{"id":147733,"date":"2025-02-19T21:20:25","date_gmt":"2025-02-19T21:20:25","guid":{"rendered":"https:\/\/pscad.co.kr\/?p=147733"},"modified":"2025-02-19T22:21:41","modified_gmt":"2025-02-19T22:21:41","slug":"pscad%ec%97%90%ec%84%9c-ai-deep-learing%ec%97%90-%ed%95%84%ec%9a%94%ed%95%9c-%eb%b9%84-%ec%a0%95%ed%98%95-%ea%b3%a0%ec%9e%a5-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%88%98%ec%a7%91-%eb%85%b8%ed%95%98%ec%9a%b0","status":"publish","type":"post","link":"https:\/\/pscad.co.kr\/en\/pscad%ec%97%90%ec%84%9c-ai-deep-learing%ec%97%90-%ed%95%84%ec%9a%94%ed%95%9c-%eb%b9%84-%ec%a0%95%ed%98%95-%ea%b3%a0%ec%9e%a5-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%88%98%ec%a7%91-%eb%85%b8%ed%95%98%ec%9a%b0\/","title":{"rendered":"Collecting Unstructured Fault Data in PSCAD for AI and Deep Learning"},"content":{"rendered":"

PSCAD\uc5d0\uc11c \ub525\ub7ec\ub2dd\uc5d0 \ud544\uc694\ud55c 0\uacfc 1\uc758 \ub514\uc9c0\ud138 \uac12, \uc804\uc555\uacfc \uc804\ub958\uc758 \uc21c\uc2dc\uac12, \ubc0f rms\uac12, \uc804\uc555\uacfc \uc804\ub958\ub97c \uc774\uc6a9\ud55c 2\ucc28 \uac00\uacf5\ub370\uc774\ud130(\uc720\ud6a8\uc804\ub825, \ubb34\ud6a8\uc804\ub825, \uc5ed\uc728, \uc784\ud53c\ub358\uc2a4 \ub4f1), \ube44\uc815\ud615 \uace0\uc7a5 \ub370\uc774\ud130\ub97c \ub2e4\uc591\ud55c \uc804\ub825 \uc2dc\uc2a4\ud15c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0<\/p>\n

\uc774\ub97c AI \uae30\ubc18 \ubcf4\ud638\uacc4\uc804\uae30 \ubc0f \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c\uc5d0 \ud65c\uc6a9\ud558\ub294 \ubc29\ubc95\uc744 \uc815\ub9ac\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. PSCAD \ub370\uc774\ud130 \uc218\uc9d1<\/mark> \ub178\ud558\uc6b0<\/strong><\/h2>\n

PSCAD\uc5d0\uc11c\ub294 \ub514\uc9c0\ud138 \uc2e0\ud638(0\uacfc 1), \uc21c\uc2dc\uac12, RMS\uac12, \uc720\ud6a8\uc804\ub825 \ubc0f \ubb34\ud6a8\uc804\ub825, \uc784\ud53c\ub358\uc2a4, \uace0\uc870\ud30c \ub4f1\uc758 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130 \uc218\uc9d1 \uc2dc \uc720\uc758\ud574\uc57c \ud560 \uba87 \uac00\uc9c0 \ud575\uc2ec \ud3ec\uc778\ud2b8\ub97c \uc124\uba85\ub4dc\ub9ac\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

(1) \uace0\ud574\uc0c1\ub3c4 \uc0d8\ud50c\ub9c1 \uc720\uc9c0 : <\/strong>\ubcf4\ud638 \uacc4\uc804\uae30 \ubc0f AI \ubd84\uc11d\uc744 \uc704\ud574\uc11c\ub294 “\uace0\uc18d \uc0d8\ud50c\ub9c1(\uc608: 10kHz \uc774\uc0c1)”\uc774 \ud544\uc694, <\/span>\ub108\ubb34 \ub0ae\uc740 \uc0d8\ud50c\ub9c1 \uc18d\ub3c4\uc5d0\uc11c\ub294 \uacfc\ub3c4 \ud604\uc0c1\uc774 \ucda9\ubd84\ud788 \ubc18\uc601\ub418\uc9c0 \uc54a\uc544 \ubcf4\ud638 \uc54c\uace0\ub9ac\uc998 \uc131\ub2a5\uc774 \uc800\ud558\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/h3>\n

