5d0\uc774\uc804\ud2f1 AI<\/td>\n<td>\ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa9\ud45c\ub97c \ud5a5\ud55c \ub2e4\ub2e8\uacc4 \uc791\uc5c5\uc744 \uacc4\ud68d\ud558\uace0 \uc218\ud589<\/td>\n<td>\uc5d0\uc774\uc804\ud2b8\uac00 \uace0\uc7a5 \uc608\uce21\uc744 \ubcf4\uace0, \ubd80\ud558\uac00 \ub0ae\uc740 \uc2dc\uac04\uc744 \ucc3e\uc544, \uae30\uc220\uc790\ub97c \uc608\uc57d\ud558\uace0 \ubd80\ud488\uc744 \uc8fc\ubb38<\/td>\n<td>\uc2b9\uc778\ub41c \ud55c\ub3c4 \ub0b4\uc5d0\uc11c \uc5d0\uc774\uc804\ud2b8\uac00 \ud589\ub3d9; \uace0\uc704\ud5d8 \ub2e8\uacc4\ub294 \uc0ac\ub78c\uc774 \uc2b9\uc778<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\uc5d0\uc774\uc804\ud2f1 AI\uac00 \ub2e4\ub978 \uc138 \uac00\uc9c0\ub97c \ub300\uccb4\ud558\uc9c0 \uc54a\ub294\ub2e4\ub294 \uc810\uc5d0 \uc8fc\ubaa9\ud558\uc138\uc694. \uadf8\uac83\uc740 \uadf8 \uc704\uc5d0 \uc704\uce58\ud569\ub2c8\ub2e4. PLC\ub294 \uc5ec\uc804\ud788 \uae30\uacc4\ub97c \uc791\ub3d9\uc2dc\ud0a4\uace0, \uc608\uce21 \ubaa8\ub378\uc740 \uc5ec\uc804\ud788 \uc608\uce21\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\ub294 \uadf8 \uc2e0\ud638\ub4e4\uc744 \ud589\ub3d9\uc73c\ub85c \uc804\ud658\ud558\ub294 \uacc4\uce35\uc785\ub2c8\ub2e4.<\/p>\n<h3>\uacf5\uc7a5 \ud604\uc7a5\uc5d0\uc11c AI \uc5d0\uc774\uc804\ud2b8\uac00 \uc791\ub3d9\ud558\ub294 \ubc29\uc2dd<\/h3>\n<p>\ub300\ubd80\ubd84\uc758 \uc0b0\uc5c5\uc6a9 \uc5d0\uc774\uc804\ud2b8 \ud575\uc2ec\uc5d0\ub294 \ucd5c\ub300 \ub124 \uac00\uc9c0 \uc8fc\uc694 \uc54c\uace0\ub9ac\uc998\uc774 \uc2e4\ud589\ub429\ub2c8\ub2e4:<\/p>\n<p>SCADA \ub610\ub294 PLC\uc5d0\uc11c \uad00\ucc30\ub41c \uae30\uacc4 \uc0c1\ud0dc, MES \ub610\ub294 ERP \uc8fc\ubb38\uc5d0 \uc800\uc7a5\ub41c \uc6b4\uc601 \ud14c\uc2a4\ud2b8 \uacb0\uacfc, \uacf5\uae09\uc5c5\uccb4 \ud3ec\ud138\uc774\ub098 \uc774\uba54\uc77c\uc744 \ud1b5\ud55c \uc5c5\ub370\uc774\ud2b8\ub41c \uad6c\ub9e4 \uc694\uccad \ub4f1\uc5d0\uc11c \uc218\uc9d1\ub41c \uc2e4\uc2dc\uac04 \ubc0f \uacfc\uac70 \uc815\ubcf4 \uc778\uc2dd.<br \/>\n\ucd94\ub860. \uc5b8\uc5b4 \ubaa8\ub378\uacfc \ub3c4\uba54\uc778 \uaddc\uce59\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc0c1\ud669\uc744 \uc774\ud574\ud558\uace0 \uacc4\ud68d\uc744 \uc218\ub9bd, \uc608\ub97c \ub4e4\uc5b4 \u201c\ud2b8\ub9bd \uacb0\uacfc\uac00 \ubcc0\ub3d9 \uc911; \uba3c\uc800 \ud55c \ud14c\uc2a4\ud2b8 \uace0\uc815\uad6c\uac00 \uc6d0\uc778\uc778\uc9c0 \ud655\uc778.\u201d<br \/>\n\ud65c\uc131\ud654. \ub3c4\uad6c \ud638\ucd9c: \ucffc\ub9ac \uc2e4\ud589, \uc791\uc5c5 \uc9c0\uc2dc\uc11c \uc0dd\uc131, \uc77c\uc815 \uc5c5\ub370\uc774\ud2b8 \ubc0f \uba54\uc2dc\uc9c0 \uc804\uc1a1. \uc0dd\uc131\ub41c \uac01 \ud638\ucd9c\uc5d0\ub294 \ub85c\uadf8\uac00 \uae30\ub85d\ub429\ub2c8\ub2e4.<br \/>\n\ud559\uc2b5. \uacb0\uacfc\ub97c \uc0b4\ud3b4\ubcf4\uace0 \uc608\uc0c1\uacfc \ube44\uad50\ud55c \ud6c4 \ub2e4\uc74c \uacb0\uc815\uc744 \uc870\uc815\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub300\uaddc\ubaa8 \uacf5\uc7a5\uc5d0\uc11c \ubaa8\ub4e0 \uc6a9\ub3c4\uc5d0 \ub9de\ub294 \ub2e8\uc77c \uc5d0\uc774\uc804\ud2b8\ub97c \uc783\ub294 \uc77c\uc740 \ub4dc\ubb45\ub2c8\ub2e4. \uadf8\ub4e4\uc740 \uc5ec\ub7ec \uc804\ubb38 \uc5d0\uc774\uc804\ud2b8\ub97c \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\ud130\uac00 \uad00\ub9ac\ud558\ub294 \uad6c\uc870\ub85c \uc218\uc6a9\ud588\uc2b5\ub2c8\ub2e4. \uc774\uac83\uc774 \ubc14\ub85c Siemens\uac00 \ub9d0\ud558\ub294 \ubc14\uc785\ub2c8\ub2e4: \uc0b0\uc5c5\uc6a9 \ucf54\ud30c\uc77c\ub7ff\uc740 \ub300\ud654\ud615 \ud504\ub860\ud2b8 \uc5d4\ub4dc\uc774\uace0, \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \uc5d0\uc774\uc804\ud2b8\ub294 \uc791\uc5c5\uc758 \uac01 \ubd80\ubd84\uc744 \uc644\ub8cc\ud558\ub294 \uc804\ubb38\uac00 \uc5d0\uc774\uc804\ud2b8\ub97c \uc120\ud0dd\ud569\ub2c8\ub2e4. IBM\uc740 \ub3d9\uc77c\ud55c \ubaa8\ub378\uc744 \uace0\ub9bd\ub41c \uc791\uc5c5\uc5d0\ub9cc \uad00\uc5ec\ud558\uc9c0 \uc54a\uace0 \uc6cc\ud06c\ud50c\ub85c\uc6b0 \uc804\ubc18\uc5d0\uc11c \uc791\ub3d9\ud558\ub294 \ub2e4\uc911 \uc5d0\uc774\uc804\ud2b8 \uc2dc\uc2a4\ud15c\uc774\ub77c\uace0 \ubd80\ub985\ub2c8\ub2e4.<\/p>\n<h3>IBM, Siemens \ubc0f Microsoft\uc758 \uacac\ud574<\/h3>\n<p>\uc138 \ud68c\uc0ac\ub294 \uc11c\ub85c \ub2e4\ub978 \uad00\uc810\uc5d0\uc11c \uc774 \uc8fc\uc81c\uc5d0 \uc811\uadfc\ud588\uc73c\uba70, \uc774\ub294 \uc804\ub7b5, \uc0b0\uc5c5\uc6a9 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \ubc0f \ud074\ub77c\uc6b0\ub4dc \uc778\ud504\ub77c\uc758 \ub2e4\uc591\ud55c \uce21\uba74\uc744 \ubaa8\ub450 \ud3ec\uad04\ud55c\ub2e4\ub294 \uc810\uc5d0\uc11c \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<p>IBM\uc740 \uc5d0\uc774\uc804\ud2b8 AI\ub97c \ube44\uc6a9, \ud488\uc9c8 \ubc0f \ub0a9\ud488\uc744 \ub3d9\uc2dc\uc5d0 \ud3c9\uac00\ud558\ub294 \uc9c0\uc18d\uc801\uc778 \uc758\uc0ac\uacb0\uc815 \ud504\ub85c\uc138\uc2a4\ub85c \ubd05\ub2c8\ub2e4. \ud68c\uc0ac\uc758 2026\ub144 \uac1c\uc694\ub294 \ud488\uc9c8 \ubc0f \uc77c\uc815 \uad00\ub9ac\ubd80\ud130 \uc601\uc5c5 \ubc0f \uacf5\uae09\ub9dd\uc5d0 \uc774\ub974\ub294 8\uac1c \uc801\uc6a9 \ubd84\uc57c\ub97c \uc81c\uc2dc\ud558\uba70, 2028\ub144\uae4c\uc9c0 \uc5d0\uc774\uc804\ud2b8 AI\uac00 \uae30\uc5c5\uc6a9 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 33%\uc5d0\uc11c \uc0ac\uc6a9\ub420 \uac83\uc774\ub77c\ub294 Gartner \uc608\uce21\uc744 \ub367\ubd99\uc600\uc2b5\ub2c8\ub2e4(2024\ub144\uc5d0\ub294 1% \ubbf8\ub9cc).<br \/>\nSiemens\ub294 \uc124\uacc4, \uacc4\ud68d, \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1, \uc6b4\uc601 \ubc0f \uc11c\ube44\uc2a4 \ub4f1 \uc0b0\uc5c5 \uac00\uce58 \uc0ac\uc2ac\uc5d0 \uc9d1\uc911\ud569\ub2c8\ub2e4. Automate 2025\uc5d0\uc11c CEO Rainer Brehm\uc740 \uc774 \uae30\uc220\uc744 \u201c\uc9c8\ubb38-\uc751\ub2f5 \ud328\ub7ec\ub2e4\uc784\uc744 \ub118\uc5b4\u201d \uc6cc\ud06c\ud50c\ub85c\uc6b0\ub97c \uc644\uc131\ud560 \uc218 \uc788\ub294 \uc2dc\uc2a4\ud15c\uc73c\ub85c \ubd88\ub800\uc2b5\ub2c8\ub2e4. \ud68c\uc0ac\ub294 \uc0dd\uc0b0\uc131\uc744 \ucd5c\ub300 50%\uae4c\uc9c0 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\ub2e4\uace0 \uc8fc\uc7a5\ud558\uba70, \uace0\uac1d\uc774 \uc5d0\uc774\uc804\ud2b8\uc5d0 \uc704\uc784\ud558\ub294 \uc791\uc5c5\uc744 \ud1b5\uc81c\ud560 \uc218 \uc788\ub2e4\uace0 \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n<p>Microsoft\ub294 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158\uacfc \uc2e0\ub8b0\uc5d0 \uc9d1\uc911\ud569\ub2c8\ub2e4. 2026\ub144 3\uc6d4\uc5d0 \ubc1c\ud45c\ub41c \uae30\uc0ac\uc5d0\uc11c\ub294 \uc2dc\uc2a4\ud15c, \ub370\uc774\ud130 \ubc0f \uc791\uc5c5\uc758 \uc138 \uac00\uc9c0 \ubcc0\ud654\ub97c \uc124\uba85\ud558\uba70, \uc0ac\uc6a9\uc790\uac00 \ub3c4\uc6b0\ubbf8\uc640 \ud568\uaed8 \uc791\uc5c5\ud558\ub294 \ub3c4\uad6c\uac00 \uc791\uc5c5\uc744 \uc218\ud589\ud558\ub294 \uc5d0\uc774\uc804\ud2b8\ub85c \ub300\uccb4\ub41c\ub2e4\uace0 \ub9d0\ud569\ub2c8\ub2e4. <span style=\"color: #800000;\">\ud68c\uc0ac\uc5d0 \ub530\ub974\uba74, \uc778\uacf5\uc9c0\ub2a5\uc774 \ucd94\ucc9c \uc81c\uacf5\uc5d0\uc11c \uc791\uc5c5 \uc2e4\ud589\uc73c\ub85c \uc131\uc7a5\ud568\uc5d0 \ub530\ub77c \ubaa8\ub378 \uad00\ub9ac, \uc811\uadfc \uc81c\uc5b4, \ub370\uc774\ud130, OT \ubc0f \uc758\uc0ac\uacb0\uc815 \uc124\uba85 \uac00\ub2a5\uc131 \uad00\ub9ac\uac00 \ud544\uc694\ud574\uc9d1\ub2c8\ub2e4.<\/span><\/p>\n<h2>\uc81c\uc870\uc5c5\uc5d0\uc11c\uc758 \uc5d0\uc774\uc804\ud2b8 AI \ud65c\uc6a9 \uc0ac\ub840<\/h2>\n<p>\uc5ec\uae30\uc11c \ub300\ud654\ub294 \uc2e4\uc6a9\uc801\uc73c\ub85c \uc804\ud658\ub429\ub2c8\ub2e4. \uc544\ub798\ub294 <strong>\uc81c\uc870\uc5c5\uc5d0\uc11c \uc790\uc8fc \uc5b8\uae09\ub418\ub294<\/strong> \uc5d0\uc774\uc804\ud2b8 AI \ud65c\uc6a9 \uc0ac\ub840\uc640 \uac01 \uc0ac\ub840\uc5d0\uc11c \uc5d0\uc774\uc804\ud2b8\uac00 \uc2e4\uc81c\ub85c \uc218\ud589\ud558\ub294 \uc791\uc5c5 \uc720\ud615\uc785\ub2c8\ub2e4.<\/p>\n<h3>\uc790\uc728 \ud488\uc9c8 \uad00\ub9ac<\/h3>\n<p>\uc815\ubcf4\uac00 \uc774\ubbf8 \uc81c\uacf5\ub418\uc5b4 \uc788\uae30 \ub54c\ubb38\uc5d0 \ud488\uc9c8\uc774 \uc774 \uacbd\uc6b0 \uc2dc\uc791 \uc0c1\ud0dc\uc785\ub2c8\ub2e4. \uc5ec\ub7ec \uac80\uc0ac \uce74\uba54\ub77c, \ud14c\uc2a4\ud2b8 \ubca4\uce58 \ub610\ub294 \uac8c\uc774\uc9c0\uac00 \ubaa8\ub450 \uc218\uce58\ub97c \uc0dd\uc131\ud558\uba70 \ub300\ubd80\ubd84\uc758 \uacbd\uc6b0 \uc774 \uc218\uce58\ub294 \ud55c \ubc88\ub9cc \ud655\uc778\ub429\ub2c8\ub2e4.<\/p>\n<p>\uadf8\ub7ec\ub098 \ub2e4\ub978 \uc2dc\uc2a4\ud15c\uacfc \ub2ec\ub9ac \ud488\uc9c8 \uc5d0\uc774\uc804\ud2b8\ub294 \ub370\uc774\ud130\ub97c \uc9c0\uc18d\uc801\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud569\ub2c8\ub2e4. \uc774\ub294 \uc5d0\uc774\uc804\ud2b8\uac00 \ub370\uc774\ud130\uc5d0\uc11c \uc774\uc0c1 \ud604\uc0c1(\uc608: \uacb0\ud568\ub960 \uc99d\uac00, \ud55c\uacc4\uce58 \uc811\uadfc \ub610\ub294 \ud2b9\uc815 \uad50\ub300\uc870\uc5d0\uc11c\uc758 \ub2e4\uc218 \uc2e4\ud328)\uc744 \uac10\uc9c0\ud558\uba74 \ub2e8\uc21c\ud788 \uc774\uc0c1 \ud604\uc0c1\uc744 \uae30\ub85d\ud558\ub294 \ub370 \uadf8\uce58\uc9c0 \uc54a\uace0, \uc5b4\ub5a4 \uc0dd\uc0b0 \uc2a4\ud14c\uc774\uc158\uc774\ub098 \uace0\uc815\uad6c\uac00 \uc774\ub7ec\ud55c \uacb0\uacfc\ub97c \ucd08\ub798\ud588\ub294\uc9c0 \uc870\uc0ac\ud55c\ub2e4\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc608\ub97c \ub4e4\uc5b4 \uc804\uc790 \ubd84\uc57c\uc5d0\uc11c IBM\uc740 \uc2dc\uc2a4\ud15c\uc774 \ub0a9\ub55c \uc2dc \ubc18\ubcf5\ub418\ub294 \uacb0\ud568\uc744 \uac10\uc9c0\ud558\uba74 \uc7a5\ube44\uc758 \uc628\ub3c4\uc640 \ud0c0\uc774\ubc0d\uc744 \uc870\uc815\ud558\uac70\ub098 \ucd5c\uadfc\uc5d0 \ub0a9\ub55c\ub41c \ubaa8\ub4e0 \ubcf4\ub4dc\uc5d0 \ub300\ud574 \ubaa9\ud45c \ud14c\uc2a4\ud2b8\ub97c \uc2e4\ud589\ud560 \uc218 \uc788\ub294 \ub2a5\ub825\uc744 \uac16\ucd94\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc548\uc804\uc774 \uc911\uc694\ud55c \uc81c\ud488\uc758 \uacbd\uc6b0, \uc77c\ubc18\uc801\uc73c\ub85c \uc5d0\uc774\uc804\ud2b8\uc758 \uae30\ub2a5\uc740 \uc870\uc0ac\ub97c \uc81c\ud55c\ud558\uba70, \uacf5\uc815 \ubcc0\uacbd\uc740 \uba74\ud5c8\uac00 \uc788\ub294 \uc5d4\uc9c0\ub2c8\uc5b4\uc758 \uc2b9\uc778\uc744 \ubc1b\uc544\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<h3>\ub3d9\uc801 \uc0dd\uc0b0 \uc77c\uc815 \uad00\ub9ac<\/h3>\n<p>\uc0dd\uc0b0 \uc77c\uc815\uc774 \uc0dd\uc131\ub418\ub294 \uc21c\uac04\ubd80\ud130 \uc77c\uc815\uc740 \uc810\uc810 \uad6c\uc2dd\uc774 \ub429\ub2c8\ub2e4. \uc774\ub294 \uae30\uacc4 \uace0\uc7a5, \uae34\uae09 \uc8fc\ubb38 \ub610\ub294 \ubc30\uc1a1 \ubb38\uc81c \ub54c\ubb38\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc791\uc5c5\uc790\ub4e4\uc774 \uc8fc\ub85c \ub0ae \uc2dc\uac04 \ub3d9\uc548 \uc2a4\ud504\ub808\ub4dc\uc2dc\ud2b8\uc5d0\uc11c \ubaa8\ub4e0 \uac83\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \uc7ac\uc870\uc815\ud574\uc57c \ud568\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc77c\uc815 \uad00\ub9ac \uc5d0\uc774\uc804\ud2b8\ub294 \uc8fc\ubb38 \uc0c1\ud0dc, \uae30\uacc4, \uc778\ub825 \uac00\uc6a9\uc131 \ubc0f \uc790\uc7ac \uac00\uc6a9\uc131\uc5d0 \ub300\ud55c \uc2e4\uc2dc\uac04 \uc815\ubcf4\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc8fc\ubb38\uc744 \uacc4\uc18d \uc7ac\uc870\uc815\ud569\ub2c8\ub2e4. IBM\uc740 \uc790\ub3d9\ucc28 \uacf5\uc7a5\uc5d0\uc11c \ud575\uc2ec \ubd80\ud488 \ubc30\uc1a1 \uc9c0\uc5f0\uc73c\ub85c \uc0dd\uc0b0\uc774 \uc911\ub2e8\ub418\ub294 \uc0ac\ub840\ub97c \uc81c\uc2dc\ud588\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc0dd\uc0b0\uc744 \uc911\ub2e8\ud558\ub294 \ub300\uc2e0 \uc77c\uc815 \uad00\ub9ac \uc5d0\uc774\uc804\ud2b8\ub294 \uc0dd\uc0b0 \ud504\ub85c\uc138\uc2a4\ub97c \uc27d\uac8c \uc7ac\uc870\uc9c1\ud558\uace0, \ubc30\uc1a1\uc774 \ud544\uc694 \uc5c6\ub294 \ucc28\ub7c9\uc744 \uba3c\uc800 \uc81c\uc870\ud558\ub3c4\ub85d \uc8fc\ubb38\ud558\uba70, \ub77c\uc778 \uc791\uc5c5\uc790 \uac04 \uc791\uc5c5 \ubd80\ud558\ub97c \uade0\ud615 \uc788\uac8c \uc870\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774 \uc811\uadfc\ubc95\uc740 \ub300\ubd80\ubd84\uc758 \uc81c\uc870 \uacf5\uc815\uc5d0 \ub3d9\uc77c\ud558\uac8c \uc801\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc5ec\ub7ec \ubaa8\ub378\uc744 \uc0dd\uc0b0\ud558\ub294 \uc18c\uaddc\ubaa8 \ucc28\ub2e8\uae30 \uc81c\uc870\uc5c5\uccb4\ub3c4 \uad50\uccb4 \ud69f\uc218\ub97c \uc904\uc774\ub294 \ub370\uc11c \uc774\uc810\uc744 \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>\uc608\uce21 \uc720\uc9c0\ubcf4\uc218 \uc870\uc728<\/h3>\n<p>\uc608\uce21 \uc720\uc9c0\ubcf4\uc218\ub294 \uc624\ub7ab\ub3d9\uc548 \uc874\uc7ac\ud574 \uc654\uc9c0\ub9cc, \uc608\uce21 \ud6c4\uc5d0 \uc5b4\ub5a4 \uc77c\uc774 \uc77c\uc5b4\ub098\ub294\uc9c0\uac00 \ud56d\uc0c1 \ub3c4\uc804 \uacfc\uc81c\uc600\uc2b5\ub2c8\ub2e4. \ub204\uad70\uac00\ub294 \uacbd\uace0\ub97c \ubc1b\uace0, \uc77c\uc815\ud45c\ub97c \ud655\uc778\ud558\uace0, \uae30\uc220\uc790\ub97c \ucc3e\uace0, \ud544\uc694\ud55c \ubd80\ud488\uc744 \uc8fc\ubb38\ud558\uba70, \uc0dd\uc0b0 \uc911\ub2e8 \uc2dc\uac04\uc744 \ud611\uc0c1\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\uc774 \uc791\uc5c5\uc740 \uc5d0\uc774\uc804\ud2b8\uac00 \ucc98\ub9ac\ud569\ub2c8\ub2e4. IBM\uc740 \uc5d0\uc774\uc804\ud2b8\ub97c \uc608\uc0c1 \uc0dd\uc0b0 \uc911\ub2e8 \uc2dc\uac04 \ub3d9\uc548 \uc791\uc5c5\uc744 \uc77c\uc815\ud654\ud558\uace0, \uad50\uccb4 \ubd80\ud488\uc744 \uc8fc\ubb38\ud558\uba70, \uae30\uc220\uc790\ub97c \ubc30\uc815\ud558\uace0, \ub2e4\ub978 \uae30\uacc4\uc640 \ubd80\ud558\ub97c \uc77c\uc2dc\uc801\uc73c\ub85c \ubcc0\uacbd\ud560 \uc218 \uc788\ub294 \uc874\uc7ac\ub85c \uc124\uba85\ud569\ub2c8\ub2e4. \ub3d9\uc77c\ud55c \uc811\uadfc\ubc95\uc740 Siemens\uc758 Senseye Maintenance Copilot \ud504\ub85c\uc81d\ud2b8\uc5d0\ub3c4 \ucc44\ud0dd\ub418\uc5c8\uc2b5\ub2c8\ub2e4. Siemens\uc5d0 \ub530\ub974\uba74, \ud30c\uc77c\ub7ff \uace0\uac1d\ub4e4\uc740 \ubc18\uc751\ud615 \uc720\uc9c0\ubcf4\uc218 \ud65c\ub3d9\uc5d0 \uc18c\uc694\ub418\ub294 \uc2dc\uac04\uc744 \ud3c9\uade0 25% \uac10\uc18c\uc2dc\ucf30\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>\uacf5\uae09\ub9dd \ubc0f \uc7ac\uace0 \uc870\uc815<\/h3>\n<p>Microsoft\ub294 \ucd08\uae30 \uacf5\uae09\ub9dd AI\uac00 \ub2e8\uc9c0 \ubcf4\uace0\uc11c\uc640 \ub300\uc2dc\ubcf4\ub4dc\ub97c \uc0dd\uc131\ud588\uc73c\uba70, \uc774\ud6c4\uc5d0\ub294 \uc0ac\ub78c\uc774 \ubc1b\uc740 \uc778\uc0ac\uc774\ud2b8\ub97c \ubc14\ud0d5\uc73c\ub85c \uc870\uce58\ub97c \ucde8\ud574\uc57c \ud55c\ub2e4\uace0 \ubbff\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c \ub2e8\uacc4\ub294 \uacf5\uae09\uc5c5\uccb4\uc640 \uc870\uc815\ud558\uace0, \uc790\uc6d0 \uc870\ub2ec\uc774\ub098 \uc7ac\uacc4\ud68d\uc744 \ucd09\ubc1c\ud558\uba70, \uc7a0\uc7ac\uc801\uc778 \ubb3c\ub958 \ubb38\uc81c\ub97c \uad00\ub9ac\ud558\ub294 \ub2a5\ub825\uc744 \uac00\uc9c4 AI\ub97c \uac16\ucd94\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>IBM\uc740 Oracle \ubc0f Accelalpha\uc640 \ud611\ub825\ud558\uc5ec \uc218\ud589\ud55c \uc790\uccb4 \uc5f0\uad6c\ub97c \uc778\uc6a9\ud558\uba70, \uacf5\uae09\ub9dd \uc784\uc6d0 \uc911 62%\uac00 AI \uc5d0\uc774\uc804\ud2b8\uac00 \ud589\ub3d9 \uc18d\ub3c4\ub97c \ud5a5\uc0c1\uc2dc\ud0a8\ub2e4\uace0 \uc8fc\uc7a5\ud55c\ub2e4\uace0 \ubc1d\ud614\uc2b5\ub2c8\ub2e4. \ud55c\ud3b8, \uacf5\uae09\ub9dd \ucc45\uc784\uc790\uc758 76%\ub294 \uc778\uac04\ubcf4\ub2e4 \ube60\ub978 \uc18d\ub3c4\ub85c \uc77c\uc0c1\uc801\uc778 \uc791\uc5c5\uc744 \ud574\uacb0\ud560 \uc218 \uc788\ub294 \uc5d0\uc774\uc804\ud2b8\uac00 \uc6b4\uc601 \ud504\ub85c\uc138\uc2a4\uc758 \ud6a8\uc728\uc131 \ud5a5\uc0c1\uc5d0 \ub3c4\uc6c0\uc774 \ub420 \uac83\uc73c\ub85c \uae30\ub300\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ud2b9\uc815 \uacf5\uc7a5\uc5d0\uc11c\ub294 \uc5d0\uc774\uc804\ud2b8\uac00 \uacf5\uae09\uc5c5\uccb4 \uc911 \ud55c \uacf3\uc774 \uc9c0\uc5f0\ub418\uace0 \uc788\uc74c\uc744 \uc778\uc9c0\ud558\uace0, \uc5b4\ub5a4 \uc8fc\ubb38\uc774 \uc601\ud5a5\uc744 \ubc1b\uc744\uc9c0 \ud310\ub2e8\ud558\uba70 \ud574\ub2f9 \uc8fc\ubb38\uc5d0 \ub300\ud574 \ub2e4\ub978 \uacf5\uae09\uc5c5\uccb4\ub098 \uc790\uc7ac\ub97c \uc81c\uc548\ud558\ub294 \uc2e4\uc6a9\uc801\uc778 \ubc84\uc804\uc785\ub2c8\ub2e4. \uc55e\uc11c \uc124\uba85\ud55c \uc624\uc804 2\uc2dc 40\ubd84\uc758 \uc774\uc57c\uae30\uc785\ub2c8\ub2e4.<\/p>\n<h3>\uc5d4\ub4dc \ud22c \uc5d4\ub4dc \ud504\ub85c\uc138\uc2a4 \ucd5c\uc801\ud654<\/h3>\n<p>\uae30\uc874\uc758 \ud504\ub85c\uc138\uc2a4 \uac1c\uc120 \uc774\ub2c8\uc154\ud2f0\ube0c\uc5d0\uc11c\ub294 \ucd5c\uc801\ud654\uac00 \ub2e8\uc77c \uc791\uc5c5\uc7a5\uc5d0\uc11c\ub9cc \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4. \ud504\ub85c\uc138\uc2a4\uc758 \uc18d\ub3c4, \ube44\uc6a9 \ubc0f \ud488\uc9c8 \uac04\uc758 \uade0\ud615\uc744 \ub9de\ucd94\uba74\uc11c \uac01 \ud504\ub85c\uc138\uc2a4 \ub9e4\uac1c\ubcc0\uc218\ub97c \uace0\ub824\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774\ub294 IBM\uc758 \uc18c\ube44\uc7ac \uc0ac\ub840\uc5d0\uc11c \uc785\uc99d\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\ub294 \ud504\ub85c\uc138\uc2a4 \uc18d\ub3c4\uac00 \uac10\uc18c\ud558\uba74 \uacb0\ud568\ub960\uc774 \ud06c\uac8c \uc904\uc5b4\ub4e4\uc5b4 \uc81c\uc870 \uc804\uccb4 \ube44\uc6a9\uc774 \ub0ae\uc544\uc9c4\ub2e4\ub294 \uc0ac\uc2e4\uc744 \ubc1c\uacac\ud588\uc2b5\ub2c8\ub2e4. \ubcc0\uacbd \uc0ac\ud56d\uc740 \uc989\uc2dc \uad6c\ud604\ub418\uc5b4 \ud504\ub85c\uc138\uc2a4 \ub0b4\uc5d0\uc11c \uc9c0\uc18d\uc801\uc73c\ub85c \ucd5c\uc801\ud654\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc219\ub828\ub41c \uc5d4\uc9c0\ub2c8\uc5b4\ub3c4 \uac19\uc740 \uacb0\ub860\uc5d0 \ub3c4\ub2ec\ud560 \uc218 \uc788\uc5c8\uaca0\uc9c0\ub9cc, \uba87 \ub2ec\uac04\uc758 \ub370\uc774\ud130 \ubd84\uc11d \ud6c4\uc5d0\uc57c \uac00\ub2a5\ud588\uc73c\uba70 \uba70\uce60 \ub9cc\uc5d0 \uc774\ub8e8\uc5b4\uc9c4 \uac83\uc740 \uc544\ub2d9\ub2c8\ub2e4.<\/p>\n<h3>\uc5d0\ub108\uc9c0 \ubc0f \uc790\uc6d0 \ucd5c\uc801\ud654<\/h3>\n<p>\uc911\uacf5\uc5c5 \uc2dc\uc124\uc740 \uc720\uc5f0\ud55c \ubd80\ud558 \uc774\ub3d9\uc744 \uc81c\uc5b4\ud560 \uc218 \uc788\uc5b4 \ube44\uc6a9 \uc808\uac10\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4. \ucca0\uac15 \ubc0f \ud654\ud559 \uc0dd\uc0b0\uc5d0\uc11c \uc5d0\uc774\uc804\ud2b8\uc758 \uc0ac\uc6a9\uc740 \uc804\uae30 \uc694\uae08\uc774 \uac00\uc7a5 \ub0ae\uc744 \ub54c \uc5d0\ub108\uc9c0 \uc9d1\uc57d\uc801\uc778 \ud504\ub85c\uc138\uc2a4\ub97c \uc218\ud589\ud558\uba74\uc11c\ub3c4 \uc218\uc728\uc744 \ud76c\uc0dd\ud558\uc9c0 \uc54a\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/p>\n<p>\uc804\uae30 \uc7a5\uce58 \uc81c\uc870\uc5c5\uccb4\ub294 \uc804\uae30 \ubd80\ud488\uc758 \ubc88\uc778 \ud14c\uc2a4\ud2b8 \ud615\ud0dc\ub85c \uc720\uc5f0\ud55c \ubd80\ud558\uc758 \uc790\uccb4 \uc0ac\ub840\ub97c \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc88b\uc740 \uc608\ub294\u00a0<a href=\"https:\/\/benlongkj.com\/ko\/iot-smart-mcb-automatic-production-line-product\/\">IoT \uc2a4\ub9c8\ud2b8 MCB \uc0dd\uc0b0 \ub77c\uc778<\/a>, \ub85c, \uc5ec\uae30\uc11c \ub178\ud654 \ud14c\uc2a4\ud2b8\uac00 \ubd80\ud558 \uc870\uac74\uc5d0\uc11c \uba70\uce60 \ub3d9\uc548 \uc218\ud589\ub429\ub2c8\ub2e4.<\/p>\n<h3>\uc5d4\uc9c0\ub2c8\uc5b4\ub9c1, PLC \ud504\ub85c\uadf8\ub798\ubc0d \ubc0f \uc81c\ud488 \uac1c\ubc1c<\/h3>\n<p>\uac00\uc7a5 \uc9c4\ubcf4\ub41c \uc5d0\uc774\uc804\ud2b8 \uae30\uc220 \uc911 \uc77c\ubd80\ub294 \uc0dd\uc0b0 \ud604\uc7a5\ubcf4\ub2e4\ub294 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \ubd84\uc57c\uc5d0\uc11c \ucc3e\uc544\ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4. Siemens\uc758 TIA Portal\uc6a9 Engineering Copilot\uc740 \uc790\ub3d9\ud654 \uc5d4\uc9c0\ub2c8\uc5b4\uac00 \uac04\ub2e8\ud55c \uba85\ub839\uc5b4\ub85c PLC \ucf54\ub4dc\ub97c \uac1c\ubc1c\ud560 \uc218 \uc788\uac8c \ud558\uba70, NX CAD\uc5d0\uc11c\ub294 Design Copilot\uc774 \uc791\ub3d9\ud569\ub2c8\ub2e4. Siemens\ub294 thyssenkrupp Automation Engineering\uc5d0\uc11c \uc5d4\uc9c0\ub2c8\uc5b4\ub4e4\uc774 \ucf54\ub4dc \ud488\uc9c8 \ud5a5\uc0c1\uacfc \uac1c\ubc1c \uc18d\ub3c4 \uc99d\uac00\ub97c \uacbd\ud5d8\ud588\ub2e4\uace0 \ubcf4\uace0\ud569\ub2c8\ub2e4.