{"id":92057,"date":"2025-07-27T09:33:02","date_gmt":"2025-07-27T02:33:02","guid":{"rendered":"https:\/\/bap-software.net\/?post_type=products&p=92057"},"modified":"2025-07-29T14:17:56","modified_gmt":"2025-07-29T07:17:56","slug":"ai-in-manufacturing","status":"publish","type":"products","link":"https:\/\/bap-software.net\/kr\/case-study\/ai-in-manufacturing\/","title":{"rendered":"AI \uae30\ubc18 \ud601\uc2e0 \uc194\ub8e8\uc158] \uc608\uae30\uce58 \ubabb\ud55c \uc124\ube44 \uc815\uc9c0 \uc0ac\uc804 \ubc29\uc9c0 \u2013 \uc9c0\uc18d \uac00\ub2a5\ud55c \uc131\uc7a5\uc758 \ud575\uc2ec"},"content":{"rendered":"

\ud604\ub300 \uc81c\uc870 \ud658\uacbd\uc5d0\uc11c \u2018\uc608\uae30\uce58 \ubabb\ud55c \uc124\ube44 \uc815\uc9c0(Unplanned Downtime)\u2019\ub294 \uc0dd\uc0b0\uc131\uacfc \uc218\uc775\uc131, \uadf8\ub9ac\uace0 \uae30\uc5c5 \uc2e0\ub8b0\ub3c4\uc5d0 \ub9c9\ub300\ud55c \uc601\ud5a5\uc744 \ubbf8\uce58\ub294 \uc8fc\uc694 \ub9ac\uc2a4\ud06c \uc911 \ud558\ub098\uc785\ub2c8\ub2e4.<\/p>\n

\uc800\ud76c\ub294 \ucd5c\uc2e0 AI \uae30\uc220\uc744 \ubc14\ud0d5\uc73c\ub85c, \uc124\ube44 \uc815\uc9c0\ub97c \uc0ac\uc804\uc5d0 \uc608\uce21\u00b7\ubc29\uc9c0\ud558\uc5ec \ud6a8\uc728\uc744 \uadf9\ub300\ud654\ud558\uace0 \uc9c0\uc18d \uac00\ub2a5\ud55c \uc131\uc7a5\uc744 \uc2e4\ud604\ud560 \uc218 \uc788\ub294 \uc194\ub8e8\uc158\uc744 \uc81c\uc548\ud569\ub2c8\ub2e4.<\/p>\n

 <\/p>\n

\"AI<\/p>\n

 <\/p>\n

\uc81c\uc870 <\/strong>\ud604\uc7a5\uc758 <\/strong>\ud575\uc2ec <\/strong>\uacfc\uc81c: <\/strong>\ubc18\ubcf5\ub418\ub294 <\/strong>\ub3cc\ubc1c <\/strong>\uc815\uc9c0<\/strong><\/h2>\n

 <\/p>\n

\ub9ce\uc740 \uc81c\uc870 \uacf5\uc7a5\uc774 \uc544\ub798\uc640 \uac19\uc740 \ubb38\uc81c\ub85c \uc5b4\ub824\uc6c0\uc744 \uacaa\uace0 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n

