{"id":3224,"date":"2019-10-19T21:49:51","date_gmt":"2019-10-19T12:49:51","guid":{"rendered":"https:\/\/now0930.pe.kr\/wordpress\/?p=3224"},"modified":"2019-10-27T14:07:50","modified_gmt":"2019-10-27T05:07:50","slug":"keras%eb%a1%9c-%ed%82%a4%ec%9b%8c%eb%93%9c-%eb%b6%84%ec%84%9d51-5","status":"publish","type":"post","link":"https:\/\/now0930.pe.kr\/wordpress\/keras%eb%a1%9c-%ed%82%a4%ec%9b%8c%eb%93%9c-%eb%b6%84%ec%84%9d51-5\/","title":{"rendered":"keras\ub85c \ud0a4\uc6cc\ub4dc \ubd84\uc11d((5+1)\/5)"},"content":{"rendered":"\n<p>\uc815\ub9d0 \uac04\ub2e8\ud55c LSTM\uc73c\ub85c \uc815\ud655\ub3c4 80%\ub300\uae4c\uc9c0 \uc62c\ub838\ub2e4. 23,000\uac1c \ub370\uc774\ud130\ub97c 7,000\ubc88 \ud559\uc2b5\uc2dc\uacbc\ub2e4. \uc815\ud655\ud558\uac8c \ud558\ub824\uba74 \ubaa8\ub4e0 \uce74\ud14c\uace0\ub9ac \ub370\uc774\ud130\ub97c \ub3d9\uc77c\ud558\uac8c \ub9de\ucd94\uace0, \ub0b4\ubd80 \ud0dc\uadf8\ub97c \uc815\ud655\ud558\uac8c \uc815\ub9ac\ud574\uc57c \ud558\ub294\ub370 \uc2dc\uac04\uc5c6\uc5b4 \ud558\uc9c0 \ubabb\ud588\ub2e4.<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"314\" data-enlighter-title=\"\" data-enlighter-group=\"\">[21:33:28]>cat process | head -100\n\ub85c\ub4dc\ud55c \ubaa8\ub378 vocab \ucd5c\ub300\uac12\uc740 2611\n\ub85c\ub4dc\ud55c \ubaa8\ub378 vectror \ud06c\uae30\ub294 5\n\uc778\ud2f0\uc800 \uac12\uc740 ['AUX' 'DATA' 'EMER' 'END_A' 'END_B' 'ERROR' 'PROX_INTLK' 'SOL_A' 'SOL_B']\n\ucd9c\ub825 \ud06c\uae30\ub294 9\nModel: \"sequential_1\"\n_________________________________________________________________\nLayer (type)                 Output Shape              Param #   \n=================================================================\nembedding_1 (Embedding)      (None, 10, 5)             13055     \n_________________________________________________________________\nlstm_1 (LSTM)                (None, 32)                4864      \n_________________________________________________________________\ndropout_1 (Dropout)          (None, 32)                0         \n_________________________________________________________________\ndense_1 (Dense)              (None, 16)                528       \n_________________________________________________________________\ndropout_2 (Dropout)          (None, 16)                0         \n_________________________________________________________________\ndense_2 (Dense)              (None, 9)                 153       \n=================================================================\nTotal params: 18,600\nTrainable params: 5,545\nNon-trainable params: 13,055\n_________________________________________________________________\nTrain on 18757 samples, validate on 4690 samples\nEpoch 1\/1000\n - 5s - loss: 2.1842 - acc: 0.0887 - val_loss: 2.1683 - val_acc: 0.0908\nEpoch 00001: acc improved from -inf to 0.08866, saving model to .\/saved_network_weightv2.h5\nEpoch 2\/1000\n - 4s - loss: 2.1073 - acc: 0.1674 - val_loss: 2.1181 - val_acc: 0.2066\nEpoch 00002: acc improved from 0.08866 to 0.16735, saving model to .\/saved_network_weightv2.h5\nEpoch 3\/1000\n - 4s - loss: 2.0133 - acc: 0.2660 - val_loss: 2.0448 - val_acc: 0.2652\nEpoch 02019: acc improved from 0.88084 to 0.88122, saving model to .\/saved_network_weightv2.h5\nEpoch 02129: acc improved from 0.88122 to 0.88218, saving model to .\/saved_network_weightv2.h5\nEpoch 02190: acc improved from 0.88218 to 0.88292, saving model to .