<\/p>\n<p>IBM\uc740 \ubcf5\uc7a1\ud55c \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uc791\uc5c5\uc744 \ub354 \uc791\uc740 \ubd80\ubd84\uc73c\ub85c \ub098\ub204\uace0, \uc124\uacc4 \ubcc0\ud615\uc744 \uac1c\ubc1c\ud558\uba70, \ubb3c\ub9ac\uc801 \uac1d\uccb4\uac00 \ub098\ud0c0\ub098\uae30 \ud6e8\uc52c \uc804\uc5d0 \ub514\uc9c0\ud138 \ud2b8\uc708\uc5d0\uc11c \uc2dc\ubbac\ub808\uc774\uc158\uc744 \uc81c\uc5b4\ud558\ub294 \uc5d0\uc774\uc804\ud2b8\ub97c \ub300\ud45c\ud569\ub2c8\ub2e4. \uc9e7\uc740 \uc0dd\uc0b0 \uc8fc\uae30\ub294 \uc790\ub3d9\ud654 \uc18c\ube44\uc790\uc5d0\uac8c \ub354 \ube60\ub978 \uc2dc\uc6b4\uc804\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4.<\/p>\n<h3>\ud604\uc7a5 \uc6b4\uc601 \uc9c0\uc6d0<\/h3>\n<p>\ub9c8\uc774\ud06c\ub85c\uc18c\ud504\ud2b8\ub294 \uba40\ud2f0\ubaa8\ub2ec \ucf54\ud30c\uc77c\ub7ff\uc744 \uc0ac\uc6a9\ud558\ub294 \ucd5c\uc804\uc120 \ud300\uc774 \ub354 \ub9ce\uc740 \ubb38\uc81c\ub97c \ub3c5\ub9bd\uc801\uc73c\ub85c \ud574\uacb0\ud560 \uac83\uc774\ub77c\uace0 \ubbff\uc73c\uba70, \uc778\uac04\uacfc AI\uac00 \ud568\uaed8\ud558\ub294 \uc774\ub7ec\ud55c \ud504\ub85c\uc138\uc2a4\uac00 \uacb0\uad6d \uc6b4\uc601 \uc5d0\uc774\uc804\ud2b8\ub85c \uc804\ud658\ub420 \uac83\uc774\ub77c\uace0 \uc0dd\uac01\ud569\ub2c8\ub2e4. \uc9c0\uba58\uc2a4\uc758 Operations Copilot\ub3c4 \uc720\uc0ac\ud55c \uc6d0\ub9ac\ub97c \ub530\ub974\uba70, \uc6b4\uc601\uc790\uc640 \uae30\uc220\uc790\uac00 \uae30\uacc4 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc774\ud574\ud558\uae30 \uc26c\uc6b4 \uc5b8\uc5b4\ub85c \ubb38\uc81c \ud574\uacb0 \uc9c0\uce68\uc744 \ubc1b\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub192\uc740 \uc9c1\uc6d0 \uc774\uc9c1\ub960\uc744 \uacaa\ub294 \uc2dc\uc124 \u2013 \ub9ce\uc740 \uc2e0\ud765 \uc218\ucd9c \uc2dc\uc7a5\uc5d0\uc11c \ud754\ud55c \ud604\uc0c1 \u2013 \uc5d0\uc11c\ub294 \ubaa8\ub4e0 \uc2e0\uc785 \uc9c1\uc6d0\uc774 \uc120\uc784 \uae30\uc220\uc790\uc758 \uc804\ubb38 \uc9c0\uc2dd\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\uac8c \ud574\uc8fc\ubbc0\ub85c, \uc774 \ubc29\ubc95\uc774 \uac00\uc7a5 \ube60\ub974\uac8c \ud61c\ud0dd\uc744 \uc5bb\ub294 \ubc29\ubc95\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>\uc81c\uc870\uc5c5\uc5d0\uc11c\uc758 \uc5d0\uc774\uc804\ud2f1 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\uc694<\/h3>\n<p>\uc544\ub798 \ud45c\ub294 \uc8fc\uc694 <strong>\uc81c\uc870\uc5c5\uc5d0\uc11c\uc758 \uc5d0\uc774\uc804\ud2f1 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158<\/strong>, \uac01 \uc5d0\uc774\uc804\ud2b8\uac00 \uc77c\ubc18\uc801\uc73c\ub85c \uc5f0\uacb0\ud558\ub294 \uc2dc\uc2a4\ud15c, \uadf8\ub9ac\uace0 \uc0ac\ub78c\uc774 \ubcf4\ud1b5 \uac1c\uc785\ud558\ub294 \uc9c0\uc810\uc744 \uc694\uc57d\ud569\ub2c8\ub2e4.<\/p>\n<table>\n<thead>\n<tr>\n<th>\uc0ac\uc6a9 \uc0ac\ub840<\/th>\n<th>\uc5d0\uc774\uc804\ud2b8\uac00 \uc218\ud589\ud558\ub294 \uc791\uc5c5<\/th>\n<th>\uc5f0\uacb0\ub418\ub294 \uc2dc\uc2a4\ud15c<\/th>\n<th>\uc77c\ubc18\uc801\uc778 \uc778\uac04 \uc810\uac80 \uc9c0\uc810<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\ud488\uc9c8 \uad00\ub9ac<\/td>\n<td>\ud2b8\ub80c\ub4dc\ub97c \uac10\uc9c0\ud558\uace0, \uadfc\ubcf8 \uc6d0\uc778\uc744 \ucd94\uc801\ud558\uba70, \ucd94\uac00 \uac80\uc0ac\ub97c \ucd09\ubc1c\ud568<\/td>\n<td>MES, \ud14c\uc2a4\ud2b8 \ubca4\uce58, \ube44\uc804, SPC<\/td>\n<td>\uc5d4\uc9c0\ub2c8\uc5b4\uac00 \ubaa8\ub4e0 \uacf5\uc815 \ubcc0\uacbd\uc744 \uc2b9\uc778\ud568<\/td>\n<\/tr>\n<tr>\n<td>\uc0dd\uc0b0 \uc77c\uc815 \uad00\ub9ac<\/td>\n<td>\uc8fc\ubb38, \uae30\uacc4 \ub610\ub294 \uc790\uc7ac \ubcc0\uacbd \uc2dc \uc791\uc5c5 \uc21c\uc11c\ub97c \uc7ac\uc870\uc815\ud568<\/td>\n<td>ERP, MES, \uacc4\ud68d \uc18c\ud504\ud2b8\uc6e8\uc5b4<\/td>\n<td>\ud50c\ub798\ub108\uac00 \ub0a9\uae30 \ubcc0\uacbd\uc744 \uc2b9\uc778\ud568<\/td>\n<\/tr>\n<tr>\n<td>\uc720\uc9c0\ubcf4\uc218 \uc870\uc728<\/td>\n<td>\ubd80\ud558\uac00 \uc801\uc740 \uc2dc\uac04\ub300\uc5d0 \uc791\uc5c5 \uc608\uc57d, \ubd80\ud488 \uc8fc\ubb38, \uae30\uc220\uc790 \ubc30\uc815<\/td>\n<td>CMMS, \uc0c1\ud0dc \ubaa8\ub2c8\ud130\ub9c1, MES<\/td>\n<td>\uac10\ub3c5\uc790\uac00 \ub2e4\uc6b4\ud0c0\uc784 \uc2dc\uac04\uc744 \ud655\uc778\ud568<\/td>\n<\/tr>\n<tr>\n<td>\uacf5\uae09\ub9dd \uc870\uc815<\/td>\n<td>\uacf5\uae09\uc5c5\uccb4 \uc9c0\uc5f0\uc5d0 \ub300\uc751\ud558\uace0 \uc8fc\ubb38 \ubc0f \uacc4\ud68d\uc744 \uc870\uc815\ud568<\/td>\n<td>ERP, \uacf5\uae09\uc5c5\uccb4 \ud3ec\ud138, \uc774\uba54\uc77c<\/td>\n<td>\uad6c\ub9e4\uc790\uac00 \uc2e0\uaddc \uacf5\uae09\uc5c5\uccb4 \ub610\ub294 \ucd94\uac00 \uc9c0\ucd9c\uc744 \uc2b9\uc778\ud568<\/td>\n<\/tr>\n<tr>\n<td>\uacf5\uc815 \ucd5c\uc801\ud654<\/td>\n<td>\uc2b9\uc778\ub41c \ubc94\uc704 \ub0b4\uc5d0\uc11c \uc18d\ub3c4\uc640 \uc124\uc815\uac12 \uc870\uc815<\/td>\n<td>MES, \ud788\uc2a4\ud1a0\ub9ac\uc5b8, \uc2b9\uc778\ub41c \uae30\uacc4 \uc778\ud130\ud398\uc774\uc2a4<\/td>\n<td>\uacf5\uc815 \ub2f4\ub2f9\uc790\uac00 \ud5c8\uc6a9 \ubc94\uc704\ub97c \uc124\uc815\ud568<\/td>\n<\/tr>\n<tr>\n<td>\uc5d0\ub108\uc9c0 \uad00\ub9ac<\/td>\n<td>\uc720\uc5f0\ud55c \ubd80\ud558\ub97c \uc800\ub834\ud55c \uc2dc\uac04\ub300\ub85c \uc774\ub3d9<\/td>\n<td>\uc5d0\ub108\uc9c0 \ubbf8\ud130, MES, \uc694\uae08 \ub370\uc774\ud130<\/td>\n<td>\uc2dc\uc124 \uad00\ub9ac\uc790\uac00 \ud55c\uacc4\ub97c \uc124\uc815\ud568<\/td>\n<\/tr>\n<tr>\n<td>\uc5d4\uc9c0\ub2c8\uc5b4\ub9c1<\/td>\n<td>PLC \ucf54\ub4dc, \uc124\uacc4 \ubcc0\ud615 \ubc0f \uc2dc\ubbac\ub808\uc774\uc158 \uc0dd\uc131<\/td>\n<td>TIA Portal, CAD, PLM, \uc2dc\ubbac\ub808\uc774\uc158 \ub3c4\uad6c<\/td>\n<td>\uc5d4\uc9c0\ub2c8\uc5b4\uac00 \ubaa8\ub4e0 \ucf54\ub4dc\ub97c \uac80\ud1a0\ud558\uace0 \ud14c\uc2a4\ud2b8\ud568<\/td>\n<\/tr>\n<tr>\n<td>\ucd5c\uc804\uc120 \uc9c0\uc6d0<\/td>\n<td>\uc6b4\uc601\uc790 \uc9c8\ubb38\uc5d0 \ub2f5\ubcc0\ud558\uace0 \uace0\uc7a5 \ucc3e\uae30\ub97c \uc548\ub0b4\ud568<\/td>\n<td>\ub9e4\ub274\uc5bc, MES, \uae30\uacc4 \ub370\uc774\ud130<\/td>\n<td>\uc6b4\uc601\uc790\uac00 \uc870\uce58\ub97c \uacb0\uc815\ud568<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\uc774\uc0b0 \uc81c\uc870\uc5d0\uc11c\uc758 \uc5d0\uc774\uc804\ud2f1 AI<\/h3>\n<p>\uc815\uc720\uc18c \ubc0f \ud654\ud559 \uacf5\uc7a5\uacfc \uac19\uc740 \uc0b0\uc5c5 \uacf5\uc815 \uc6b4\uc601\uc740 \uc624\ub7ab\ub3d9\uc548 \uace0\uae09 \uacf5\uc815 \uc81c\uc5b4 \uae30\uc220\uc744 \ud65c\uc6a9\ud574 \uc654\uc2b5\ub2c8\ub2e4. \ubc18\uba74, \uc790\uc728 AI \uae30\uc220\uc758 \ucd9c\ud604\uc740 \uc774\uc0b0 \uc81c\uc870 \ubd84\uc57c\uc5d0 \uc0c8\ub85c\uc6b4 \uac00\ub2a5\uc131\uc744 \uc5f4\uc5c8\uc73c\uba70, \uc774\uc0b0 \uc81c\uc870 \uacf5\uc7a5\uc740 \uae30\uc874 \uc2dc\uc2a4\ud15c\uc774 \ud6a8\uacfc\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc5c6\ub294 \ub2e4\uc591\ud55c \ube44\ub300\uce6d\uc131\uc5d0 \uc9c1\uba74\ud574 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc804\uae30 \uae30\uae30 \u2013 \ucc28\ub2e8\uae30, \uc2a4\ud0c0\ud130 \ub610\ub294 \uce21\uc815 \uc7a5\uce58 \u2013 \ub97c \uc0dd\uc0b0\ud558\ub294 \uacf5\uc7a5\uc744 \uc0dd\uac01\ud574 \ubcf4\uc2ed\uc2dc\uc624. \uc0dd\uc0b0 \ub2e8\uc704\ub294 \uc218\uc2ed \uac00\uc9c0 \ubc84\uc804\uc758 \uc804\uae30 \uae30\uae30\ub97c \ub2e4\uc591\ud55c \uc635\uc158\uacfc \uc218\uc815 \uc0ac\ud56d\uacfc \ud568\uaed8 \uc6b4\uc601\ud558\uba70, \uc774\ub85c \uc778\ud574 \ub9ce\uc740 \uc0dd\uc0b0 \uc624\ub958\uac00 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc0dd\uc0b0\uc774 \ud55c \uc791\uc5c5\uc5d0\uc11c \ub2e4\ub978 \uc791\uc5c5\uc73c\ub85c \uc804\ud658\ub420 \ub54c\ub9c8\ub2e4 \uc798\ubabb\ub41c \uc0dd\uc0b0 \uacc4\ud68d\uc744 \uc0ac\uc6a9\ud560 \uac00\ub2a5\uc131\uc774 \ub192\uc544\uc9d1\ub2c8\ub2e4. \uc774 \uacbd\uc6b0 \uc0dd\uc0b0 \ubd80\ud488 \ucd94\uc801\uc740 \ubcf5\uc7a1\ud558\uba70 \uc218\ub9ce\uc740 \ubcc0\uc218\uc5d0 \uc758\ud574 \ud615\uc131\ub418\uc5b4, \ucca8\ub2e8 \uae30\uc220\uc744 \ud65c\uc6a9\ud558\ub294 \uc9c0\ub2a5\ud615 \u201c\ud574\uacb0\u201d \uc5d0\uc774\uc804\ud2b8\uc5d0\uac8c \ud6cc\ub96d\ud55c \uae30\ud68c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub2e4\uc591\ud55c \uc81c\ud488\uc744 \ub2e4\ub8e8\ub294 \ucd5c\uace0 \uc0dd\uc0b0\uc790\ub4e4\uc774 \ubcf4\uc5ec\uc900 \ud6a8\uc728\uc131\uc774 \uc774\ub97c \uc99d\uba85\ud569\ub2c8\ub2e4. Rockwell Automation Singapore\ub294 1,000\uac1c \uc774\uc0c1\uc758 \ub2e4\uc591\ud55c \uc81c\ud488\uc744 \uc0dd\uc0b0\ud558\uba70, \uadf8 \uc911 \ub300\ubd80\ubd84\uc740 \uc5f0\uc911 50\uac1c \uc774\uc0c1\uc758 \ub514\uc9c0\ud138 \ubc0f AI \uae30\uc220 \ub3c4\uc785\uc73c\ub85c \uc778\ud574 \uc218\ub9ce\uc740 \ubcc0\ud654\ub97c \uacaa\uace0 \uc788\uc73c\uba70, \uadf8 \uc911 \ud558\ub098\uac00 \ud488\uc9c8 \uad00\ub9ac\ub97c \uc704\ud55c AI\uc785\ub2c8\ub2e4. Siemens Amberg\uc640 Eaton Changzhou\ub3c4 \ube44\uc2b7\ud55c \uc0ac\ub840\ub97c \ubcf4\uc5ec\uc8fc\uba70, \uc6b0\ub9ac\ub294 Schneider, Siemens \ubc0f Eaton\uc758 <a href=\"https:\/\/benlongkj.com\/ko\/blog\/what-is-a-factory-lighthouse-real-examples-from-schneider-siemens-eaton\/\">\uacf5\uc7a5 \ub77c\uc774\ud2b8\ud558\uc6b0\uc2a4 \uc0ac\ub840 \uac00\uc774\ub4dc\uc5d0\uc11c \uadf8\ub4e4\uc774 \uc5b4\ub5bb\uac8c \uadf8 \ub2e8\uacc4\uc5d0 \ub3c4\ub2ec\ud588\ub294\uc9c0 \ub2e4\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4.<\/a>.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1953\" src=\"https:\/\/benlongkj.com\/wp-content\/uploads\/2026\/10\/Agentic-AI-Use-Cases-in-Manufacturing.webp\" alt=\"\" width=\"2400\" height=\"1792\" \/><\/p>\n<h3>\uc608\uc2dc: AI \uc5d0\uc774\uc804\ud2b8\uac00 MCB \ud14c\uc2a4\ud2b8 \ub77c\uc778\uc758 \ud488\uc9c8 \ubb38\uc81c\uc5d0 \uc5b4\ub5bb\uac8c \ub300\uc751\ud560 \uc218 \uc788\ub294\uc9c0<\/h3>\n<p><span style=\"color: #800000;\">\uc774\ub294 \uc5d0\uc774\uc804\ud2b8 \uae30\ubc18 AI\uac00 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\uc640 \ud568\uaed8 \uc5b4\ub5bb\uac8c \uc791\ub3d9\ud560 \uc218 \uc788\ub294\uc9c0\uc5d0 \ub300\ud55c \uc608\uc2dc\uc785\ub2c8\ub2e4. \uc774\ub294 Benlong\uc5d0 \uc2e4\uc81c\ub85c \ub3c4\uc785\ub41c \uc5d0\uc774\uc804\ud2b8 AI \uc2dc\uc2a4\ud15c\uc758 \uc791\ub3d9\uc744 \uc124\uba85\ud558\ub294 \uac83\uc740 \uc544\ub2d9\ub2c8\ub2e4.