(2) \uc544\ub0a0\ub85c\uadf8 \ubc0f \ub514\uc9c0\ud138 \uc2e0\ud638 \ubd84\ub9ac : <\/strong>\ub514\uc9c0\ud138 \uc2e0\ud638(0,1)\ub294 \ud2b8\ub9ac\uac70 \uc774\ubca4\ud2b8(\ucc28\ub2e8\uae30 \uac1c\ud3d0, \ubcf4\ud638 \uacc4\uc804\uae30 \uc791\ub3d9 \ub4f1)\ub97c \uae30\ub85d, <\/span>\uc544\ub0a0\ub85c\uadf8 \uc2e0\ud638(\uc804\uc555, \uc804\ub958, \uc720\ud6a8\uc804\ub825, \ubb34\ud6a8\uc804\ub825 \ub4f1)\ub294 \uc2e4\uc2dc\uac04 \ubd84\uc11d \ubc0f \uc608\uce21 \ubaa8\ub378\uc5d0\uc11c \ud65c\uc6a9\ub429\ub2c8\ub2e4.<\/span><\/h3>\n

(3) \ub178\uc774\uc988 \uc81c\uac70 \ubc0f \ud544\ud130\ub9c1 : <\/strong>\uce21\uc815\uac12\uc774 \ub178\uc774\uc988\uc5d0 \ubbfc\uac10\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c <\/span>Moving Average, Butterworth \ud544\ud130 \ub4f1<\/strong>\uc744 \uc801\uc6a9, <\/span>FFT(\uace0\uc18d \ud478\ub9ac\uc5d0 \ubcc0\ud658)\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubd88\ud544\uc694\ud55c \uace0\uc870\ud30c \uc131\ubd84\uc744 \uc81c\uac70\ud558\ub294 \uac83\ub3c4 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4.<\/span><\/h3>\n

(4) \ub3d9\uae30\ud654 \ubc0f \ud0c0\uc784\uc2a4\ud0ec\ud551 : <\/strong>\ubaa8\ub4e0 \ub370\uc774\ud130\ub294 “\uc2dc\uac04 \ub3d9\uae30\ud654(GPS \ub3d9\uae30\ud654 \ud3ec\ud568)”\ub294 \uacc4\ud1b5 \uc0ac\uace0 \ubd84\uc11d \ubc0f AI \ubaa8\ub378 \ud559\uc2b5 \uc2dc \uc911\uc694\ud568, <\/span>\uc2e4\uc2dc\uac04 \ub370\uc774\ud130(\uc21c\uc2dc\uac12)\uc640 \ud1b5\ud569 \ub370\uc774\ud130(RMS, \uc720\ud6a8\uc804\ub825 \ub4f1)\ub97c \ub3d9\uc77c\ud55c \ud0c0\uc784\uc2a4\ud0ec\ud504\ub85c \uc800\uc7a5\ud574\uc57c \ud569\ub2c8\ub2e4.<\/span><\/h3>\n

(5) COMTRADE \ubc0f CSV \ud65c\uc6a9 : <\/strong>\ubcf4\ud638 \uacc4\uc804\uae30\uc5d0\uc11c COMTRADE(.cfg, .dat) \ud615\uc2dd\uc73c\ub85c \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\uba74 \uc2e4\uc2dc\uac04 \uacc4\uc804\uae30 \uc791\ub3d9 \ubd84\uc11d\uc774 \uac00\ub2a5, <\/span>CSV \ub610\ub294 MATLAB <\/span>.mat<\/code> \ud615\uc2dd\uc740 AI \ubaa8\ub378 \ud559\uc2b5\uc744 \uc704\ud574 Python\uacfc \uc5f0\ub3d9\ud558\uae30 \uc27d\uc2b5\ub2c8\ub2e4.<\/span><\/h3>\n