\/saved_network_weightv2.h5\nEpoch 02542: acc improved from 0.88292 to 0.88394, saving model to .\/saved_network_weightv2.h5\nEpoch 02805: acc improved from 0.88394 to 0.88426, saving model to .\/saved_network_weightv2.h5\nEpoch 02928: acc improved from 0.88426 to 0.88474, saving model to .\/saved_network_weightv2.h5\nEpoch 03050: acc improved from 0.88474 to 0.88607, saving model to .\/saved_network_weightv2.h5\nEpoch 03836: acc improved from 0.88607 to 0.88650, saving model to .\/saved_network_weightv2.h5\nEpoch 03940: acc improved from 0.88650 to 0.88762, saving model to .\/saved_network_weightv2.h5\nEpoch 04337: acc improved from 0.88762 to 0.88810, saving model to .\/saved_network_weightv2.h5\n<\/pre>\n\n\n\n<p>\uc804\uc5d0 \ud14d\uc2a4\ud2b8 0\uc774 \uc778\ub371\uc2a4 \ubc88\ud638 47\ubc88\uc778\uac00 \uadf8\ub7ac\ub2e4. \uc544\ubb34\ub798\ub3c4 \uc774\uc0c1\ud558\uc5ec \ud655\uc774\ud574\ubcf4\ub2c8 zero padding\uc5d0\ub294 0\uc73c\ub85c \ub123\uc5c8\ub2e4. 0\uc744 \uc22b\uc790\ub85c \ucc98\ub9ac\ud560\uc9c0, zero padding \uac12\uc73c\ub85c \ucc98\ub9ac\ud560 \uc9c0 \uacb0\uc815\ud574\uc57c \ud55c\ub2e4. \uc77c\ub2e8 \uac80\uc99d\ud560 \uacbd\uc6b0\uc5d0\ub294 0\uc744 \uac15\uc81c\ub85c \uc785\ub825\ud588\ub2e4.<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">\uc785\ub825\ud55c \ub2e8\uc5b4\ub294 ['M', 'YD', '4', 'PIN', 'SHIFT', '1', '\uc804\uc9c4', '\ub2e8', 'ZERO!!', 'ZERO!!']\n\ub0b4 \uc608\uc0c1\uc740 \uc774\ubc88 \ud14d\uc2a4\ud2b8\uac00 0.87\ud655\uc728\ub85c [4]\uc784.\n\uc778\ud2f0\uc800 \uac12\uc740 ['AUX' 'DATA' 'EMER' 'END_A' 'END_B' 'ERROR' 'PROX_INTLK' 'SOL_A' 'SOL_B']\n\ucd9c\ub825 \ud06c\uae30\ub294 9\n1\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nM\n69\n[69]\n2\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nYD\n1\n[69, 1]\n3\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n4\n11\n[69, 1, 11]\n4\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n10\n21\n[69, 1, 11, 21]\n5\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nST\n0\n[69, 1, 11, 21, 0]\n6\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nPIN\n154\n[69, 1, 11, 21, 0, 154]\n7\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\ud6c4\uc9c4\n42\n[69, 1, 11, 21, 0, 154, 42]\n8\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\ub2e8\n13\n[69, 1, 11, 21, 0, 154, 42, 13]\n9\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nZERO!!\nzero index\ub294 0\n[69, 1, 11, 21, 0, 154, 42, 13, 0]\n10\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nzero index\ub294 0\n[69, 1, 11, 21, 0, 154, 42, 13, 0, 0]\n\uc785\ub825\ud55c \ub2e8\uc5b4\ub294 ['M', 'YD', '4', '10', 'ST', 'PIN', '\ud6c4\uc9c4', '\ub2e8', 'ZERO!!', 'ZERO!!']\n\ub0b4 \uc608\uc0c1\uc740 \uc774\ubc88 \ud14d\uc2a4\ud2b8\uac00 0.84\ud655\uc728\ub85c [4]\uc784.\n\uc778\ud2f0\uc800 \uac12\uc740 ['AUX' 'DATA' 'EMER' 'END_A' 'END_B' 'ERROR' 'PROX_INTLK' 'SOL_A' 'SOL_B']\n\ucd9c\ub825 \ud06c\uae30\ub294 9\n1\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nM\n69\n[69]\n2\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nOTR\n91\n[69, 91]\n3\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\ub799\n28\n[69, 91, 28]\n4\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n10\n21\n[69, 91, 28, 21]\n5\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\ubc88\ubc29\n121\n[69, 91, 28, 21, 121]\n6\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\ucc28\uc885\n6\n[69, 91, 28, 21, 121, 6]\n7\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n20\n51\n[69, 91, 28, 21, 121, 6, 51]\n8\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\uc774\uc0c1\n8\n[69, 91, 28, 21, 121, 6, 51, 8]\n9\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nZERO!!