<\/span><\/p>\n<p>\uace0\uc18d\uc73c\ub85c \uc791\ub3d9\ud558\ub294 <a href=\"https:\/\/benlongkj.com\/ko\/mcb-automatic-testing-line-product\/\">MCB \uc790\ub3d9 \ud14c\uc2a4\ud2b8 \ub77c\uc778<\/a> C16 \ucc28\ub2e8\uae30\ub97c \uc0c1\uc0c1\ud574 \ubcf4\uc2ed\uc2dc\uc624. \uac01 \uc7a5\uce58\ub294 5-10\u00d7 In \uc218\uc900\uc758 \uc21c\uac04(\uc790\uae30) \ud2b8\ub9bd, 1.13\u00d7 \ubc0f 1.45\u00d7 In\uc5d0\uc11c\uc758 \uc5f4 \ubcf4\uc815, \uadf8\ub9ac\uace0 \uc811\ucd09 \uc800\ud56d \ud14c\uc2a4\ud2b8\ub97c \uac70\uce69\ub2c8\ub2e4. \ub77c\uc778\uc740 \uc2dc\uac04\ub2f9 1,800-2,400\ub300\ub97c \ucc98\ub9ac\ud558\uba70, \uac01 \ub2e8\uc704\uc5d0 \ub300\ud574 \uacb0\uacfc\uac00 \uc77c\ub828 \ubc88\ud638\uc640 \ud0c0\uc784\uc2a4\ud0ec\ud504\uc640 \ud568\uaed8 \ub098\ud0c0\ub098\uace0 OPC UA \ub610\ub294 Modbus TCP\ub97c \ud1b5\ud574 \uc5f0\uacb0\ub41c MES\ub85c \ub370\uc774\ud130\ub97c \uc804\uc1a1\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub450 \uad50\ub300 \uadfc\ubb34 \uc774\uc0c1 \ub3d9\uc548 \ud55c \ubc30\uce58\uc758 \uc790\uae30 \ud2b8\ub9bd \uacb0\uacfc\uac00 \ud5c8\uc6a9 \ud55c\uacc4\uc5d0 \uadfc\uc811\ud558\uae30 \uc2dc\uc791\ud588\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uac01 MCB\ub294 \uc815\uc0c1\uc801\uc73c\ub85c \uc791\ub3d9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc804\ud1b5\uc801\uc778 \uc2dc\uc2a4\ud15c\uc740 \ubaa8\ub4e0 \uac83\uc774 \uc815\uc0c1\uc73c\ub85c \ubcf4\uc774\uae30 \ub54c\ubb38\uc5d0 \ubb38\uc81c\ub97c \uc778\uc2dd\ud558\uc9c0 \ubabb\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub3d9\uc77c\ud55c \ub370\uc774\ud130\uc5d0 \uc811\uadfc\ud560 \uc218 \uc788\ub294 \uc5d0\uc774\uc804\ud2b8 \ud488\uc9c8 \uad00\ub9ac AI\ub294 \ucd94\uc138\ub97c \ub2e4\ub974\uac8c \ud574\uc11d\ud560 \uac83\uc785\ub2c8\ub2e4. \ub530\ub77c\uc11c \ub2e4\uc74c\uacfc \uac19\uc740 \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<p>\ubc30\uce58\ub97c \uc720\uc0ac \ub4f1\uae09\uc758 \uacfc\uac70 \uacb0\uacfc\uc640 \ube44\uad50\ud558\uc5ec \ub4dc\ub9ac\ud504\ud2b8\uac00 \uc2e4\uc81c\uc778\uc9c0 \ub2e8\uc21c\ud55c \uc815\uc0c1 \ubcc0\ub3d9\uc778\uc9c0 \ud655\uc778\ud569\ub2c8\ub2e4.<br \/>\n\uad50\ub300 \uadfc\ubb34\uac00 \uc870\ub9bd \uacf5\uc815\uacfc \uad00\ub828\uc774 \uc788\ub294\uc9c0, \uc608\ub97c \ub4e4\uc5b4 \uc791\uc5c5\uc7a5, \uace0\uc815\uad6c \ub610\ub294 \uc791\uc5c5\uc790 \ubcc0\uacbd\uacfc \uad00\ub828\uc774 \uc788\ub294\uc9c0, \uc544\ub2c8\uba74 \uc0c1\ub958 \uc790\uc7ac \ubc30\uce58(\uc608: \uc0c8\ub85c\uc6b4 \ucf54\uc77c \uc640\uc774\uc5b4 \ub9b4 \ub610\ub294 \uc694\ud06c \uacf5\uae09\uc5c5\uccb4)\uc640 \uad00\ub828\uc774 \uc788\ub294\uc9c0 \uc2dd\ubcc4\ud569\ub2c8\ub2e4.<br \/>\n\ud14c\uc2a4\ud2b8 \uc2a4\ud14c\uc774\uc158\uc5d0\uc11c \uc5bb\uc740 \ub370\uc774\ud130\ub97c \uac80\uc0ac\ud558\uc5ec \uce21\uc815 \uc624\ub958\uac00 \ubc1c\uc0dd\ud588\ub294\uc9c0 \ud655\uc778\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud14c\uc2a4\ud2b8 \uace0\uc815\uad6c\uc5d0\uc11c \uc811\ucd09 \uc800\ud56d \uc99d\uac00\ub97c \ud3c9\uac00\ud569\ub2c8\ub2e4.<br \/>\n\uad8c\uc7a5 \uc0ac\ud56d\uc744 \uc900\ube44\ud569\ub2c8\ub2e4: \uc601\ud5a5\uc744 \ubc1b\uc740 \ubc30\uce58\uc758 \uc0d8\ud50c\ub9c1\uc744 \ub298\ub9ac\uace0 \uace0\uc815\uad6c \uce21\uc815\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<br \/>\n\ubb38\uc81c\uc5d0 \ub300\ud574 \uc5d4\uc9c0\ub2c8\uc5b4\uc5d0\uac8c \uc54c\ub9ac\uace0, \uadf8\ub4e4\uc774 \ucde8\ud560 \uc870\uce58\ub97c \uc2b9\uc778\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/p>\n<p>\uc5d4\uc9c0\ub2c8\uc5b4\uac00 \uc2b9\uc778\uc744 \ud558\uba74 MES\uac00 \uac80\uc0ac \uc791\uc5c5\uacfc \ubcf4\ub958\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\ub294 \uc774\ud6c4 \ub2e8\uc704\ub4e4\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\uc5ec \ub4dc\ub9ac\ud504\ud2b8\uac00 \uba48\ucd94\ub294\uc9c0 \ud655\uc778\ud558\uace0, \ud5a5\ud6c4 \uac80\uc0ac\ub97c \uc704\ud574 \ubaa8\ub4e0 \uac83\uc744 \ubb38\uc11c\ud654\ud569\ub2c8\ub2e4.<\/p>\n<p><span style=\"color: #800000;\">\uc5d0\uc774\uc804\ud2b8\uac00 \uc808\ub300 \ud574\uc11c\ub294 \uc548 \ub418\ub294 \uc77c\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ud2b8\ub9bd \uc791\ub3d9 \ud55c\uacc4\ub97c \ub298\ub9ac\uac70\ub098 \uc548\uc804 \uc694\uad6c \uc0ac\ud56d\uc744 \ubb34\uc2dc\ud558\uac70\ub098 \uc790\uccb4\uc801\uc73c\ub85c \ubcf4\uc815 \ub9e4\uac1c\ubcc0\uc218\ub97c \ubcc0\uacbd\ud574\uc11c\ub294 \uc548 \ub429\ub2c8\ub2e4.<\/span> \ud569\uaca9\/\ubd88\ud569\uaca9 \uacb0\uc815\uc5d0 \ub300\ud55c \ubaa8\ub4e0 \ucc45\uc784\uc740 \uc720\ub2a5\ud55c \ud14c\uc2a4\ud2b8 \uc7a5\ube44\uc5d0 \uc788\uc2b5\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\uc758 \uc5ed\ud560\uc740 \ubb38\uc81c\ub97c \ubc1c\uacac\ud558\uace0 \ub2f4\ub2f9\uc790\uc758 \ub300\uc751 \uc2dc\uac04\uc744 \uac1c\uc120\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h3>\uc81c\uc870\uc5c5\uccb4\ub4e4\uc740 \uc624\ub298\ub0a0 \uc0dd\uc0b0\uc5d0\uc11c AI \uc5d0\uc774\uc804\ud2b8\ub97c \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\uae4c?<\/h3>\n<p>\uc774 \ubaa8\ub4e0 \uc815\ubcf4\uac00 \uc5bc\ub9c8\ub098 \uc9c4\uc2e4\ud55c\uc9c0 \uad81\uae08\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc9c8\ubb38\uc5d0 \ub300\ud55c \uc815\uc9c1\ud55c \ub2f5\ubcc0\uc740 \uc774 \uc815\ubcf4\uc758 \ub300\ubd80\ubd84\uc774 \uc544\uc9c1 \ucf54\ud30c\uc77c\ub7ff \ub2e8\uacc4\uc640 \uad00\ub828\ub418\uc5b4 \uc788\ub2e4\ub294 \uc810\uc744 \ubc1d\ud788\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\ub294 AI \uc2dc\uc2a4\ud15c\uc774 \uc778\uac04\uacfc \ud611\ub825\ud558\uc5ec \uc790\uc728 \uc5d0\uc774\uc804\ud2b8 \uc0dd\uc131 \uacfc\uc815\uc744 \uc810\uc9c4\uc801\uc73c\ub85c \uc9c4\ud589\ud558\uace0 \uc788\uc74c\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc811\uadfc \uac00\ub2a5\ud55c \uc0ac\uc2e4\ub4e4\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<p>\uc9c0\uba58\uc2a4\ub294 \uc790\uc0ac\uc758 \uc0b0\uc5c5\uc6a9 \ucf54\ud30c\uc77c\ub7ff\uc774 \uc0dd\uc0b0 \uc2dc\uc124\uacfc \uace0\uac1d \ubaa8\ub450\uc5d0\uac8c \uc88b\uc740 \uacb0\uacfc\ub97c \uc81c\uacf5\ud55c\ub2e4\uace0 \uc8fc\uc7a5\ud569\ub2c8\ub2e4. \uadf8 \uc911 \ud55c \uacf5\uc7a5(\ubc14\ud2b8 \ub178\uc774\uc288\ud0c0\ud2b8\uc758 \ubaa8\ud130 \uacf5\uc7a5)\uc740 \uc778\uc0ac\uc774\ud2b8 \ud5c8\ube0c \ud504\ub85c\ub355\uc158 \ucf54\ud30c\uc77c\ub7ff\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \uc2e4\ud589 \uac00\ub2a5\ud55c \uc815\ubcf4\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4. \ub610\ud55c \uc9c0\uba58\uc2a4\ub294 \uc790\uc0ac \ubc0f \ud0c0\uc0ac \uc2dc\uc2a4\ud15c\uc774 \uc2dc\ub108\uc9c0 \ud6a8\uacfc\ub97c \ub0bc \uc218 \uc788\ub294 \ud50c\ub7ab\ud3fc \ucd9c\uc2dc\ub97c \uacc4\ud68d\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<br \/>\n\uc9c0\uba58\uc2a4 \ub514\uc9c0\ud138 \uc778\ub354\uc2a4\ud2b8\ub9ac\uc988 \uc18c\ud504\ud2b8\uc6e8\uc5b4\ub294 \ud300\uc13c\ud130 PLM \uc2dc\uc2a4\ud15c\uc5d0\uc11c \uc0ac\uc6a9\ud558\uae30 \uc704\ud574 \ub9c8\uc774\ud06c\ub85c\uc18c\ud504\ud2b8 \ud300\uc988 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uac1c\ubc1c\ud558\uc5ec \ub2e4\uc591\ud55c \uc5b8\uc5b4\ub85c \uc791\uc131\ub41c \uc74c\uc131 \ubcf4\uace0\uc11c\ub97c \ucc98\ub9ac\ud558\uace0 \uad00\ub828 \uc804\ubb38\uac00\uc5d0\uac8c \uc7ac\uc804\uc1a1\ud569\ub2c8\ub2e4.<br \/>\n\ucfa8\ub974\ubc84\ub294 \uc9c1\uc6d0\ub4e4\uc744 \uc704\ud574 MES, ERP, \uacf5\uae09\ub9dd \ub370\uc774\ud130\ub97c \ud1b5\ud569\ud558\uae30 \uc704\ud574 PAS-X MES \uc2dc\uc2a4\ud15c\uc744 \ub9c8\uc774\ud06c\ub85c\uc18c\ud504\ud2b8 \uc560\uc800\ub85c \uc774\uc804\ud558\uae30\ub85c \uacb0\uc815\ud588\uc2b5\ub2c8\ub2e4.<br \/>\n\ub85d\uc6f0 \uc624\ud1a0\uba54\uc774\uc158\uc758 \uc2f1\uac00\ud3ec\ub974 \uacf5\uc7a5\uc740 2026\ub144 6\uc6d4 \uae00\ub85c\ubc8c \ub77c\uc774\ud2b8\ud558\uc6b0\uc2a4(Global Lighthouse) \ud0c0\uc774\ud2c0\uc744 \uc218\uc0c1\ud588\uc2b5\ub2c8\ub2e4. \uc774 \uacf5\uc7a5\uc740 \uc5ec\ub7ec AI \uc2dc\uc2a4\ud15c\uc744 \ub3c4\uc785\ud588\uc73c\uba70 \uc2e0\uc785 \uc0ac\uc6d0 \uad50\uc721 \uc2dc\uac04\uc744 67% \ub2e8\ucd95\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc9c0\uba58\uc2a4 \ub09c\uc9d5 \uacf5\uc7a5\uc740 \uac00\uc0c1\uc73c\ub85c \uc124\uacc4\ub418\uc5c8\uc73c\uba70 AI\uac00 \uc8fc\ub3c4\ud558\ub294 50\uac1c \uc774\uc0c1\uc758 \uc791\uc5c5\uc744 \uc218\ud589\ud558\uc5ec \uc8fc\ubb38 \ucc98\ub9ac \uc2dc\uac04\uc744 78% \ub2e8\ucd95\ud588\uc2b5\ub2c8\ub2e4.<br \/>\n\uc138\uacc4\uacbd\uc81c\ud3ec\ub7fc\uc740 2026\ub144 6\uc6d4 \uae00\ub85c\ubc8c \ub77c\uc774\ud2b8\ud558\uc6b0\uc2a4 \uc218\uac00 238\uac1c\uc5d0 \ub3c4\ub2ec\ud588\uc73c\uba70, \uc774\ub4e4\uc774 AI\ub97c \ud575\uc2ec \uc6b4\uc601 \uc5ed\ub7c9\uc73c\ub85c \uc804\ud658\ud558\uace0 \uc788\ub2e4\uace0 \ubc1c\ud45c\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>\uc81c\uc870 \uacf5\uc7a5\uc5d0 AI \uc5d0\uc774\uc804\ud2b8\ub97c \ubc30\uce58\ud558\ub294 \ubc29\ubc95<\/h2>\n<p>\uc2e4\ud328\ud55c \uacf5\uc7a5 AI \ud504\ub85c\uc81d\ud2b8\uc758 \ub300\ub2e4\uc218\ub294 \uc54c\uace0\ub9ac\uc998\uc758 \uacb0\ud568\uc774 \uc544\ub2cc \ub2e4\ub978 \uc774\uc720\ub85c \uc2e4\ud328\ud569\ub2c8\ub2e4. \uc2e4\ud328 \uc6d0\uc778\uc740 \ub370\uc774\ud130 \ud488\uc9c8 \uc800\ud558\uc640 \ud504\ub85c\uc81d\ud2b8 \ucc45\uc784\uc790 \ubbf8\uc9c0\uc815\uc5d0 \uae30\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub9c8\uc774\ud06c\ub85c\uc18c\ud504\ud2b8\uc5d0 \ub530\ub974\uba74 \uc131\uacf5\uc801\uc778 \ud504\ub85c\uc81d\ud2b8\uc758 \uc774\uc720\ub97c \uc124\uba85\ud558\ub294 KPMG\uc758 \u201c\uacbd\ud5d8 \ubc95\uce59\u201d\uc744 \uae30\uc5b5\ud574\uc57c \ud569\ub2c8\ub2e4 \u2013 10%\ub294 \uc54c\uace0\ub9ac\uc998, 20%\ub294 \uae30\uc220 \ubc0f \ub370\uc774\ud130, 70%\ub294 \uc0ac\ub78c\uacfc \ud504\ub85c\uc138\uc2a4\uc640 \uad00\ub828\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub2e4\uc74c\uc740 <span style=\"color: #800000;\">\uc81c\uc870 \uacf5\uc7a5\uc5d0 AI \uc5d0\uc774\uc804\ud2b8\ub97c \ubc30\uce58\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud55c \uc2e4\uc6a9\uc801\uc778 \uc21c\uc11c\uc785\ub2c8\ub2e4<\/span>, \uae00\ub85c\ubc8c \uae30\uc5c5\uc774 \uc544\ub2cc \uc911\uacac \uacf5\uc7a5\uc744 \uc704\ud574 \uc791\uc131\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>1\ub2e8\uacc4: \u201cAI \uc804\ub7b5\u201d\uc774 \uc544\ub2cc \ud558\ub098\uc758 \uc758\uc0ac\uacb0\uc815 \ub8e8\ud504\ubd80\ud130 \uc2dc\uc791\ud558\uc138\uc694\u201d<\/h3>\n<p>\ud604\uc7ac \uc0ac\ub78c\uc774 \uc9c1\uba74\ud558\uace0 \uce21\uc815 \uac00\ub2a5\ud55c \uacb0\uacfc\uac00 \uc788\ub294 \uc77c\ubc18\uc801\uc778 \uc758\uc0ac\uacb0\uc815 \ud558\ub098\ub97c \uc120\ud0dd\ud558\uc138\uc694. \uc608\ub97c \ub4e4\uc5b4, \uc870\ub9bd \ub77c\uc778\uc758 \ud488\uc9c8 \ubcc0\ub3d9\uc5d0 \uc5b4\ub5bb\uac8c \ub300\uc751\ud560\uc9c0, \uae30\uacc4 \uc815\uc9c0 \ud6c4 \uc791\uc5c5\uc744 \uc5b4\ub5bb\uac8c \uc7ac\ubc30\uce58\ud560\uc9c0, \ubcd1\ubaa9 \uad6c\uac04\uc758 \uc720\uc9c0\ubcf4\uc218\ub97c \uc5b4\ub5bb\uac8c \uad00\ub9ac\ud560\uc9c0 \ub4f1\uc744 \uace0\ub824\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc548\uc804 \ud65c\ub3d9\uacfc \uad00\ub828\ub418\uac70\ub098 \uc5f0 2\ud68c\ub9cc \ubc1c\uc0dd\ud558\ub294 \uc758\uc0ac\uacb0\uc815\ub3c4 \ud3ec\ud568\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc758\uc0ac\uacb0\uc815\uc744 \ud55c \ubb38\uc7a5\uc73c\ub85c \uc791\uc131\ud558\uace0, \uacb0\uacfc\uc5d0 \ucc45\uc784\uc774 \uc788\ub294 \uc0ac\ub78c(\ud604\uc7ac \uc18c\uc720\uc790)\uc744 \uba85\uc2dc\ud558\uba70, \u201c\ub354 \ub098\uc740\u201d \uc0c1\ud0dc\ub97c \uc218\uce58\ub85c \uc124\uba85\ud558\uc138\uc694.