2. AI \uae30\ubc18 \ubcf4\ud638 \uacc4\uc804\uae30\uc5d0 \ud544\uc694\ud55c \ub370\uc774\ud130<\/strong><\/h2>\n

AI\ub97c \ubcf4\ud638 \uacc4\uc804\uae30\uc5d0 \uc801\uc6a9\ud560 \ub54c\ub294 \uc8fc\uc694 \ubcf4\ud638 \ub3d9\uc791(\uacfc\uc804\ub958, \uac70\ub9ac\uacc4\uc804, \uace0\uc870\ud30c \ubcf4\ud638 \ub4f1)\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\ub3c4\ub85d \uad00\ub828 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n

(1) \uae30\ubcf8 \uacc4\uc804\uae30 \ubcf4\ud638\ub97c \uc704\ud55c \ub370\uc774\ud130<\/strong><\/h3>\n\n\n\n\n\n\n\n\n\n
\ubcf4\ud638 \uae30\ub2a5<\/th>\n\ud544\uc694\ud55c \ub370\uc774\ud130<\/th>\n<\/tr>\n<\/thead>\n
\uacfc\uc804\ub958 \ubcf4\ud638<\/td>\n\uc804\ub958 \uc21c\uc2dc\uac12, \uc804\ub958 RMS\uac12, \uacc4\uc804\uae30 \ud2b8\ub9ac\uac70 \uc2e0\ud638<\/td>\n<\/tr>\n
\uac70\ub9ac \ubcf4\ud638<\/td>\n\uc804\uc555 RMS, \uc804\ub958 RMS, \uacc4\ud1b5 \uc784\ud53c\ub358\uc2a4, \uc704\uc0c1\uac01<\/td>\n<\/tr>\n
\ucc28\ub2e8\uae30 \ubcf4\ud638<\/td>\n\ucc28\ub2e8\uae30 \uac1c\ud3d0 \uc0c1\ud0dc(\ub514\uc9c0\ud138 \uc2e0\ud638), \uac1c\ud3d0 \uc2dc\uac04, \uc804\uc555\/\uc804\ub958<\/td>\n<\/tr>\n
\uace0\uc870\ud30c \ubcf4\ud638<\/td>\n3~50\ucc28 \uace0\uc870\ud30c \uc131\ubd84, THD(Total Harmonic Distortion)<\/td>\n<\/tr>\n
\uc5ed\uc0c1 \ubcf4\ud638<\/td>\n3\uc0c1 \uc804\ub958 \ubd88\ud3c9\ud615, \uc5ed\uc0c1 \uc804\ub958 RMS<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    \n
  • \uacfc\uc804\ub958 \ubcf4\ud638<\/strong>: \uc77c\uc815 \uc2dc\uac04 \uc774\uc0c1 \uc124\uc815\ub41c \uc804\ub958 \uac12\uc744 \ucd08\uacfc\ud558\uba74 \ub3d9\uc791.<\/li>\n
  • \uac70\ub9ac \ubcf4\ud638<\/strong>: \uc784\ud53c\ub358\uc2a4\uac00 \uc784\uacc4\uac12 \uc774\ud558\ub85c \ub5a8\uc5b4\uc9c0\uba74 \ubcf4\ud638 \ub3d9\uc791.<\/li>\n
  • \uace0\uc870\ud30c \ubcf4\ud638<\/strong>: \ud2b9\uc815 \uace0\uc870\ud30c \uc131\ubd84\uc774 \uc99d\uac00\ud558\uba74 \ud2b8\ub9bd \ubc1c\uc0dd.<\/li>\n<\/ul>\n

    (2) AI \uc801\uc6a9 \uc2dc \ucd94\uac00\uc801\uc778 \ub370\uc774\ud130<\/strong><\/h3>\n