\nzero index\ub294 0\n[69, 91, 28, 21, 121, 6, 51, 8, 0]\n10\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nzero index\ub294 0\n[69, 91, 28, 21, 121, 6, 51, 8, 0, 0]\n\uc785\ub825\ud55c \ub2e8\uc5b4\ub294 ['M', 'OTR', '\ub799', '10', '\ubc88\ubc29', '\ucc28\uc885', '20', '\uc774\uc0c1', 'ZERO!!', 'ZERO!!']\n\ub0b4 \uc608\uc0c1\uc740 \uc774\ubc88 \ud14d\uc2a4\ud2b8\uac00 1.00\ud655\uc728\ub85c [5]\uc784.\n\uc778\ud2f0\uc800 \uac12\uc740 ['AUX' 'DATA' 'EMER' 'END_A' 'END_B' 'ERROR' 'PROX_INTLK' 'SOL_A' 'SOL_B']\n\ucd9c\ub825 \ud06c\uae30\ub294 9\n1\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nM\n69\n[69]\n2\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n70\n36\n[69, 36]\n3\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nST\n0\n[69, 36, 0]\n4\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\uc8fc\ubcc0\n292\n[69, 36, 0, 292]\n5\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\uc124\ube44\n322\n[69, 36, 0, 292, 322]\n6\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\ube44\uc0c1\n63\n[69, 36, 0, 292, 322, 63]\n7\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\uc815\uc9c0\n73\n[69, 36, 0, 292, 322, 63, 73]\n8\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nZERO!!\nzero index\ub294 0\n[69, 36, 0, 292, 322, 63, 73, 0]\n9\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nzero index\ub294 0\n[69, 36, 0, 292, 322, 63, 73, 0, 0]\n10\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nzero index\ub294 0\n[69, 36, 0, 292, 322, 63, 73, 0, 0, 0]\n\uc785\ub825\ud55c \ub2e8\uc5b4\ub294 ['M', '70', 'ST', '\uc8fc\ubcc0', '\uc124\ube44', '\ube44\uc0c1', '\uc815\uc9c0', 'ZERO!!', 'ZERO!!', 'ZERO!!']\n\ub0b4 \uc608\uc0c1\uc740 \uc774\ubc88 \ud14d\uc2a4\ud2b8\uac00 1.00\ud655\uc728\ub85c [2]\uc784.\n\uc778\ud2f0\uc800 \uac12\uc740 ['AUX' 'DATA' 'EMER' 'END_A' 'END_B' 'ERROR' 'PROX_INTLK' 'SOL_A' 'SOL_B']\n\ucd9c\ub825 \ud06c\uae30\ub294 9\n1\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nM\n69\n[69]\n2\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\ubcf4\uc870\uc81c\uc5b4\n\ub9ac\uc2a4\ud2b8\uc5d0 \uc5c6\ub294 \ub2e8\uc5b4 \uc785\ub825\ud568. \ub2e4\uc2dc \uc785\ub825\ud558\uc138\uc694\n2\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\ubcf4\uc870\n26\n[69, 26]\n3\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\uc81c\uc5b4\n38\n[69, 26, 38]\n4\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nGP\n228\n[69, 26, 38, 228]\n5\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\ub3d9\uc791\n29\n[69, 26, 38, 228, 29]\n6\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\uc120\ud0dd\n14\n[69, 26, 38, 228, 29, 14]\n7\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n16\n448\n[69, 26, 38, 228, 29, 14, 448]\n8\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nZERO!!