<\/p>\n<h3>2\ub2e8\uacc4: \ub370\uc774\ud130 \uae30\ubc18\uc744 \uba3c\uc800 \uace0\uc815\ud558\uc138\uc694<\/h3>\n<p>\uae30\uacc4\uc758 \ud6a8\uc728\uc131\uc740 \uc811\uadfc\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130\uc5d0 \ub2ec\ub824 \uc788\uc2b5\ub2c8\ub2e4. AI \ud50c\ub7ab\ud3fc\uc744 \uad6c\ub9e4\ud558\uae30 \uc804\uc5d0 \ub2e4\uc74c \uc0ac\ud56d\uc744 \ud655\uc778\ud558\uc2ed\uc2dc\uc624:<\/p>\n<p>\uacb0\uacfc\uac00 \ub2e8\uc704\ubcc4 \ub610\ub294 \ubc30\uce58\ubcc4\ub85c \ud0c0\uc784\uc2a4\ud0ec\ud504\uc640 \ud568\uaed8 \ub514\uc9c0\ud138 \uae30\ub85d\uc73c\ub85c \uc800\uc7a5\ub418\uace0 \uc788\uc2b5\ub2c8\uae4c?<br \/>\n\uac01 \uacb0\uacfc\uac00 \uae30\uacc4 \ubc88\ud638, \uc704\uce58, \uc790\uc7ac \ub85c\ud2b8 \ubc0f \ub808\uc2dc\ud53c\ub85c \uc2dd\ubcc4\ub420 \uc218 \uc788\uc2b5\ub2c8\uae4c?<br \/>\n\ub370\uc774\ud130\uac00 OPC UA, Modbus TCP, SQL \ub610\ub294 REST API\uc640 \uac19\uc740 \uae30\uacc4 \uc678\ubd80\uc5d0\uc11c \uc774\uc6a9 \uac00\ub2a5\ud569\ub2c8\uae4c?<br \/>\nMES \ub610\ub294 \uc911\uc559 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uac00 \ud328\ud134\uc744 \ub4dc\ub7ec\ub0bc \ub9cc\ud07c \ucda9\ubd84\ud55c \uae30\ub85d\uc744 \uc800\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\uae4c?<\/p>\n<p>IBM\uc740 \ub370\uc774\ud130 \ud1b5\ud569\uacfc \ub808\uac70\uc2dc \uc2dc\uc2a4\ud15c\uc774 \uc5d0\uc774\uc804\ud2b8 AI\uac00 \uc9c1\uba74\ud55c \uccab \ubc88\uc9f8 \uc7a5\uc560\ubb3c\uc774\ub77c\uace0 \ub9d0\ud558\uba70, \ubaa8\ub4e0 \ub370\uc774\ud130\ub97c \ud55c \ubc88\uc5d0 \ud1b5\ud569\ud558\ub824 \ud558\uae30\ubcf4\ub2e4\ub294 \uac00\uc7a5 \uac00\uce58 \uc788\ub294 \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \uba3c\uc800 \uc2dd\ubcc4\ud560 \uac83\uc744 \uad8c\uace0\ud569\ub2c8\ub2e4. \ub2f9\uc0ac\uc758 \uae30\uc0ac\uc5d0\uc11c\ub294 <a href=\"https:\/\/benlongkj.com\/ko\/blog\/what-is-totally-integrated-automation\/\">\uc644\uc804 \ud1b5\ud569 \uc790\ub3d9\ud654<\/a> PLC, HMI, MES \ubc0f ERP \uacc4\uce35\uc774 \uc5b4\ub5bb\uac8c \ub9de\ubb3c\ub9ac\ub294\uc9c0 \uc124\uba85\ud569\ub2c8\ub2e4.<\/p>\n<h3>3\ub2e8\uacc4: \ub77c\uc774\ube0c \uc804\uc5d0 \uc790\uc728\uc131 \uc218\uc900 \uc815\uc758\ud558\uae30<\/h3>\n<p>\uc774 \ub2e8\uacc4\ub294 \ub300\ubd80\ubd84\uc758 \ud300\uc774 \uac74\ub108\ub6f0\uc9c0\ub9cc \ubb38\uc81c\ub97c \ud53c\ud558\ub294 \ub370 \uac00\uc7a5 \uc911\uc694\ud55c \ub2e8\uacc4\uc785\ub2c8\ub2e4. \uac01 \uc791\uc5c5 \uc720\ud615\uc5d0 \ub300\ud574 \uc5d0\uc774\uc804\ud2b8\uac00 \uc2a4\uc2a4\ub85c \ud560 \uc218 \uc788\ub294 \ubc94\uc704\ub97c \ubbf8\ub9ac \uacb0\uc815\ud558\uc2ed\uc2dc\uc624.<\/p>\n<table>\n<thead>\n<tr>\n<th>\ub370\uc774\ud130 \ud1b5\ud569<\/th>\n<th>\uc5d0\uc774\uc804\ud2b8\uac00 \ud560 \uc218 \uc788\ub294 \uc77c<\/th>\n<th>\uc608<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>0 \u2013 \uad00\ucc30<\/td>\n<td>\ub370\uc774\ud130\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0 \uacb0\uacfc\ub97c \ubcf4\uace0\ud558\uba70, \uc870\uce58\ub294 \ucde8\ud558\uc9c0 \uc54a\uc74c<\/td>\n<td>\uac01 \ub77c\uc778\uc758 \ud488\uc9c8 \ucd94\uc138\uc5d0 \ub300\ud55c \uc77c\uc77c \uc694\uc57d<\/td>\n<\/tr>\n<tr>\n<td>1 \u2013 \ucd94\ucc9c<\/td>\n<td>\uc99d\uac70\uc640 \ud568\uaed8 \uc870\uce58\ub97c \uc81c\uc548\ud558\uba70, \uc0ac\ub78c\uc774 \uacb0\uc815\ud558\uace0 \uc2e4\ud589\ud568<\/td>\n<td>\ud2b8\ub9bd \uacb0\uacfc\uac00 \ubcc0\ub3d9\ud558\uae30 \uc2dc\uc791\ud560 \ub54c \uace0\uc815\uad6c \uc810\uac80\uc744 \uc81c\uc548<\/td>\n<\/tr>\n<tr>\n<td>2 \u2013 \uc2b9\uc778 \ud6c4 \uc2e4\ud589<\/td>\n<td>\uc870\uce58\ub97c \uc900\ube44\ud558\uace0 \uc0ac\ub78c\uc774 \uc2b9\uc778\ud558\uba74 \uc2e4\ud589\ud568<\/td>\n<td>\uc5d4\uc9c0\ub2c8\uc5b4\uac00 \uc2b9\uc778 \ubc84\ud2bc\uc744 \ud074\ub9ad\ud558\uba74 MES \uac80\uc0ac \uc791\uc5c5 \uc0dd\uc131<\/td>\n<\/tr>\n<tr>\n<td>3 \u2013 \ud55c\uacc4 \ub0b4\uc5d0\uc11c \uc2e4\ud589<\/td>\n<td>\uc0ac\uc804 \uc2b9\uc778\ub41c \ubc94\uc704 \ub0b4\uc5d0\uc11c \ub2e8\ub3c5\uc73c\ub85c \ud589\ub3d9\ud558\uace0 \uc774\ud6c4 \ubcf4\uace0\ud568<\/td>\n<td>\ub0a9\uae30\uc77c \ubcc0\uacbd \uc5c6\uc774 \uad50\ub300 \ub0b4 \uc791\uc5c5 \uc21c\uc11c \uc7ac\uc870\uc815<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\ub300\ubd80\ubd84\uc758 \uacf5\uc7a5\uc740 \ub808\ubca8 0 \ub610\ub294 1\uc5d0\uc11c \uc2dc\uc791\ud558\uc5ec \uc5d0\uc774\uc804\ud2b8\uac00 \uc2e4\uc801\uc744 \uc313\uc740 \ud6c4\uc5d0\ub9cc \uc0c1\ud5a5 \uc870\uc815\ud574\uc57c \ud569\ub2c8\ub2e4. <span style=\"color: #991b1b;\">\uc548\uc804 \uad00\ub828 \uae30\ub2a5\uc740 \ubaa8\ub4e0 \uc218\uc900\uc5d0\uc11c \uc5d0\uc774\uc804\ud2b8\uc758 \uc811\uadfc \ubc94\uc704\uc5d0\uc11c \uc81c\uc678\ub429\ub2c8\ub2e4.<\/span><\/p>\n<h3>4\ub2e8\uacc4: \uc5d0\uc774\uc804\ud2b8\uc5d0 \ub3c4\uad6c\ub97c \uc81c\uacf5\ud558\uace0 \uc9c1\uc811 \uc81c\uc5b4\ub294 \uae08\uc9c0<\/h3>\n<p>\uc5d0\uc774\uc804\ud2b8\uac00 \uc778\uac04\uc774 \uc0ac\uc6a9\ud558\ub294 \uac83\uacfc \ub3d9\uc77c\ud55c \uc81c\uc5b4 \uc778\ud130\ud398\uc774\uc2a4\ub97c \ud1b5\ud574 \uc791\ub3d9\ud558\ub294 \uac83\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc720\uc9c0\ubcf4\uc218 \uc2dc\uc2a4\ud15c\uc758 \uc791\uc5c5 \uc9c0\uc2dc\uc11c, MES \ubcf4\ub958, \uacc4\ud68d \ub3c4\uad6c\uc758 \uc5c5\ub370\uc774\ud2b8 \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\ub294 PLC \uba54\ubaa8\ub9ac\uc5d0 \uc9c1\uc811 \uc811\uadfc\ud558\uac70\ub098 \uc548\uc804 \ub85c\uc9c1\uc744 \uc218\uc815\ud558\uac70\ub098 \uc2b9\uc778\ub41c \ub808\uc2dc\ud53c\ub97c \ubcc0\uacbd\ud574\uc11c\ub294 \uc548 \ub429\ub2c8\ub2e4.<\/p>\n<p>\uc77d\uae30 \uc804\uc6a9 \uad8c\ud55c\uc73c\ub85c \uc2dc\uc791\ud55c \ud6c4 \uac01 \ub3c4\uad6c\uc5d0 \ub300\ud574 \ud2b9\uc815 \ud55c\uacc4\uc640 \ub85c\uadf8\ub97c \ud3ec\ud568\ud558\uc5ec \uc4f0\uae30 \uad8c\ud55c\uc744 \ucd94\uac00\ud558\uc2ed\uc2dc\uc624.<\/p>\n<h3>5\ub2e8\uacc4: \uac10\ub3c5, \uac10\uc0ac \ucd94\uc801 \ubc0f \ub864\ubc31 \uad6c\ucd95<\/h3>\n<p>Microsoft\uc5d0 \ub530\ub974\uba74 AI\uac00 \uc791\uc5c5\ud560 \ub54c \uc81c\uc870\uc5c5\uccb4\uc5d0 \ubc18\ub4dc\uc2dc \uac16\ucd94\uc5b4\uc57c \ud560 \uc2e0\ub8b0 \uae30\ub2a5\uc740 \ubaa8\ub378 \uac70\ubc84\ub10c\uc2a4, \ub370\uc774\ud130 \ubc0f \uc811\uadfc \uc81c\uc5b4, OT \ubc0f \uc5d4\ub4dc\ud3ec\uc778\ud2b8 \ubcf4\uc548, \uadf8\ub9ac\uace0 \uacb0\uc815 \uc124\uba85, \uc81c\uc57d \ubc0f \uc5ed\uc804 \ub2a5\ub825\uc785\ub2c8\ub2e4. IBM\ub3c4 \uba85\ud655\ud55c \uacb0\uc815 \uacbd\uacc4 \uc124\uc815, \uc778\uac04 \uac1c\uc785 \ud3ec\ud568, AI \uae30\ubc18 \uc791\uc5c5\uc774 \ubc1c\uc0dd\ud560 \ub54c\ub9c8\ub2e4 \uae30\ub85d \ubcf4\uc874\uc744 \uad8c\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc989, \uc218\ud589\ub41c \ubaa8\ub4e0 \uc791\uc5c5\uc740 \uc0ac\uc6a9\ub41c \ub370\uc774\ud130\uc640 \uacb0\uc815 \uc774\uc720\uc5d0 \ub300\ud55c \uc815\ubcf4\uac00 \ub85c\uadf8\ub85c \uae30\ub85d\ub418\uc5b4\uc57c \ud558\uba70, \ubaa8\ub4e0 \uc791\uc5c5\uc740 \ub418\ub3cc\ub9b4 \uc218 \uc788\uac70\ub098 \uc0ac\uc804 \uc2b9\uc778\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<h3>6\ub2e8\uacc4: \uba3c\uc800 \uc100\ub3c4\uc6b0 \ubaa8\ub4dc \ub610\ub294 \ub514\uc9c0\ud138 \ud2b8\uc708\uc5d0\uc11c \ud14c\uc2a4\ud2b8\ud558\uae30<\/h3>\n<p>\uc5d0\uc774\uc804\ud2b8\ub97c \uc7a5\ube44\uc5d0 \uc9c1\uc811 \uc811\ucd09\ud558\uc9c0 \uc54a\uace0 \uc6b4\uc601\uc0c1\uc5d0\uc11c \ud14c\uc2a4\ud2b8\ud558\ub294 \uac83\uc774 \uac00\uc7a5 \uc88b\uc2b5\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\ub294 \uc9c4\ud589 \uc911\uc778 \ubaa8\ub4e0 \uac83\uc744 \ubcf4\uace0, \uacb0\uc815\uc744 \ub0b4\ub9ac\uba70, \uc81c\uc548\uc744 \ud558\uc9c0\ub9cc \uc544\ubb34 \uc77c\ub3c4 \uc77c\uc5b4\ub098\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uc5d4\uc9c0\ub2c8\uc5b4\ub4e4\uc774 \ucde8\ud55c \uc870\uce58\uc640 \uc5d0\uc774\uc804\ud2b8\uc758 \uc870\uc5b8\uc744 \ube44\uad50\ud558\uace0 \ubd88\uc77c\uce58\ud558\ub294 \ubd80\ubd84\uc5d0 \uc9d1\uc911\ud558\uc138\uc694.<\/p>\n<p>\ub77c\uc778\uc758 \uc2dc\ubbac\ub808\uc774\uc158 \ubaa8\ub378\uc774 \uc788\ub2e4\uba74 \uadf8\uac83\ub3c4 \ud65c\uc6a9\ud558\uc138\uc694. \uc800\ud76c\uc758 \uac00\uc774\ub4dc <a href=\"https:\/\/benlongkj.com\/ko\/blog\/digital-twin-for-production-lines-lessons-from-leading-electrical-manufacturers\/\">\uc0dd\uc0b0 \ub77c\uc778\uc744 \uc704\ud55c \ub514\uc9c0\ud138 \ud2b8\uc708<\/a> \uc5d0\uc11c\ub294 Siemens, Schneider Electric, ABB\uac00 \uc2dc\ubbac\ub808\uc774\uc158\uacfc \uac00\uc0c1 \uc2dc\uc6b4\uc804\uc744 \uc5b4\ub5bb\uac8c \uc0ac\uc6a9\ud558\ub294\uc9c0, \uadf8\ub9ac\uace0 \uc18c\uaddc\ubaa8 \uacf5\uc7a5\uc774 \ub2e8\uc77c \ub77c\uc778\ubd80\ud130 \uc5b4\ub5bb\uac8c \uc2dc\uc791\ud560 \uc218 \uc788\ub294\uc9c0 \uc124\uba85\ud569\ub2c8\ub2e4.