 <\/p>\n

    \n
  • \ub9c9\ub300\ud55c <\/strong>\uacbd\uc81c\uc801 <\/strong>\uc190\uc2e4<\/strong>: \uc124\ube44\uac00 1\uc2dc\uac04 \uc815\uc9c0\ud558\uba74 \uc0dd\uc0b0 \uc190\uc2e4, \uc6d0\uc790\uc7ac \ub0ad\ube44, \uc778\uac74\ube44 \uc99d\uac00\ub85c \uc9c1\uacb0\ub418\uc5b4 \uc218\uc775\uc131\uc774 \ud558\ub77d\ud569\ub2c8\ub2e4.<\/li>\n
  • \uc0dd\uc0b0\uc131 <\/strong>\ubc0f OEE <\/strong>\uc800\ud558<\/strong>: \ub3cc\ubc1c \uc815\uc9c0\ub294 \uc0dd\uc0b0 \ud750\ub984\uc744 \ubc29\ud574\ud558\uace0 OEE(\uc124\ube44 \uc885\ud569 \ud6a8\uc728)\ub97c \ud06c\uac8c \ub0ae\ucd94\uc5b4 \ub0a9\uae30 \uc900\uc218\uc640 \uacf5\uae09 \ub2a5\ub825\uc5d0 \uc545\uc601\ud5a5\uc744 \uc90d\ub2c8\ub2e4.<\/li>\n
  • \ud488\uc9c8 <\/strong>\ubb38\uc81c <\/strong>\ubc1c\uc0dd<\/strong>: \uc124\ube44 \uc774\uc0c1\uc740 \ubd88\ub7c9\ub960\uc744 \ub192\uc774\uba70, \uc81c\ud488 \uc2e0\ub8b0\ub3c4 \ubc0f \ube0c\ub79c\ub4dc \uc774\ubbf8\uc9c0\uc5d0 \uc190\uc0c1\uc744 \uc785\ud790 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
  • \uc751\uae09 <\/strong>\uc720\uc9c0\ubcf4\uc218 <\/strong>\ube44\uc6a9 <\/strong>\uc99d\uac00<\/strong>: \uae34\uae09 \uc218\ub9ac\ub294 \uc815\uae30 \uc810\uac80 \ub300\ube44 \ube44\uc6a9\uc774 \ud06c\uace0, \uace0\uac00 \ubd80\ud488\uc758 \uae09\ud55c \uad50\uccb4\uac00 \ud544\uc694\ud574 \uc608\uc0b0\uc744 \uc555\ubc15\ud569\ub2c8\ub2e4.<\/li>\n
  • \uc6d0\uc778 <\/strong>\ubd84\uc11d\uc758 <\/strong>\uc5b4\ub824\uc6c0<\/strong>: \ubcf5\ud569\uc801\uc778 \uc124\ube44 \uace0\uc7a5\uc740 \uc218\uc791\uc5c5 \uc9c4\ub2e8\uc73c\ub85c\ub294 \ud55c\uacc4\uac00 \uc788\uc73c\uba70, \uadfc\ubcf8 \uc6d0\uc778 \uaddc\uba85 \uc5c6\uc774 \ubb38\uc81c\uac00 \ubc18\ubcf5\ub418\uae30\ub3c4 \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n

     <\/p>\n

    \uc608\uc2dc<\/strong>: \ud55c \uc0dd\uc0b0 \ub77c\uc778\uc774 \uc6d4 3~4\ud68c \uc815\uc9c0 \uc2dc, \ucd1d 12\uc2dc\uac04 \uc774\uc0c1\uc758 \uc0dd\uc0b0 \uc190\uc2e4\uc774 \ubc1c\uc0dd\ud569\ub2c8\ub2e4. \uc774\ub294 \uc804\uccb4 \ubc38\ub958\uccb4\uc778\uc5d0 \uc2ec\uac01\ud55c \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4.<\/p>\n

     <\/p>\n

    AI <\/strong>\uae30\ubc18 <\/strong>\uc194\ub8e8\uc158: <\/strong>\ubcd1\ubaa9(Bottleneck) <\/strong>\ud574\uc18c\uc640 <\/strong>\ucd5c\uc801\uc758 <\/strong>\uc0dd\uc0b0\uc131 <\/strong>\uc2e4\ud604<\/strong><\/h2>\n

     <\/p>\n

    \uc800\ud76c\uc758 AI \uc194\ub8e8\uc158\uc740 \ub2e8\uc21c\ud55c \u2018\uc608\uc9c0 \ubcf4\uc804(Predictive Maintenance)\u2019\uc744 \ub118\uc5b4, \uc804\uccb4 \uc0dd\uc0b0 \uacfc\uc815\uc5d0\uc11c\uc758 \ubcd1\ubaa9 \uc6d0\uc778\uc744 \ubd84\uc11d\ud558\uace0 \uc0ac\uc804 \ub300\uc751\ud558\ub294 \u2018Bottleneck AI\u2019 \uc811\uadfc \ubc29\uc2dd\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n