    AI \uae30\ubc18 \ubcf4\ud638 \uacc4\uc804\uae30\ub97c \uac1c\ubc1c\ud560 \ub54c\ub294 \uae30\uc874 \ubcf4\ud638 \uacc4\uc804\uae30\uc640 \ub2e4\ub978 \ucd94\ub860 \ubc0f \uc608\uce21 \uae30\ub2a5<\/strong>\uc744 \uac15\ud654\ud558\uae30 \uc704\ud574 \ub2e4\uc74c \ub370\uc774\ud130\ub97c \ucd94\uac00\ub85c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n\n\n\n\n\n
    \ucd94\uac00 \ub370\uc774\ud130<\/th>\n\uc124\uba85<\/th>\n<\/tr>\n<\/thead>\n
    \uace0\uc7a5 \uc774\ub825 \ub370\uc774\ud130<\/td>\n\uacfc\uac70 \uace0\uc7a5 \ubc1c\uc0dd \uc2dc\uc758 \uc804\uc555\/\uc804\ub958\/\uc784\ud53c\ub358\uc2a4 \ub370\uc774\ud130<\/td>\n<\/tr>\n
    \uae30\uc628 \ubc0f \ud658\uacbd \ub370\uc774\ud130<\/td>\n\ub0a0\uc528 \ubcc0\ud654\uac00 \uacc4\ud1b5\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5 \ubd84\uc11d<\/td>\n<\/tr>\n
    \ubd80\ud558 \ud328\ud134 \ub370\uc774\ud130<\/td>\n\ud53c\ud06c \ubd80\ud558, \ube44\uc815\uc0c1 \ubd80\ud558 \ubcc0\ud654 \ud0d0\uc9c0<\/td>\n<\/tr>\n
    \uc8fc\ud30c\uc218 \ub370\uc774\ud130<\/td>\n\uc804\ub825 \ud488\uc9c8 \ubb38\uc81c(\uc8fc\ud30c\uc218 \ubcc0\ub3d9 \uac10\uc2dc)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    \n

    3. \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c\uc5d0\uc11c AI \uc801\uc6a9 \uc2dc \ud544\uc694\ud55c \ub370\uc774\ud130<\/strong><\/h2>\n

    \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub294 \uc2e4\uc2dc\uac04\uc73c\ub85c \uacc4\ud1b5 \uc0c1\ud0dc\ub97c \uac10\uc2dc\ud558\uace0, \uc774\uc0c1 \uc0c1\ud0dc\ub97c \uc870\uae30\uc5d0 \ud0d0\uc9c0\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \ub2e4\uc74c\uacfc \uac19\uc740 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n