<\/p>\n<h3>7\ub2e8\uacc4: \uce21\uc815 \ud6c4 \ud655\uc7a5<\/h3>\n<p>\ucc98\uc74c\ubd80\ud130 \uba87 \uac00\uc9c0 \uc218\uce58\ub97c \uae30\ub85d\ud558\uc138\uc694: \uc54c\ub9bc\uc5d0\uc11c \uc870\uce58\uae4c\uc9c0 \uac78\ub9b0 \uc2dc\uac04, \uc2a4\ud06c\ub7a9 \ubc0f \uc7ac\uc791\uc5c5 \ube44\uc728, \uacc4\ud68d\ub418\uc9c0 \uc54a\uc740 \uac00\ub3d9 \uc911\uc9c0 \uc2dc\uac04, \uc77c\uc815 \uc900\uc218\uc728, \uadf8\ub9ac\uace0 \uc0ac\uc6a9\uc790\uac00 \uc2e4\uc81c\ub85c \ub530\ub974\ub294 \uad8c\uace0 \uc0ac\ud56d\uc758 \ube44\uc728. \uccab \ubc88\uc9f8 \ub8e8\ud504\uac00 \ud6a8\uacfc\uc801\uc784\uc774 \uc785\uc99d\ub418\uba74 \uc774\uc804 \ub8e8\ud504\uc758 \ub370\uc774\ud130 \ubaa8\ub378, \uad8c\ud55c \ud504\ub808\uc784\uc6cc\ud06c, \ub85c\uae45\uc744 \uc7ac\uc0ac\uc6a9\ud558\uc138\uc694.<\/p>\n<p>Microsoft\ub294 MIT\uc640 McKinsey \uc5f0\uad6c \uacb0\uacfc\ub97c \uc778\uc6a9\ud558\uba70, \ub450\ub4dc\ub7ec\uc9c4 \uac70\ubc84\ub10c\uc2a4 \ubaa8\ub378\uacfc \ud1b5\ud569\ub41c \ub370\uc774\ud130\ub97c \uac00\uc9c4 \uc870\uc9c1\uc774 \ub370\uc774\ud130\uc640 \uac70\ubc84\ub10c\uc2a4 \ud504\ub808\uc784\uc6cc\ud06c\uac00 \ubd80\uc871\ud55c \ud68c\uc0ac\ubcf4\ub2e4 \ucd5c\ub300 4\ubc30 \ub354 \ub9ce\uc740 \ubcc0\ud601\uc801 \uacb0\uacfc\ub97c \ub354 \uc9e7\uc740 \uae30\uac04 \ub0b4\uc5d0 \ub2ec\uc131\ud560 \uc218 \uc788\ub2e4\uace0 \uac15\uc870\ud569\ub2c8\ub2e4. <span style=\"color: #991b1b;\">\ud655\uc7a5\ub418\ub294 \uac83\uc740 \uac1c\ubcc4 \ud30c\uc77c\ub7ff\uc774 \uc544\ub2c8\ub77c \uae30\ubc18\uc785\ub2c8\ub2e4.<\/span><\/p>\n<h3>\ubaa8\ubc94 \uc0ac\ub840 \ubc0f \uc77c\ubc18\uc801\uc778 \uc2e4\uc218<\/h3>\n<ul>\n<li>\uc0ac\ub78c\ub4e4\uc774 \uc790\uc8fc \ubd88\ub9cc\uc744 \ud45c\ud558\ub294 \ubb38\uc81c\ub97c \uc2dd\ubcc4\ud558\uc138\uc694. \uc5d0\uc774\uc804\ud2b8\uac00 \uae30\uc874 \ubb38\uc81c\ub97c \ub354 \ub9ce\uc774 \ubc1c\uacac\ud560 \ub54c \uadf8 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \uac83\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4.<br \/>\n\uac01 \uc5d0\uc774\uc804\ud2b8\uc5d0 \uace0\uc720\ud55c \uc18c\uc720\uc790\ub97c \uc9c0\uc815\ud558\uc138\uc694.<br \/>\n\uc81c\uc548 \uac70\ubd80 \uc0ac\ud56d\uc744 \ubaa8\ub450 \ubb38\uc11c\ud654\ud558\uc138\uc694; \uc774\uac83\uc774 \ubc30\uc6b0\uace0\uc790 \ud558\ub294 \ubd80\ubd84\uc785\ub2c8\ub2e4.<br \/>\n\ubd88\ud655\uc2e4\ud55c \ud658\uacbd\uc5d0\uc11c \uc5d0\uc774\uc804\ud2b8\ub97c \uac1c\ubc1c\ud558\uc9c0 \ub9c8\uc138\uc694. \ud504\ub85c\uc138\uc2a4\uac00 \ubd88\uaddc\uce59\ud558\uac8c \uc791\ub3d9\ud558\uba74 \uc5d0\uc774\uc804\ud2b8\ub294 \ub2e8\uc9c0 \ud3b8\ucc28\ub9cc \ud559\uc2b5\ud560 \uac83\uc785\ub2c8\ub2e4.<br \/>\n\uc5d0\uc774\uc804\ud2b8\uc5d0\uac8c PLC \ub85c\uc9c1\uc774\ub098 \uc548\uc804 \uc2dc\uc2a4\ud15c\uc5d0 \ub300\ud55c \uc4f0\uae30 \uad8c\ud55c\uc744 \uc808\ub300 \ubd80\uc5ec\ud558\uc9c0 \ub9c8\uc138\uc694.<br \/>\n\ud30c\uc77c\ub7ff \ud504\ub85c\uc81d\ud2b8\ub97c \uc2dc\uc791\ud558\uae30 \uc804\uc5d0 \ud504\ub85c\uc81d\ud2b8 \ud300\uc774 \ucc38\uc5ec\ub97c \uc911\ub2e8\ud55c \ud6c4 \uc5d0\uc774\uc804\ud2b8 \uc720\uc9c0 \uad00\ub9ac\ub97c \ub204\uac00 \ucc45\uc784\uc9c8\uc9c0 \uc815\uc758\ud558\uc138\uc694.<\/li>\n<\/ul>\n<h3>\uacc4\ud68d\ud574\uc57c \ud560 \uacfc\uc81c<\/h3>\n<p>IBM\uc740 \uc5d0\uc774\uc804\ud2b8 AI \uad6c\ud604\uc5d0 \ub178\ub825\uc774 \ud544\uc694\ud558\ub2e4\uace0 \uba85\ud655\ud788 \ub9d0\ud569\ub2c8\ub2e4. \uc544\ub798\uc5d0 \uc81c\uc2dc\ub41c \ub3c4\uc804 \uacfc\uc81c\ub4e4\uc740 \uadc0\ud558\uc758 \uc0c1\ud669\uc5d0\uc11c \ud3c9\uac00\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4:<\/p>\n<p><span style=\"color: #ff0000;\">\uc790\uc7ac \ucde8\uae09<\/span>: \ud604\uc7ac \uae30\uc220 \uc218\uc900\uc740 \ub370\uc774\ud130 \ubc0f \ub2e4\uc591\ud55c \ube44\ud638\ud658 \uc18c\uc2a4\uc758 \ud1b5\ud569\uc744 \ube44\ud6a8\uc728\uc801\uc73c\ub85c \ub9cc\ub4ed\ub2c8\ub2e4.<br \/>\n<span style=\"color: #ff0000;\">\uac70\ubc84\ub10c\uc2a4<\/span>: \uc2dc\uc2a4\ud15c\uc774 \ub3c5\ub9bd\uc801\uc73c\ub85c \uc791\ub3d9\ud560 \uc218 \uc788\ub294 \uc2dc\uc810\uacfc \uc778\uac04 \uac1c\uc785\uc774 \ud544\uc694\ud55c \uc2dc\uc810\uc774 \uba85\ud655\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<br \/>\n<span style=\"color: #000000;\">\ube44\uc6a9<\/span>: \uae30\uc220 \uad6c\ud604 \ube44\uc6a9\uc774 \ub192\uc9c0\ub9cc \uc810\uc9c4\uc801 \uc811\uadfc\ubc95\uc774 \uc704\ud5d8\uc744 \uc81c\uac70\ud569\ub2c8\ub2e4.<br \/>\n<span style=\"color: #ff0000;\">\ud655\uc7a5\uc131<\/span>: \ud2b9\uc815 \uc791\uc5c5\uc744 \uc704\ud574 \uc0dd\uc131\ub41c \uc5d0\uc774\uc804\ud2b8\ub294 \ubcf5\uc81c\ud560 \uc218 \uc5c6\uc2b5\ub2c8\ub2e4; \uc800\ud76c \uc811\uadfc\ubc95\uc740 \uc774 \ubb38\uc81c\ub97c \uc644\ud654\ud569\ub2c8\ub2e4.<br \/>\n<span style=\"color: #ff0000;\">\ubcf4\uc548<\/span>: \ub354 \ub9ce\uc740 \uc2dc\uc2a4\ud15c \ud1b5\ud569\uc740 \ub354 \ub9ce\uc740 \uacf5\uaca9 \uac00\ub2a5\uc131\uc744 \ub9cc\ub4e4\uba70 \ud6a8\uacfc\uc801\uc778 \ud1b5\uc81c \uc870\uce58\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<br \/>\n<span style=\"color: #ff0000;\">\uae30\uc220<\/span>: \uc0ac\ub78c\ub4e4\uc740 \uc790\uc2e0\uc758 \uc5c5\ubb34 \uc218\ud589\uc5d0\uc11c \uc2dc\uc2a4\ud15c \uad00\ub9ac\ub85c \uc804\ud658\ud558\uba70 \ud2b9\ubcc4\ud55c \uad50\uc721\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1952\" src=\"https:\/\/benlongkj.com\/wp-content\/uploads\/2026\/10\/How-to-Deploy-AI-Agents-in-a-Manufacturing-Plant.webp\" alt=\"\" width=\"1448\" height=\"1086\" \/><\/p>\n<h2>AI \uc5d0\uc774\uc804\ud2b8, PLC, MES \ubc0f \uc2a4\ub9c8\ud2b8 \ud329\ud1a0\ub9ac<\/h2>\n<p>\uc790\ub3d9\ud654 \uc5d4\uc9c0\ub2c8\uc5b4\ub4e4\ub85c\ubd80\ud130 \uac00\uc7a5 \ud754\ud788 \ub4e3\ub294 \uac71\uc815 \uc911 \ud558\ub098\ub294 \uac04\ub2e8\ud569\ub2c8\ub2e4: \u201c\uc774\uac83\uc774 \ub0b4 PLC\uc5d0 \uc4f0\uae30 \uc2dc\uc791\ud560\uae4c\uc694?\u201d \uc9e7\uc740 \ub300\ub2f5\uc740 \uadf8\ub807\uc9c0 \uc54a\uc544\uc57c \ud55c\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4. \uadf8 \uc774\uc720\ub97c \uc774\ud574\ud558\ub824\uba74 \uc5d0\uc774\uc804\ud2b8\uac00 \uc790\ub3d9\ud654 \uc2a4\ud0dd\uc5d0\uc11c \uc5b4\ub514\uc5d0 \uc704\uce58\ud558\ub294\uc9c0 \uc0b4\ud3b4\ubcf4\ub294 \uac83\uc774 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p>\n<h3>\uc790\ub3d9\ud654 \uc2a4\ud0dd\uc5d0\uc11c \uc5d0\uc774\uc804\ud2b8 AI\uc758 \uc704\uce58<\/h3>\n<table>\n<thead>\n<tr>\n<th>\uacc4\uce35<\/th>\n<th>\uae30\ub2a5<\/th>\n<th>AI \uc5d0\uc774\uc804\ud2b8\uc758 \uc5ed\ud560<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>PLC \ubc0f \ud604\uc7a5 \uc7a5\uce58<\/td>\n<td>\uacb0\uc815\ub860\uc801 \uc2e4\uc2dc\uac04 \uc81c\uc5b4, \uc778\ud130\ub85d \ubc0f \uc548\uc804 \uae30\ub2a5<\/td>\n<td>\ub370\uc774\ud130 \uc77d\uae30 \uc804\uc6a9; \ubaa8\uc158\uc774\ub098 \uc548\uc804\uc5d0 \ub300\ud55c \uc9c1\uc811 \uc81c\uc5b4 \uc5c6\uc74c<\/td>\n<\/tr>\n<tr>\n<td>SCADA \/ HMI<\/td>\n<td>\uc2dc\uac01\ud654, \uc54c\ub78c \ubc0f \uc6b4\uc601\uc790 \uba85\ub839<\/td>\n<td>\uc54c\ub78c \uc124\uba85 \ubc0f \uace0\uc7a5 \ud0d0\uc0c9 \uc2dc \uc6b4\uc601\uc790 \uc548\ub0b4<\/td>\n<\/tr>\n<tr>\n<td>MES<\/td>\n<td>\uc8fc\ubb38, \ub808\uc2dc\ud53c, \ud488\uc9c8 \uae30\ub85d \ubc0f \ucd94\uc801\uc131<\/td>\n<td>\uc8fc\uc694 \uc791\uc5c5 \uc601\uc5ed: \uac80\uc0ac \uc791\uc5c5, \ubcf4\ub958, \uc791\uc5c5 \uc9c0\uc2dc\uc11c<\/td>\n<\/tr>\n<tr>\n<td>ERP \/ \uacf5\uae09\ub9dd<\/td>\n<td>\uc218\uc694, \uad6c\ub9e4, \uc7ac\uace0 \ubc0f \uc7ac\ubb34<\/td>\n<td>\uc8fc\ubb38 \uc7ac\uacc4\ud68d, \uacf5\uae09\uc5c5\uccb4 \uc704\ud5d8 \ud45c\uc2dc, \uad6c\ub9e4 \uc81c\uc548<\/td>\n<\/tr>\n<tr>\n<td>\uc5d0\uc774\uc804\ud2b8 \ubc0f \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \uacc4\uce35<\/td>\n<td>\uc804\ubb38 \uc5d0\uc774\uc804\ud2b8 \uc870\uc815, \uad8c\ud55c \uc9d1\ud589, \uc791\uc5c5 \uae30\ub85d<\/td>\n<td>MES \ubc0f ERP \uc704\uc5d0 \uc704\uce58\ud558\uba70, \uc2e4\uc2dc\uac04 \uc81c\uc5b4 \ub8e8\ud504 \uc678\ubd80\uc5d0 \uc788\uc74c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><span style=\"color: #800000;\">PLC\ub294 \ubc00\ub9ac\ucd08 \ub2e8\uc704\ub85c \ubc1c\uc0dd\ud558\ub294 \ubaa8\ub4e0 \uac83\uc744 \uc81c\uc5b4\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5b4 \uc0ac\ub78c\uacfc \uae30\uacc4\uc758 \uc548\uc804\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/span> \uc5d0\uc774\uc804\ud2b8\uc758 \ud65c\ub3d9\uc740 \ubd84\/\uc2dc\uac04 \ubc0f \uad50\ub300 \ub2e8\uc704\ub85c \uc774\ub8e8\uc5b4\uc9c4 \uacb0\uc815\uc5d0 \uc758\uc874\ud558\uba70, \uc774\ub294 \uc8fc\uc694 \uc0dd\uc0b0 \ud504\ub85c\uc138\uc2a4\uac00 \uc774\ubbf8 \uc644\ub8cc\ub418\uc5c8\uc74c\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uad6c\ubd84\uc740 AI\uac00 \uc778\uac04\uc774 \uac00\uc7a5 \ud544\uc694\ub85c \ud560 \ub54c\ub9cc \uc0ac\uc6a9\ub418\ub3c4\ub85d \ud558\uc5ec \uacf5\uc7a5\uc758 \uc548\uc804\uc744 \ubcf4\uc7a5\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p>\n<p>\uadf8\ub807\uae30 \ub54c\ubb38\uc5d0 MES \uc5f0\uacb0 \ud488\uc9c8\uc5d0 \uc8fc\uc758\ub97c \uae30\uc6b8\uc774\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \ud14c\uc2a4\ud2b8 \uacb0\uacfc, \uc54c\ub78c \ubc0f \uc5c5\ub370\uc774\ud2b8\ub97c \uac1c\ubc29\ud615 \ud504\ub85c\ud1a0\ucf5c\uc744 \ud1b5\ud574 MES\uc5d0 \uc804\ub2ec\ud558\ub294 \uc0dd\uc0b0 \ub77c\uc778\uc774 \uac00\uc7a5 \uc548\uc804\ud569\ub2c8\ub2e4. HMI\uc5d0 \ub2eb\ud78c \uc790\ub3d9\ud654 \ub77c\uc778\uc740 \ud6a8\uacfc\uc801\uc774\uc9c0\ub9cc \uc548\uc804 \uc218\uc900\uc740 \ud3c9\uade0\uc801\uc785\ub2c8\ub2e4.<\/p>\n<h3>\ub514\uc9c0\ud138 \ud2b8\uc708\uacfc \uc5d0\uc774\uc804\ud2b8 AI: \uba3c\uc800 \uc2dc\ubbac\ub808\uc774\uc158\ud558\uace0 \uadf8 \ub2e4\uc74c \ud589\ub3d9<\/h3>\n<p>\ub514\uc9c0\ud138 \ud2b8\uc708\uacfc AI \uc2dc\uc2a4\ud15c\uc740 \uac01\uac01 \ub2e4\ub978 \uc9c8\ubb38\uc5d0 \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4:<\/p>\n<p>\ub514\uc9c0\ud138 \ud2b8\uc708\uc740 \uae30\uacc4, \uac74\ubb3c \ub610\ub294 \uc0dd\uc0b0 \uc2dc\uc124\uc758 \uc0c1\ud0dc\ub97c \uc774\ud574\ud558\uace0 \ud45c\ud604\ud558\ub294 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ub514\uc9c0\ud138 \ud2b8\uc708\uc758 \uc791\uc5c5\uc740 \u201c\ubcc0\uacbd\uc744 \ud558\uba74 \uc5b4\ub5a4 \uc77c\uc774 \ubc1c\uc0dd\ud560\uae4c?