    <\/h3>\n

    \uc8fc\uc694 <\/strong>\uae30\ub2a5:<\/strong><\/h3>\n

     <\/p>\n

      \n
    • \uc774\uc0c1 <\/strong>\uc18c\uc74c <\/strong>\uac10\uc9c0<\/strong>\n
        \n
      • AI\uac00 \uc124\ube44\uc758 \uc815\uc0c1 \uc791\ub3d9 \uc18c\uc74c\uc744 \ud559\uc2b5\ud558\uace0, \uc774\ud0c8\uc74c(\uc774\uc0c1\ud55c \ub9c8\ucc30\uc74c, \uae08\uc18d \ucda9\ub3cc\uc74c \ub4f1)\uc744 \uc2e4\uc2dc\uac04 \uac10\uc9c0\ud558\uc5ec \ubca0\uc5b4\ub9c1 \uc190\uc0c1, \ubaa8\ud130 \ubd88\uade0\ud615, \uacfc\ub3c4\ud55c \ub9c8\ucc30 \ub4f1 \ucd08\uae30 \uacb0\ud568\uc744 \uc870\uae30\uc5d0 \uc778\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n
      • \uc9c4\ub3d9 <\/strong>\ubd84\uc11d (Vibration Analysis)<\/strong>\n
          \n
        • \uc9c4\ub3d9\uc758 \uc8fc\ud30c\uc218 \ubc0f \uc9c4\ud3ed\uc744 \ubd84\uc11d\ud558\uc5ec \ud68c\uc804\uccb4 \ubd88\ub7c9, \uae30\uc5b4 \ub9c8\ubaa8, \uc0e4\ud504\ud2b8 \uc815\ub82c \uc774\uc0c1 \ub4f1\uc744 \uc9c4\ub2e8\ud569\ub2c8\ub2e4. \uae30\uacc4\uc801 \uace0\uc7a5\uc744 \uc0ac\uc804\uc5d0 \uc608\ubc29\ud558\ub294 \ud575\uc2ec \uae30\uc220\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n
        • \uc628\ub3c4 <\/strong>\uc774\uc0c1 <\/strong>\ubaa8\ub2c8\ud130\ub9c1<\/strong>\n
            \n
          • \uc13c\uc11c\ub97c \ud1b5\ud574 \uc2e4\uc2dc\uac04 \uc628\ub3c4 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0, \uacfc\uc5f4(\ubaa8\ud130 \uacfc\ubd80\ud558, \ub0c9\uac01 \uc2dc\uc2a4\ud15c \uc774\uc0c1 \ub4f1)\uc744 \uc870\uae30\uc5d0 \uac10\uc9c0\ud558\uc5ec \uc0ac\uace0\ub97c \ubc29\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n
          • \uc6b4\uc804 <\/strong>\uc0ac\uc774\ud074 <\/strong>\ubc0f <\/strong>\uac00\ub3d9 <\/strong>\uc2dc\uac04 <\/strong>\ubd84\uc11d<\/strong>\n
              \n
            • \uc124\ube44\uc758 \ub204\uc801 \uc6b4\uc804 \uc2dc\uac04, \uc0ac\uc774\ud074 \ud69f\uc218, Uptime\/Downtime \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uc801\uc808\ud55c \ubcf4\uc804 \uc2dc\uae30\ub97c \uc608\uce21\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n
            • PLC\/SCADA <\/strong>\uc5f0\ub3d9 <\/strong>\ubd84\uc11d<\/strong>\n
                \n
              • \uacf5\uc7a5 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c(PLC\/SCADA)\uacfc \uc5f0\uacc4\ud558\uc5ec \uc555\ub825, \uc18d\ub3c4, \uc720\ub7c9 \ub4f1 \uacf5\uc815 \ub370\uc774\ud130\ub97c \ud1b5\ud569 \ubd84\uc11d\ud568\uc73c\ub85c\uc368 \uc124\ube44 \uc0c1\ud0dc\ub97c \uc815\ubc00\ud558\uac8c \ud30c\uc545\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n
              • \uc601\uc0c1 <\/strong>\ubd84\uc11d <\/strong>\uae30\ub2a5 (<\/strong>\uc120\ud0dd\uc801 <\/strong>\uc801\uc6a9)<\/strong>\n
                  \n
                • \uce74\uba54\ub77c \uc601\uc0c1 \uae30\ubc18\uc73c\ub85c \uade0\uc5f4, \ub204\uc218, \ubcc0\ud615 \ub4f1 \uc2dc\uac01\uc801 \uacb0\ud568\uc744 \uc2e4\uc2dc\uac04 \ud0d0\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n