    (1) \uc2e4\uc2dc\uac04 \ubaa8\ub2c8\ud130\ub9c1\uc744 \uc704\ud55c \ud575\uc2ec \ub370\uc774\ud130<\/strong><\/h3>\n\n\n\n\n\n\n\n\n
    \ubaa8\ub2c8\ud130\ub9c1 \ud56d\ubaa9<\/th>\n\ud544\uc694\ud55c \ub370\uc774\ud130<\/th>\n<\/tr>\n<\/thead>\n
    \uc804\ub825 \ud488\uc9c8 \ubd84\uc11d<\/td>\n\uc804\uc555, \uc804\ub958, \uc8fc\ud30c\uc218, \uace0\uc870\ud30c<\/td>\n<\/tr>\n
    \ubd80\ud558 \uc608\uce21<\/td>\n\uc720\ud6a8\uc804\ub825, \ubb34\ud6a8\uc804\ub825, \ud53c\ud06c \ubd80\ud558<\/td>\n<\/tr>\n
    \uace0\uc7a5 \ud0d0\uc9c0<\/td>\n\uc804\uc555 Dip\/Swell, \uc804\ub958 \uc2a4\ud30c\uc774\ud06c<\/td>\n<\/tr>\n
    \uc124\ube44 \uc0c1\ud0dc \ubd84\uc11d<\/td>\n\ubcc0\uc555\uae30 \uc628\ub3c4, \uc808\uc5f0 \uc800\ud56d, \uc720\uc911\uac00\uc2a4 \ubd84\uc11d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
      \n
    • \uc804\ub825 \ud488\uc9c8 \ubaa8\ub2c8\ud130\ub9c1<\/strong>: \uace0\uc870\ud30c, \uc8fc\ud30c\uc218 \ubcc0\ub3d9\uc744 \ubd84\uc11d\ud558\uc5ec \uc804\ub825 \ud488\uc9c8 \uc800\ud558\ub97c \uac10\uc9c0.<\/li>\n
    • \ubd80\ud558 \uc608\uce21 \ubc0f \uc774\uc0c1 \uac10\uc9c0<\/strong>: AI \uae30\ubc18 \uc218\uc694 \uc608\uce21\uc744 \ud1b5\ud574 \uacfc\ubd80\ud558 \uc608\ubc29.<\/li>\n
    • \uace0\uc7a5 \ud0d0\uc9c0<\/strong>: PSCAD\uc5d0\uc11c \uace0\uc7a5 \ubc1c\uc0dd \uc2dc\uc758 \ub370\uc774\ud130\ub97c \ud559\uc2b5\ud558\uc5ec AI \ubaa8\ub378\uc774 \uc2e4\uc2dc\uac04 \uace0\uc7a5 \ud0d0\uc9c0\ub97c \uc218\ud589\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4.<\/li>\n<\/ul>\n

      (2) AI \uae30\ubc18 \uc774\uc0c1 \ud0d0\uc9c0 \ubc0f \uc608\uce21\uc5d0 \ud544\uc694\ud55c \ub370\uc774\ud130<\/strong><\/h3>\n

      AI\ub97c \ud65c\uc6a9\ud558\uc5ec \uacc4\ud1b5 \uc774\uc0c1 \uc0c1\ud0dc\ub97c \uc870\uae30\uc5d0 \uac10\uc9c0\ud558\ub824\uba74, \ud604\uc2e4\uc5d0\uc11c\ub294 \uc2dc\uac04 \uc81c\uc5b4\uac00 \ubd88\uac00\ub2a5\ud558\uae30 \ub54c\ubb38\uc5d0 PSCAD \ubaa8\ub378\ub9c1\uc744 \ud1b5\ud574 100\ub144\uc744 1\ubd84\uc774\ub0b4\ub85c \uc2dc\uac04\uc744 \ucd95\uc18c<\/mark>\u00a0\ubaa8\ub378\ub9c1\ud558\uc5ec \ub2e4\uc74c\uacfc \uac19\uc740 \ub370\uc774\ud130\ub97c \ucd94\uac00\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n\n\n\n\n\n
      \ub370\uc774\ud130 \uc885\ub958<\/th>\n\ud65c\uc6a9 \ubaa9\uc801<\/th>\n<\/tr>\n<\/thead>\n
      \uc7a5\uae30 \ub370\uc774\ud130 (\uc218\ub144\uce58)<\/td>\n\ubcc0\uc555\uae30, \ubaa8\ud130 \ub4f1 \uc8fc\uc694 \uc124\ube44\uc758 \uc218\uba85 \uc608\uce21<\/td>\n<\/tr>\n
      \uc8fc\uae30\uc801 \ud328\ud134 \ub370\uc774\ud130<\/td>\n\uc815\uae30\uc801\uc778 \ubd80\ud558 \ubcc0\ud654 \ubc0f \uacc4\ud1b5 \uc774\ubca4\ud2b8 \ubd84\uc11d<\/td>\n<\/tr>\n
      \uc21c\uac04\uc801 \uc774\uc0c1 \uc2e0\ud638<\/td>\n\ubcf4\ud638 \uacc4\uc804\uae30 \ub3d9\uc791 \uc804\uc758 \uc774\uc0c1 \uc2e0\ud638 \uac10\uc9c0<\/td>\n<\/tr>\n
      \uae30\uc628, \uc2b5\ub3c4, \ud658\uacbd \ubcc0\uc218<\/td>\n\uc678\ubd80 \uc694\uc778\uc774 \uc804\ub825 \ud488\uc9c8\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5 \ubd84\uc11d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      (3) AI \uae30\ubc18 \uc774\uc0c1 \ud0d0\uc9c0 \ubaa8\ub378 \uc801\uc6a9 \uc608\uc2dc<\/strong><\/h3>\n