\u201d\ub77c\ub294 \uc9c8\ubb38\uc73c\ub85c \uc694\uc57d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\u201d<br \/>\n\ubc18\uba74, \uc5d0\uc774\uc804\ud2b8 AI\ub294 \ub2ec\uc131\ud574\uc57c \ud560 \ubaa9\ud45c\uc640 \uc0ac\uc6a9\uc774 \uc2b9\uc778\ub41c \ub2e4\ub978 \ub3c4\uad6c\uc5d0\uc11c \uc5bb\uc740 \uc815\ubcf4\ub97c \uae30\ubc18\uc73c\ub85c \uc791\uc5c5\uc744 \uc870\uc9c1\ud558\ub294 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8 AI\ub294 \u201c\ub2e4\uc74c \ub2e8\uacc4\ub294 \ubb34\uc5c7\uc774\uba70 \uc2e4\ud589\ud560 \uc218 \uc788\ub294\uac00?\u201d\ub77c\ub294 \uc9c8\ubb38\uc5d0 \ub2f5\ud569\ub2c8\ub2e4.\u201d<\/p>\n<p>\uc774 \ub450 \uc811\uadfc\ubc95\uc740 \uc548\uc804\ud55c \uc0ac\uc774\ud074\uc744 \uad6c\uc131\ud569\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2b8\ub294 \uc791\uc5c5 \uc21c\uc11c \ubcc0\uacbd\uc774\ub098 \uc0c8\ub85c\uc6b4 \uc0ac\uc774\ud074 \ud0c0\uc784\uacfc \uac19\uc740 \ubcc0\uacbd\uc744 \uc81c\uc548\ud569\ub2c8\ub2e4. \uc9c0\ub2a5\ud615 \ub514\uc9c0\ud138 \ud2b8\uc708\uc758 \uc5ed\ud560\uc740 \uc81c\uc548\ub41c \ubcc0\uacbd\uc774 \ud604\uc2e4\uc5d0 \uc801\uc6a9\ud560 \uac00\uce58\uac00 \uc788\ub294\uc9c0 \ud14c\uc2a4\ud2b8\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ub514\uc9c0\ud138 \ud2b8\uc708\uc774 \uc0c8\ub85c\uc6b4 \uc791\uc5c5 \uacb0\uacfc\uac00 \uae0d\uc815\uc801\uc778 \uacb0\uacfc\uc640 \uc124\uc815\ub41c \ud55c\uacc4 \uc900\uc218 \uce21\uba74\uc5d0\uc11c \uc694\uad6c \uc0ac\ud56d\uc5d0 \ubd80\ud569\ud568\uc744 \uc99d\uba85\ud560 \ub54c\ub9cc, \uc2dc\uc2a4\ud15c\uc5d0 \uad6c\ud604\ub418\uac70\ub098 \uc2b9\uc778\ubc1b\uae30 \uc704\ud574 \uc0ac\ub78c\uc5d0\uac8c \uc804\ub2ec\ub429\ub2c8\ub2e4.<\/p>\n<p>IBM\uc740 \ub514\uc9c0\ud138 \ud2b8\uc708\uc758 \uc791\uc5c5\uc744 \uc870\uc815\ud558\ub294 \uc5d0\uc774\uc804\ud2b8\uac00 \uc791\uc5c5\uc744 \uc218\ud589\ud558\uace0 \uc0dd\uc0b0 \ud504\ub85c\uc81d\ud2b8\ub97c \uc2dc\uc791\ud558\uae30 \uc804\uc5d0 \uc774 \uc811\uadfc \ubc29\uc2dd\uc744 \uc81c\ud488 \uc0dd\uc131\uc5d0 \uc801\uc6a9\ud558\ub294 \uac83\uc744 \uc2dc\uc5f0\ud569\ub2c8\ub2e4. Microsoft\ub294 \uae30\uc5c5 \ucc28\uc6d0\uc5d0\uc11c \uc774 \uc544\uc774\ub514\uc5b4\ub97c \uc5b8\uae09\ud558\uba70, \uacf5\uc7a5\uc774 \uc0dd\uc0b0 \ud504\ub85c\uc138\uc2a4\uc758 \uacc4\ud68d \ubc0f \uc2e4\ud589\uc5d0\uc11c \ub514\uc9c0\ud138 \ud2b8\uc708\uacfc \ub514\uc9c0\ud138 \uc2a4\ub808\ub4dc \uac1c\ub150\uc5d0 \uc758\uc874\ud55c\ub2e4\uba74 \uc5d0\uc774\uc804\ud2b8 AI \uc2dc\ub300\uc5d0 \ub300\ube44\ud574\uc57c \ud55c\ub2e4\uace0 \ub9d0\ud569\ub2c8\ub2e4. \uadc0\ud558\uc758 \uacf5\uc7a5\uc774 \uc774\uc81c \ub9c9 \uc2dc\uc791\ud558\ub294 \ub2e8\uacc4\ub77c\uba74, \uc800\ud76c\uc758 \uae30\uc0ac\uc778 <a href=\"https:\/\/benlongkj.com\/ko\/blog\/digital-twin-for-production-lines-lessons-from-leading-electrical-manufacturers\/\">\uc120\ub3c4\uc801\uc778 \uc804\uae30 \uc81c\uc870\uc5c5\uccb4\ub4e4\uc758 \ub514\uc9c0\ud138 \ud2b8\uc708 \uad50\ud6c8<\/a> \uc740 Siemens Erlangen, Schneider Electric Wuxi \ubc0f ABB RobotStudio\uc758 \uc2e4\uc81c \uacb0\uacfc\uc640 \ud568\uaed8 \uc2dc\uc791\ud558\uae30\uc5d0 \uc88b\uc740 \uc7a5\uc18c\uc785\ub2c8\ub2e4.<\/p>\n<h3>\ub4f1\ub300 \uacf5\uc7a5\uc5d0\uc11c \uc77c\uc0c1\uc801\uc778 \uacf5\uc7a5\uc73c\ub85c<\/h3>\n<p>\uacbd\ub85c\uc0c1 \uac00\uc7a5 \uc811\uadfc\ud558\uae30 \uc5b4\ub824\uc6b4 \uacf5\uc7a5\uc740 WEF \uae00\ub85c\ubc8c \ub4f1\ub300 \uacf5\uc7a5\ub4e4\uc774\uba70, \uc774\ub4e4 \uc911 \uc5b4\ub290 \uacf3\ub3c4 AI\ub9cc\uc73c\ub85c \uad00\ub9ac\ub418\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uc774\ub4e4\uc740 \uc810\uc810 \ub354 \ub3c5\ub9bd\uc801\uc778 \uc2dc\uc2a4\ud15c\uc744 \uc0ac\ub78c\ub4e4\uc774 \ubaa8\ub2c8\ud130\ub9c1\ud558\ub294 \uc2dc\uc124\uc785\ub2c8\ub2e4. FANUC\uacfc ASE\uc640 \uac19\uc740 \uc798 \uc54c\ub824\uc9c4 \ubb34\uc778 \uacf5\uc7a5\uc870\ucc28\ub3c4 \uc720\uc9c0\ubcf4\uc218 \ubc0f \uc774\uc0c1 \uc0c1\ud669\uc5d0 \ub300\ud574 \uc0ac\ub78c\uc5d0 \uc758\uc874\ud558\uace0 \uc788\uc73c\uba70, \uc774\ub294 <a href=\"https:\/\/benlongkj.com\/ko\/blog\/famous-dark-factories-around-the-world-real-examples-of-lights-out-manufacturing\/\">\uc2e4\uc81c \ub2e4\ud06c \ud329\ud1a0\ub9ac \uc0ac\ub840<\/a>.<\/p>\n<p>\uc804\uae30 \uc7a5\ube44 \ubd84\uc57c\uc758 \uc911\uac04 \uaddc\ubaa8 \uc81c\uc870\uc5c5\uccb4\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc2e4\uc6a9\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc744 \ucde8\ud574\uc57c \ud569\ub2c8\ub2e4: \ubcd1\ubaa9 \ud604\uc0c1 \uc81c\uac70, \ud504\ub85c\uc138\uc2a4 \ub0b4 \ubaa8\ub4e0 \uc81c\ud488 \ud14c\uc2a4\ud2b8, \ubaa8\ub4e0 \uacf5\uc7a5\uc744 MES\uc640 \uc5f0\uacb0, \uacc4\ud68d \ubaa9\uc801\uc73c\ub85c \ub514\uc9c0\ud138 \ud2b8\uc708 \ucd94\uac00, \uadf8\ub9ac\uace0 \uc758\uc0ac\uacb0\uc815 \uacfc\uc815\uc744 \ube60\ub974\uac8c \ud558\uae30 \uc704\ud574 \uc815\ubcf4\ub97c \ubd84\uc11d\ud558\ub294 \uc5d0\uc774\uc804\ud2b8 \ucc44\uc6a9.<\/p>\n<h2>\uacb0\ub860: AI \uc5d0\uc774\uc804\ud2b8\ub294 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uad6c\ub9e4\uac00 \uc544\ub2cc \uc791\uc5c5 \ud750\ub984\uc758 \ubcc0\ud654\uc785\ub2c8\ub2e4<\/h2>\n<p>IBM, Siemens, Microsoft\ub294 \ubaa8\ub450 \uacf5\uc7a5\uc5d0\uc11c \uc778\uacf5\uc9c0\ub2a5\uc758 \ubc1c\uc804 \uacbd\ub85c\uc5d0 \ub300\ud574 \uac19\uc740 \uacac\ud574\ub97c \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub4e4\uc5d0 \ub530\ub974\uba74 AI\ub294 \ub2e8\uc21c\ud788 \ubb38\uc758\uc5d0 \uc751\ub2f5\ud558\ub294 \ub3c4\uad6c\uc5d0\uc11c \ud488\uc9c8 \uad00\ub9ac, \uc77c\uc815 \uad00\ub9ac, \uc720\uc9c0\ubcf4\uc218 \ubc0f \uacf5\uae09\ub9dd \uc5c5\ubb34\uc640 \uad00\ub828\ub41c \uc6b4\uc601 \uad00\ub9ac \uc5c5\ubb34\uc758 \uacc4\ud68d \ubc0f \uc2e4\ud589\uc744 \ub3d5\ub294 \uc5d0\uc774\uc804\ud2b8\ub85c \uc9c4\ud654\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. Siemens\ub294 \uc804\uccb4 \uc790\ub3d9\ud654 \ud504\ub85c\uc138\uc2a4\uc758 \uc790\ub3d9\ud654\ub97c \ubaa9\ud45c\ub85c \ud558\uace0 \uc788\ub2e4\uace0 \ubc1d\ud614\uc73c\uba70, Microsoft\ub294 2026\ub144\uc774 \uae30\uc220\uc774 \ud30c\uc77c\ub7ff \ub2e8\uacc4\uc5d0\uc11c \ub300\uaddc\ubaa8 \uad6c\ud604\uc73c\ub85c \uc804\ud658\ub418\ub294 \ud574\uac00 \ub420 \uac83\uc774\ub77c\uace0 \ub9d0\ud588\uc2b5\ub2c8\ub2e4. IBM\uc740 \uc6b4\uc601\uc790\uc758 \uc9c0\uc18d\uc801\uc778 \uc9c0\uc2dc \uc5c6\uc774\ub3c4 \ubaa9\ud45c\ub97c \ud5a5\ud574 \uc815\uae30\uc801\uc73c\ub85c \uc870\uc815\uc774 \uc774\ub8e8\uc5b4\uc9c0\ub294 \uacf5\uc7a5\uc744 \uad6c\uc0c1\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774\ub4e4 \ud68c\uc0ac\ub294 \uacf5\uc7a5\uc5d0\uc11c AI\ub97c \uc0ac\uc6a9\ud558\uae30 \uc704\ud55c \uc804\uc81c \uc870\uac74\uc5d0 \ub300\ud574\uc11c\ub3c4 \uc758\uacac\uc744 \uac19\uc774\ud569\ub2c8\ub2e4. \uc790\ub3d9\ud654 \uc5d0\uc774\uc804\ud2b8\ub294 \uc591\uc9c8\uc758 \uc5f0\uacb0\ub41c \uc815\ubcf4\ub97c \ud544\uc694\ub85c \ud569\ub2c8\ub2e4. \uadf8\ub4e4\uc774 \uc791\ub3d9\ud560 \uba85\ud655\ud55c \ub9e4\uac1c\ubcc0\uc218\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \uacb0\uacfc\uc5d0 \ucc45\uc784\uc744 \uc9c0\uace0 \ud544\uc694 \uc2dc \ud574\uacb0\ucc45\uc744 \ucca0\ud68c\ud560 \uc218 \uc788\ub294 \uc0ac\ub78c\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \ub610\ud55c \ubaa8\ub4e0 \uac83\uc744 \uce21\uc815\ud558\uace0 \uc62c\ubc14\ub978 \ud615\uc2dd\uc73c\ub85c \uc815\ubcf4\ub97c \uc804\uc1a1\ud560 \uc218 \uc788\ub294 \uae30\uacc4\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc81c\uc870\uc5c5\uccb4\uac00 \ucde8\ud574\uc57c \ud560 \uc8fc\uc694 \uc870\uce58\ub294 AI \ud50c\ub7ab\ud3fc \uad6c\ub9e4\uac00 \uc544\ub2c8\ub77c \uac01 \uc791\uc5c5\uc7a5\uacfc \ubaa8\ub4e0 \ud504\ub85c\uc138\uc2a4\uac00 \uc5d0\uc774\uc804\ud2b8\uc758 \ubaa9\uc801\uc5d0 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130\ub97c \uc0dd\uc131\ud558\ub3c4\ub85d \ubcf4\uc7a5\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\uac83\uc774 \ub2ec\uc131\ub418\uba74 AI \uc5d0\uc774\uc804\ud2b8\ub85c\uc758 \uc804\ud658\uc774 \ud6e8\uc52c \uc26c\uc6cc\uc9c8 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h2>\uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38<\/h2>\n<h3>\uc81c\uc870\uc5c5\uc5d0\uc11c \uc5d0\uc774\uc804\ud2f1 AI\ub780 \ubb34\uc5c7\uc778\uac00\uc694?<\/h3>\n<p>\uc81c\uc870\uc5c5\uc5d0\uc11c\uc758 \uc5d0\uc774\uc804\ud2f1 AI\ub294 MES, ERP, \uc720\uc9c0\ubcf4\uc218 \uc18c\ud504\ud2b8\uc6e8\uc5b4\uc640 \uac19\uc740 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \uc815\ubcf4\ub97c \ucd94\ucd9c\ud558\uace0, \uacc4\ud68d\uc744 \uc218\ub9bd\ud558\uba70, \uac80\uc0ac \uc791\uc5c5 \uc0dd\uc131\uc774\ub098 \uc791\uc5c5 \uc21c\uc11c \uc7ac\ubc30\uce58\uc640 \uac19\uc740 \uc801\uc808\ud55c \uc870\uce58\ub97c \ud1b5\ud574 \uc0dd\uc0b0 \ubaa9\ud45c\ub97c \ub2ec\uc131\ud558\ub294 \uc778\uacf5\uc9c0\ub2a5\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2f1 AI\ub294 \ub300\uc2dc\ubcf4\ub4dc\ub098 \ucc57\ubd07\uacfc \ub2ec\ub9ac \uc0ac\ub78c\uc774 \uc124\uc815\ud55c \uc870\uac74\uacfc \uaddc\uce59 \ud558\uc5d0\uc11c \uc791\uc5c5\uc774 \uc644\ub8cc\ub420 \ub54c\uae4c\uc9c0 \ud589\ub3d9\uc744 \ucde8\ud569\ub2c8\ub2e4.<\/p>\n<h3>\uc5d0\uc774\uc804\ud2f1 AI\ub294 \uc790\ub3d9\ud654\uc5d0 \uc0ac\uc6a9\ub418\ub098\uc694?<\/h3>\n<p>\ub124, \ud558\uc9c0\ub9cc \uc804\ud1b5\uc801\uc778 \uc790\ub3d9\ud654\uc640\ub294 \ub2e4\ub978 \uc218\uc900\uc5d0\uc11c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. PLC\uc640 \ub85c\ubd07\uc740 \uc5ec\uc804\ud788 \uc2e4\uc2dc\uac04 \uae30\uacc4 \uc81c\uc5b4\uc640 \uc548\uc804 \uae30\ub2a5\uc744 \ub2f4\ub2f9\ud569\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2f1 AI\ub294 \ud488\uc9c8 \ucd94\uc138\uc5d0 \ub300\uc751\ud558\uace0, \uae30\uacc4\uac00 \uba48\ucd98 \ud6c4 \uc77c\uc815\uc744 \uc7ac\uad6c\uc131\ud558\uba70, \uc720\uc9c0\ubcf4\uc218\ub97c \uc870\uc9c1\ud558\ub294 \ub4f1 \uc758\uc0ac\uacb0\uc815\uacfc \uc870\uc815\uc744 \uc790\ub3d9\ud654\ud569\ub2c8\ub2e4. Siemens\ub294 \uc774\ub97c \uc124\uacc4, \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1, \uc6b4\uc601 \ubc0f \uc11c\ube44\uc2a4\uc5d0\uc11c \uc644\uc804\ud55c \uc6cc\ud06c\ud50c\ub85c\uc6b0\ub97c \uc2e4\ud589\ud558\ub294 AI \uc5d0\uc774\uc804\ud2b8\ub97c \ud1b5\ud574 \uc790\ub3d9\ud654 \ud504\ub85c\uc138\uc2a4 \uc790\uccb4\ub97c \uc790\ub3d9\ud654\ud558\ub294 \uac83\uc73c\ub85c \uc124\uba85\ud569\ub2c8\ub2e4.