                   <\/p>\n

                  \ud575\uc2ec <\/strong>\uae30\uc220\uacfc <\/strong>\ucc28\ubcc4\ud654\ub41c <\/strong>\uac15\uc810<\/strong><\/h3>\n

                   <\/p>\n

                    \n
                  • \uc608\uce21 <\/strong>\ubd84\uc11d(Predictive Analytics)<\/strong>\n
                      \n
                    • \ud68c\uadc0 \ubd84\uc11d, \uacb0\uc815 \ud2b8\ub9ac(Decision Tree), \uc2e0\uacbd\ub9dd(Neural Network) \ub4f1 \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18\uc73c\ub85c \uc124\ube44 \uc774\uc0c1\uc744 \uc815\uad50\ud558\uac8c \uc608\uce21\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n
                    • \uc2dc\uacc4\uc5f4 AI <\/strong>\ubaa8\ub378(Time-Series ML)<\/strong>\n
                        \n
                      • ARIMA, LSTM \ub4f1 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \ucc98\ub9ac \ubaa8\ub378\ub85c \ud2b8\ub80c\ub4dc, \uc8fc\uae30\uc131, \uc774\uc0c1 \uc9d5\ud6c4\ub97c \uc2dd\ubcc4\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n
                      • IoT <\/strong>\uae30\ubc18 <\/strong>\uc2e4\uc2dc\uac04 <\/strong>\uc218\uc9d1 <\/strong>\uccb4\uacc4<\/strong>\n
                          \n
                        • \uc2a4\ub9c8\ud2b8 \uc13c\uc11c \ubc0f IoT \uae30\uc220\uc744 \ud65c\uc6a9\ud574 \uacf5\uc7a5 \ub0b4 \ubaa8\ub4e0 \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \uc218\uc9d1\ubd84\uc11d\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n
                        • \ub300\uaddc\ubaa8 <\/strong>\ub370\uc774\ud130 <\/strong>\ucc98\ub9ac(Big Data Processing)<\/strong>\n
                            \n
                          • \uacf5\uc815 \uc804\ubc18\uc758 \ubc29\ub300\ud55c \ub370\uc774\ud130\ub97c \ube60\ub974\uac8c \ucc98\ub9ac\ud558\uc5ec \uc911\ub300\ud615 \uc81c\uc870 \ub77c\uc778\uc5d0\uc11c\ub3c4 \uc548\uc815\uc801\uc73c\ub85c \uc6b4\uc6a9 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n

                             <\/p>\n

                            \uc2e4\uc9c8\uc801 <\/strong>\ud6a8\uacfc\uc640 <\/strong>\uba85\ud655\ud55c ROI (<\/strong>\ud22c\uc790 <\/strong>\uc218\uc775\ub960)<\/strong><\/h2>\n

                             <\/p>\n

                            \uc800\ud76c AI \uc194\ub8e8\uc158\uc740 \uc544\ub798\uc640 \uac19\uc740 \uc2e4\uc9c8\uc801\uc778 \uc131\uacfc\ub97c \uc785\uc99d\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n

                              \n
                            • \uc608\uae30\uce58 <\/strong>\ubabb\ud55c <\/strong>\uc124\ube44 <\/strong>\uc815\uc9c0 <\/strong>\ud69f\uc218 <\/strong>\ucd5c\ub300 70% <\/strong>\uac10\uc18c<\/strong><\/li>\n
                            • \uc0dd\uc0b0 <\/strong>\ub77c\uc778\uc758 OEE <\/strong>\ucd5c\ub300 15% <\/strong>\ud5a5\uc0c1<\/strong><\/li>\n
                            • \ubcf4\uc804 <\/strong>\ube44\uc6a9 <\/strong>\uc808\uac10: <\/strong>\uc0ac\ud6c4 <\/strong>\ub300\uc751\uc5d0\uc11c <\/strong>\uc608\ubc29 <\/strong>\uc911\uc2ec\uc73c\ub85c <\/strong>\uc804\ud658<\/strong><\/li>\n
                            • \uc124\ube44 <\/strong>\uc218\uba85 <\/strong>\uc5f0\uc7a5 <\/strong>\ubc0f <\/strong>\uace0\uc7a5\ub960 <\/strong>\uac10\uc18c<\/strong><\/li>\n<\/ul>\n