      \ub2e4\uc74c\uc740 AI\ub97c \ud65c\uc6a9\ud558\uc5ec \uc774\uc0c1 \uc0c1\ud0dc\ub97c \ud0d0\uc9c0\ud558\ub294 \ubc29\ubc95\uc758 \uc608\uc2dc\uc785\ub2c8\ub2e4.<\/p>\n

        \n
      1. \n

        \ubcc0\uc555\uae30 \uc774\uc0c1 \uc608\uce21<\/strong>: \uc785\ub825 \ub370\uc774\ud130(\ubcc0\uc555\uae30 \uc628\ub3c4, \ubd80\ud558, \uc804\uc555 \ubd88\ud3c9\ud615, \uc720\uc911\uac00\uc2a4 \ubd84\uc11d), AI \ubaa8\ub378(\uc2dc\uacc4\uc5f4 \uc608\uce21->LSTM, GRU), \uacb0\uacfc(\uc774\uc0c1 \uc9d5\ud6c4 \uac10\uc9c0 \ubc0f \uc608\ubc29 \uc815\ube44 \ucd94\ucc9c)<\/p>\n<\/li>\n

      2. \n

        \uace0\uc870\ud30c \ubd84\uc11d \ubc0f \uc774\uc0c1 \uac10\uc9c0<\/strong>: \uc785\ub825 \ub370\uc774\ud130( \uace0\uc870\ud30c \uc131\ubd84 (3~50\ucc28), THD \ub4f1), AI \ubaa8\ub378( \uc774\uc0c1 \ud0d0\uc9c0->Autoencoder, Isolation Forest), \uacb0\uacfc(\uc815\uc0c1\/\ube44\uc815\uc0c1 \ud328\ud134 \uad6c\ubd84\ud558\uc5ec \ubcf4\ud638 \uacc4\uc804\uae30 \uc870\uae30 \ub3d9\uc791 \uac00\ub2a5)<\/p>\n<\/li>\n

      3. \n

        \uc9c0\uc911 \uc804\ub825 \ucf00\uc774\ube14 \uace0\uc7a5 \uc608\uce21<\/strong>: \uc785\ub825 \ub370\uc774\ud130(\uc808\uc5f0 \uc800\ud56d, \ubd80\ubd84\ubc29\uc804 \ub370\uc774\ud130, \uc628\ub3c4 \ubcc0\ud654), AI \ubaa8\ub378(\uba38\uc2e0\ub7ec\ub2dd -> Random Forest, XGBoost), \uacb0\uacfc( \ucf00\uc774\ube14 \uc5f4\ud654 \uc608\uce21 \ubc0f \uc720\uc9c0\ubcf4\uc218 \uc2dc\uc810 \uacb0\uc815)<\/p>\n<\/li>\n<\/ol>\n

        \n

        Putting PSCAD to Work<\/strong><\/h2>\n
          \n
        1. \n

          PSCAD \ub370\uc774\ud130 \uc218\uc9d1 \ub178\ud558\uc6b0 : <\/strong>\uace0\uc18d \uc0d8\ud50c\ub9c1 \uc720\uc9c0, \ub178\uc774\uc988 \uc81c\uac70, \ub370\uc774\ud130 \ub3d9\uae30\ud654 \ud544\uc218. COMTRADE \ubc0f CSV \ud30c\uc77c \ud65c\uc6a9.<\/p>\n<\/li>\n