<\/p>\n<h3>\uc81c\uc870\uc5c5\uc5d0 \uac00\uc7a5 \uc801\ud569\ud55c AI\ub294 \ubb34\uc5c7\uc778\uac00\uc694?<\/h3>\n<p>\ub2e8\uc77c AI \uc194\ub8e8\uc158\uc774 \uc0dd\uc0b0\uc5d0 \uac00\uc7a5 \uc801\ud569\ud558\ub2e4\uace0 \ud560 \uc218 \uc5c6\uc2b5\ub2c8\ub2e4. \uba38\uc2e0 \ube44\uc804\uc740 \uac80\uc0ac \uacfc\uc815\uc5d0 \uc644\ubcbd\ud558\uba70, \uc608\uce21 \ubaa8\ub378\uc740 \uc720\uc9c0\ubcf4\uc218\uc5d0 \uc801\ud569\ud558\uace0, \uc0dd\uc131 AI \ucf54\ud30c\uc77c\ub7ff\uc740 \uc5d4\uc9c0\ub2c8\uc5b4\uc640 \uc6b4\uc601\uc790\uac00 \ud544\uc694\ud55c \uc815\ubcf4\ub97c \ucc3e\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc8fc\uba70, \uc5d0\uc774\uc804\ud2f1 AI\ub294 \ud488\uc9c8 \uc870\uc0ac, \uc77c\uc815 \uad00\ub9ac, \uacf5\uae09\ub9dd \uc870\uc815\uacfc \uac19\uc740 \ub2e4\uce35 \uc791\uc5c5\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4. \uac00\uc7a5 \uc77c\ubc18\uc801\uc778 \uc194\ub8e8\uc158\uc73c\ub85c\ub294 Siemens Industrial Copilot, IBM WatsonX Orchestrate, Microsoft Azure AI\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc0c1\uc801\uc778 AI \uc194\ub8e8\uc158 \uc120\ud0dd\uc740 \ubcf4\uc720\ud55c \ub370\uc774\ud130 \ud488\uc9c8, \uc774\ubbf8 \uc0ac\uc6a9 \uc911\uc778 PLC \ubc0f MES \uc2dc\uc2a4\ud15c, \ucd5c\uc801\ud654\ud574\uc57c \ud560 \uc791\uc5c5\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4.<\/p>\n<h3>\uc5d0\uc774\uc804\ud2f1 AI\ub294 \uc790\ub3d9\ud654\uc640 \uc5b4\ub5bb\uac8c \ub2e4\ub978\uac00\uc694?<\/h3>\n<p>\uae30\uc874 \uc790\ub3d9\ud654\ub294 \ubbf8\ub9ac \uc815\ud574\uc9c4 \uaddc\uce59\uc5d0 \ub530\ub77c \uc791\ub3d9\ud569\ub2c8\ub2e4: \uc5b4\ub5a4 \uac12\uc774 \uc784\uacc4\uac12\uc744 \ub118\uc73c\uba74 \uae30\uacc4\uac00 \ubd80\ud488\uc744 \uac70\ubd80\ud569\ub2c8\ub2e4. \uc5d0\uc774\uc804\ud2f1 AI\ub294 \ubaa9\ud45c \uc9c0\ud5a5\uc801\uc785\ub2c8\ub2e4. \uc804\ud1b5\uc801 \uc790\ub3d9\ud654\uc640 \ub2ec\ub9ac \uc0c1\ud669\uc744 \ud3c9\uac00\ud558\uace0, \ud589\ub3d9 \uacc4\ud68d\uc744 \uc218\ub9bd\ud558\uba70, \ub3c4\uad6c\ub97c \ud65c\uc6a9\ud558\uace0, \ubcc0\ud654\ud558\ub294 \uc870\uac74\uc5d0 \uc801\uc751\ud569\ub2c8\ub2e4. \uc801\uc808\ud788 \uad6c\ucd95\ub41c \uc0dd\uc0b0 \uc2dc\uc124\uc740 \ub450 \uac00\uc9c0\ub97c \ubaa8\ub450 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4: PLC\ub294 \uc548\uc804 \ubc0f \uc81c\uc5b4 \uae30\ub2a5\uc744 \uc720\uc9c0\ud558\uace0, AI \uc5d0\uc774\uc804\ud2b8\ub294 MES\uc640 ERP\uc5d0\uc11c \uc791\uc5c5\ud569\ub2c8\ub2e4.<\/p>\n<h3>\uc81c\uc870\uc5c5\uc5d0\uc11c \uc778\uacf5\uc9c0\ub2a5(AI)\uc740 \uc5b4\ub5bb\uac8c \uc0ac\uc6a9\ub418\uace0 \uc788\ub098\uc694?<\/h3>\n<p>\uae30\uc5c5\ub4e4\uc740 \ube44\uc804 \uae30\ubc18 \ud488\uc9c8 \uac80\uc0ac, \uc608\uce21 \uc720\uc9c0\ubcf4\uc218, \uc0dd\uc0b0 \uc77c\uc815 \uad00\ub9ac, \uc5d0\ub108\uc9c0 \ucd5c\uc801\ud654, \uacf5\uae09\ub9dd \uacc4\ud68d\uc5d0 \uc778\uacf5\uc9c0\ub2a5\uc744 \uc801\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc138\uacc4\uacbd\uc81c\ud3ec\ub7fc\uc740 Rockwell Automation\uc758 \uc2f1\uac00\ud3ec\ub974 \uacf5\uc7a5\uacfc Siemens\uc758 \ub09c\uc9d5 \uc9c1\ubb3c \uacf5\uc7a5 \ub4f1 50\uac1c \uc774\uc0c1\uc758 AI \uc194\ub8e8\uc158\uc774 \uc801\uc6a9\ub41c \uc120\ub3c4\uc801\uc778 \ud604\uc7a5\uc5d0 \uc0c1\uc744 \uc218\uc5ec\ud588\uc2b5\ub2c8\ub2e4. \ud604\uc7ac \ucd94\uc138\ub294 \uace0\ub9bd\ub41c AI \ud30c\uc77c\ub7ff\uc5d0\uc11c 2026\ub144 \uc2dc\uc2a4\ud15c \uc804\ubc18\uc744 \uc774\ub044\ub294 \uc5d0\uc774\uc804\ud2b8\ub85c \uc810\ucc28 \uc774\ub3d9\ud558\uace0 \uc788\uc74c\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/p>\n<h2>\ucc38\uace0 \uc790\ub8cc<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.ibm.com\/think\/topics\/agentic-ai-manufacturing\" target=\"_blank\" rel=\"noopener\">IBM \u2013 \uc81c\uc870\uc5c5\uc5d0\uc11c \uc5d0\uc774\uc804\ud2f1 AI\uac00 \uc5b4\ub5bb\uac8c \ubcc0\ud654\ub97c \uc8fc\ub3c4\ud558\ub294\uac00 (2026\ub144 4\uc6d4)<\/a> \u2013 \uc815\uc758, \uc5ec\ub35f \uac00\uc9c0 \uc0ac\uc6a9 \uc0ac\ub840 \uc601\uc5ed, \uacf5\uae09\ub9dd \ud1b5\uacc4 \ubc0f \uad6c\ud604 \uacfc\uc81c.<\/li>\n<li><a href=\"https:\/\/blog.siemens.com\/2026\/03\/the-future-of-industrial-ai-is-agentic\/\" target=\"_blank\" rel=\"noopener\">Siemens \ube14\ub85c\uadf8 \u2013 \uc0b0\uc5c5 AI\uc758 \ubbf8\ub798\ub294 \uc5d0\uc774\uc804\ud2b8\ud615\uc774\ub2e4 (2026\ub144 3\uc6d4)<\/a> \u2013 \uc778\uc9c0-\ucd94\ub860-\ud589\ub3d9-\ud559\uc2b5 \ubaa8\ub378, \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\ud130 \uc5d0\uc774\uc804\ud2b8 \ubc0f \uc0b0\uc5c5 \uae30\ucd08 \ubaa8\ub378.<\/li>\n<li><a href=\"https:\/\/press.siemens.com\/global\/en\/pressrelease\/siemens-introduces-ai-agents-industrial-automation\" target=\"_blank\" rel=\"noopener\">Siemens \u2013 Siemens, \uc0b0\uc5c5 \uc790\ub3d9\ud654\ub97c \uc704\ud55c AI \uc5d0\uc774\uc804\ud2b8 \ub3c4\uc785 (2025\ub144 5\uc6d4)<\/a> \u2013 \uac00\uce58 \uc0ac\uc2ac \uc804\ubc18\uc5d0 \uac78\uce5c \uc0b0\uc5c5 \ucf54\ud30c\uc77c\ub7ff \uc5d0\uc774\uc804\ud2b8, \uc0dd\uc0b0\uc131 \ubaa9\ud45c \ubc0f \uace0\uac1d \uc131\uacfc.<\/li>\n<li><a href=\"https:\/\/www.microsoft.com\/en-us\/microsoft-cloud\/blog\/manufacturing\/2026\/03\/16\/manufacturing-at-the-2026-inflection-point-how-frontier-companies-are-entering-the-agentic-era\/\" target=\"_blank\" rel=\"noopener\">Microsoft \u2013 2026\ub144 \uc804\ud658\uc810\uc5d0 \uc120 \uc81c\uc870\uc5c5 (2026\ub144 3\uc6d4)<\/a> \u2013 \uc138 \uac00\uc9c0 \ubcc0\ud654, \uc2e0\ub8b0 \ubc0f \uac70\ubc84\ub10c\uc2a4 \uc5ed\ub7c9, \uadf8\ub9ac\uace0 10-20-70 \uaddc\uce59.<\/li>\n<li><a href=\"https:\/\/www.weforum.org\/media\/new-global-lighthouse-sites-demonstrate-how-ai-is-rewiring-manufacturing-and-supply-chains\/\" target=\"_blank\" rel=\"noopener\">\uc138\uacc4\uacbd\uc81c\ud3ec\ub7fc \u2013 \uc0c8\ub85c\uc6b4 \uae00\ub85c\ubc8c \ub77c\uc774\ud2b8\ud558\uc6b0\uc2a4 \uc0ac\uc774\ud2b8\uac00 AI\uac00 \uc81c\uc870\uc5c5\uc744 \uc7ac\uad6c\uc131\ud558\ub294 \ubc29\uc2dd\uc744 \ubcf4\uc5ec\uc90c (2026\ub144 6\uc6d4)<\/a> \u2013 \ucd1d 238\uac1c \uc0ac\uc774\ud2b8 \ub124\ud2b8\uc6cc\ud06c \ubc0f \uc2e0\uaddc \ucf54\ud638\ud2b8 \uacb0\uacfc.<\/li>\n<li><a href=\"https:\/\/www.rockwellautomation.com\/en-us\/company\/news\/press-releases\/Rockwell-Automation-Site-Named-a-World-Economic-Forum-Global-Lighthouse.html\" target=\"_blank\" rel=\"noopener\">Rockwell Automation \u2013 \uc2f1\uac00\ud3ec\ub974 \uc0ac\uc774\ud2b8, \uae00\ub85c\ubc8c \ub77c\uc774\ud2b8\ud558\uc6b0\uc2a4\ub85c \uc120\uc815 (2026\ub144 6\uc6d4)<\/a> \u2013 AI \uae30\ubc18 \ud488\uc9c8 \uad00\ub9ac \ubc0f \uc608\uce21 \uc720\uc9c0\ubcf4\uc218\uac00 \uc801\uc6a9\ub41c \uace0\ud63c\ud569 \ud50c\ub79c\ud2b8.<\/li>\n<\/ul>\n<h2>AI \uc900\ube44\ub41c \uc870\ub9bd \ub610\ub294 \ud14c\uc2a4\ud2b8 \ub77c\uc778\uc744 \uad6c\ucd95\ud558\uc2dc\uaca0\uc2b5\ub2c8\uae4c?<\/h2>\n<p>AI \uc5d0\uc774\uc804\ud2b8\ub294 \uadc0\ud558\uc758 \uc7a5\ube44\uac00 \uc0dd\uc131\ud558\ub294 \ub370\uc774\ud130\uc5d0\ub9cc \uc791\ub3d9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. MCB, MCCB, RCCB, \uc811\ucd09\uae30 \ub610\ub294 \uc5d0\ub108\uc9c0 \ubbf8\ud130\ub97c \uc81c\uc870\ud558\uace0 \ubaa8\ub4e0 \uc720\ub2db\uc744 \ud14c\uc2a4\ud2b8\ud558\uba70, \uac01 \uacb0\uacfc\ub97c \uc77c\ub828 \ubc88\ud638\uc5d0 \uc5f0\uacb0\ud558\uace0 OPC UA \ub610\ub294 Modbus TCP\ub97c \ud1b5\ud574 MES\uc5d0 \uc804\uc1a1\ud558\ub294 \ub77c\uc778\uc744 \uc6d0\ud558\uc2e0\ub2e4\uba74, \uc81c\ud488 \uc0d8\ud50c, \ubaa9\ud45c \ucd9c\ub825 \ubc0f \ud604\uc7ac \ud504\ub85c\uc138\uc2a4\uc5d0 \ub300\ud55c \uac04\ub2e8\ud55c \uc124\uba85\uc744 \ubcf4\ub0b4\uc8fc\uc2ed\uc2dc\uc624. \ub2f9\uc0ac\uc758 \uc5d4\uc9c0\ub2c8\uc5b4\uac00 \uc624\ub298 \uc644\uc804\ud55c \ucd94\uc801\uc131\uc744 \uc81c\uacf5\ud558\uace0 \ub0b4\uc77c AI \uae30\ubc18 \ud488\uc9c8 \uad00\ub9ac\ub97c \uc900\ube44\ud560 \uc218 \uc788\ub294 \ub77c\uc778 \uac1c\ub150\uc744 \uc81c\uc548\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/benlongkj.com\/ko\/contact-us\/\">\ubb34\ub8cc \ub77c\uc778 \ud3c9\uac00 \uc694\uccad \u2192<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>The time is 2:40 in the morning, and a supplier has sent an email notifying that a batch of copper coils will be delivered with a delay of two days. In most manufacturing plants, this message simply lays in the inbox until a planner arrives at the factory at eight o\u2019clock. By that time, however, [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":1950,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1949","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"blocksy_meta":[],"acf":[],"_links":{"self":[{"href":"https:\/\/benlongkj.com\/ko\/wp-json\/wp\/v2\/posts\/1949","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/benlongkj.com\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/benlongkj.com\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/benlongkj.com\/ko\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/benlongkj.com\/ko\/wp-json\/wp\/v2\/comments?post=1949"}],"version-history":[{"count":1,"href":"https:\/\/benlongkj.com\/ko\/wp-json\/wp\/v2\/posts\/1949\/revisions"}],"predecessor-version":[{"id":1954,"href":"https:\/\/benlongkj.com\/ko\/wp-json\/wp\/v2\/posts\/1949\/revisions\/1954"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/benlongkj.com\/ko\/wp-json\/wp\/v2\/media\/1950"}],"wp:attachment":[{"href":"https:\/\/benlongkj.com\/ko\/wp-json\/wp\/v2\/media?parent=1949"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/benlongkj.com\/ko\/wp-json\/wp\/v2\/categories?post=1949"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/benlongkj.com\/ko\/wp-json\/wp\/v2\/tags?post=1949"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}