                               <\/p>\n

                              \ubcf8 \uc194\ub8e8\uc158\uc740 \uc2e4\uc99d\uc801 ROI\ub97c \uae30\ubc18\uc73c\ub85c \uc124\ub4dd\ub825\uc774 \ub192\uc73c\uba70, \uace0\uac1d\uc740 **PoC(\uac1c\ub150 \uac80\uc99d)**\uc744 \ud1b5\ud574 \ube60\ub974\uac8c \ud6a8\uacfc\ub97c \uccb4\uac10\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

                              \uc800\ud76c\ub294 \uc81c\uc870 \uae30\uc5c5\uc758 \uc9c0\uc18d \uac00\ub2a5\ud55c \uc131\uc7a5\uc744 \uc704\ud55c \ub514\uc9c0\ud138 \uc804\ud658 \ud30c\ud2b8\ub108\ub85c\uc11c, \uc2e4\uc9c8\uc801 \uac00\uce58\ub97c \uc81c\uacf5\ud574 \ub4dc\ub9b4 \uac83\uc744 \uc57d\uc18d\ub4dc\ub9bd\ub2c8\ub2e4.<\/p>","protected":false},"featured_media":92197,"template":"","product":[65],"cs_tag":[10285],"class_list":["post-92057","products","type-products","status-publish","has-post-thumbnail","hentry","product-ai","cs_tag-ai-in-manufacturing"],"acf":[],"yoast_head":"\nAI \uae30\ubc18 \ud601\uc2e0 \uc194\ub8e8\uc158] \uc608\uae30\uce58 \ubabb\ud55c \uc124\ube44 \uc815\uc9c0 \uc0ac\uc804 \ubc29\uc9c0 \u2013 \uc9c0\uc18d \uac00\ub2a5\ud55c \uc131\uc7a5\uc758 \ud575\uc2ec<\/title>\n<meta name=\"description\" content=\"\uc81c\uc870\uc5c5\uc5d0\uc11c AI\ub294 \uc608\uae30\uce58 \ubabb\ud55c \ub2e4\uc6b4\ud0c0\uc784\uc744 \ubc29\uc9c0\ud558\uace0, \uc131\ub2a5\uc744 \ucd5c\uc801\ud654\ud558\uba70, \uc720\uc9c0\ube44\ub97c \uc808\uac10\ud558\uace0, \uc2a4\ub9c8\ud2b8 \uc13c\uc11c \ub370\uc774\ud130 \ubd84\uc11d\uc73c\ub85c OEE\ub97c \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/bap-software.net\/kr\/case-study\/ai-in-manufacturing\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI \uae30\ubc18 \ud601\uc2e0 \uc194\ub8e8\uc158] \uc608\uae30\uce58 \ubabb\ud55c \uc124\ube44 \uc815\uc9c0 \uc0ac\uc804 \ubc29\uc9c0 \u2013 \uc9c0\uc18d \uac00\ub2a5\ud55c \uc131\uc7a5\uc758 \ud575\uc2ec\" \/>\n<meta property=\"og:description\" content=\"\uc81c\uc870\uc5c5\uc5d0\uc11c AI\ub294 \uc608\uae30\uce58 \ubabb\ud55c \ub2e4\uc6b4\ud0c0\uc784\uc744 \ubc29\uc9c0\ud558\uace0, \uc131\ub2a5\uc744 \ucd5c\uc801\ud654\ud558\uba70, \uc720\uc9c0\ube44\ub97c \uc808\uac10\ud558\uace0, \uc2a4\ub9c8\ud2b8 \uc13c\uc11c \ub370\uc774\ud130 \ubd84\uc11d\uc73c\ub85c OEE\ub97c \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/bap-software.net\/kr\/case-study\/ai-in-manufacturing\/\" \/>\n<meta property=\"og:site_name\" content=\"(\u65e5\u672c\u8a9e) \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a-\u30aa\u30d5\u30b7\u30e7\u30a2\u30b5\u30fc\u30d3\u30b9\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/bap32\" \/>\n<meta property=\"article:modified_time\" content=\"2025-07-29T07:17:56+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cdn.bap-software.net\/2025\/07\/25173856\/AI-in-manufacturing.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"996\" \/>\n\t<meta property=\"og:image:height\" content=\"560\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" 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