        2. \n

          \ubcf4\ud638 \uacc4\uc804\uae30 AI \uc801\uc6a9 \uc2dc \ud544\uc694\ud55c \ub370\uc774\ud130 : <\/strong>\uae30\ubcf8 \uacc4\uc804 \ubcf4\ud638 \ub370\uc774\ud130(\uc804\ub958, \uc804\uc555, \uc784\ud53c\ub358\uc2a4 \ub4f1) + AI \ud559\uc2b5\uc744 \uc704\ud55c \ubd80\uac00 \ub370\uc774\ud130(\ud658\uacbd \ubcc0\uc218, \ubd80\ud558 \ud328\ud134 \ub4f1) \ud544\uc694.<\/p>\n<\/li>\n

        3. \n

          \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c AI \uc801\uc6a9 \uc2dc \ud544\uc694\ud55c \ub370\uc774\ud130 : <\/strong>\uc804\uc555, \uc804\ub958, \uc8fc\ud30c\uc218, \ubd80\ud558 \ud328\ud134, \ubcc0\uc555\uae30 \uc628\ub3c4, \uc808\uc5f0 \uc800\ud56d \ub4f1 \uc774\uc0c1 \uc0c1\ud0dc \uac10\uc9c0\ub97c \uc704\ud55c \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc218\uc9d1 \ud544\uc694.<\/p>\n<\/li>\n

        4. \n

          AI \ud65c\uc6a9 \ubc29\uc548 : <\/strong>\ubcc0\uc555\uae30 \uc0c1\ud0dc \uc608\uce21, \uace0\uc870\ud30c \ubd84\uc11d, \uc9c0\uc911 \uc804\ub825 \ucf00\uc774\ube14 \uace0\uc7a5 \uc608\uce21 \ub4f1 \ub2e4\uc591\ud55c \uc601\uc5ed\uc5d0 AI\ub97c \uc801\uc6a9 \uac00\ub2a5.<\/p>\n<\/li>\n<\/ol>","protected":false},"excerpt":{"rendered":"

          PSCAD\uc5d0\uc11c \ub525\ub7ec\ub2dd\uc5d0 \ud544\uc694\ud55c 0\uacfc 1\uc758 \ub514\uc9c0\ud138 \uac12, \uc804\uc555\uacfc \uc804\ub958\uc758 \uc21c\uc2dc\uac12, \ubc0f rms\uac12, \uc804\uc555\uacfc \uc804\ub958\ub97c \uc774\uc6a9\ud55c 2\ucc28 \uac00\uacf5\ub370\uc774\ud130(\uc720\ud6a8\uc804\ub825, \ubb34\ud6a8\uc804\ub825, \uc5ed\uc728, \uc784\ud53c\ub358\uc2a4 […]<\/p>\n","protected":false},"author":1,"featured_media":147734,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"footnotes":""},"categories":[91],"tags":[],"class_list":["post-147733","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-pscad"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/pscad.co.kr\/en\/wp-json\/wp\/v2\/posts\/147733","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pscad.co.kr\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/pscad.co.kr\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/pscad.co.kr\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/pscad.co.kr\/en\/wp-json\/wp\/v2\/comments?post=147733"}],"version-history":[{"count":4,"href":"https:\/\/pscad.co.kr\/en\/wp-json\/wp\/v2\/posts\/147733\/revisions"}],"predecessor-version":[{"id":147740,"href":"https:\/\/pscad.co.kr\/en\/wp-json\/wp\/v2\/posts\/147733\/revisions\/147740"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/pscad.co.kr\/en\/wp-json\/wp\/v2\/media\/147734"}],"wp:attachment":[{"href":"https:\/\/pscad.co.kr\/en\/wp-json\/wp\/v2\/media?parent=147733"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/pscad.co.kr\/en\/wp-json\/wp\/v2\/categories?post=147733"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/pscad.co.kr\/en\/wp-json\/wp\/v2\/tags?post=147733"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}