\nzero index\ub294 0\n[69, 26, 38, 228, 29, 14, 448, 0]\n9\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nzero index\ub294 0\n[69, 26, 38, 228, 29, 14, 448, 0, 0]\n10\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nzero index\ub294 0\n[69, 26, 38, 228, 29, 14, 448, 0, 0, 0]\n\uc785\ub825\ud55c \ub2e8\uc5b4\ub294 ['M', '\ubcf4\uc870', '\uc81c\uc5b4', 'GP', '\ub3d9\uc791', '\uc120\ud0dd', '16', 'ZERO!!', 'ZERO!!', 'ZERO!!']\n\ub0b4 \uc608\uc0c1\uc740 \uc774\ubc88 \ud14d\uc2a4\ud2b8\uac00 1.00\ud655\uc728\ub85c [0]\uc784.\n\uc778\ud2f0\uc800 \uac12\uc740 ['AUX' 'DATA' 'EMER' 'END_A' 'END_B' 'ERROR' 'PROX_INTLK' 'SOL_A' 'SOL_B']\n\ucd9c\ub825 \ud06c\uae30\ub294 9\n1\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nM\n69\n[69]\n2\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n70\n36\n[69, 36]\n3\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nRH\n9\n[69, 36, 9]\n4\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\ud53c\ub354\n457\n[69, 36, 9, 457]\n5\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\uc804\ud6c4\uc9c4\n\ub9ac\uc2a4\ud2b8\uc5d0 \uc5c6\ub294 \ub2e8\uc5b4 \uc785\ub825\ud568. \ub2e4\uc2dc \uc785\ub825\ud558\uc138\uc694\n5\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nLS\n75\n[69, 36, 9, 457, 75]\n6\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\uc774\uc0c1\n8\n[69, 36, 9, 457, 75, 8]\n7\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nZERO!!\nzero index\ub294 0\n[69, 36, 9, 457, 75, 8, 0]\n8\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nzero index\ub294 0\n[69, 36, 9, 457, 75, 8, 0, 0]\n9\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nzero index\ub294 0\n[69, 36, 9, 457, 75, 8, 0, 0, 0]\n10\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nzero index\ub294 0\n[69, 36, 9, 457, 75, 8, 0, 0, 0, 0]\n\uc785\ub825\ud55c \ub2e8\uc5b4\ub294 ['M', '70', 'RH', '\ud53c\ub354', 'LS', '\uc774\uc0c1', 'ZERO!!', 'ZERO!!', 'ZERO!!', 'ZERO!!']\n\ub0b4 \uc608\uc0c1\uc740 \uc774\ubc88 \ud14d\uc2a4\ud2b8\uac00 1.00\ud655\uc728\ub85c [5]\uc784.\n\uc778\ud2f0\uc800 \uac12\uc740 ['AUX' 'DATA' 'EMER' 'END_A' 'END_B' 'ERROR' 'PROX_INTLK' 'SOL_A' 'SOL_B']\n\ucd9c\ub825 \ud06c\uae30\ub294 9\n1\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nM\n69\n[69]\n2\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n80\n209\n[69, 209]\n3\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nLH\n5\n[69, 209, 5]\n4\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\uce74\uc6b8\n\ub9ac\uc2a4\ud2b8\uc5d0 \uc5c6\ub294 \ub2e8\uc5b4 \uc785\ub825\ud568. \ub2e4\uc2dc \uc785\ub825\ud558\uc138\uc694\n4\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nPIN\n154\n[69, 209, 5, 154]\n5\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nLS\n75\n[69, 209, 5, 154, 75]\n6\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\uc774\uc0c1\n8\n[69, 209, 5, 154, 75, 8]\n7\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nZERO!!\nzero index\ub294 0\n[69, 209, 5, 154, 75, 8, 0]\n8\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nzero index\ub294 0\n[69, 209, 5, 154, 75, 8, 0, 0]\n9\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nzero index\ub294 0\n[69, 209, 5, 154, 75, 8, 0, 0, 0]\n10\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nzero index\ub294 0\n[69, 209, 5, 154, 75, 8, 0, 0, 0, 0]\n\uc785\ub825\ud55c \ub2e8\uc5b4\ub294 ['M', '80', 'LH', 'PIN', 'LS', '\uc774\uc0c1', 'ZERO!!', 'ZERO!!', 'ZERO!!', 'ZERO!!']\n\ub0b4 \uc608\uc0c1\uc740 \uc774\ubc88 \ud14d\uc2a4\ud2b8\uac00 1.00\ud655\uc728\ub85c [5]\uc784.\n\uc778\ud2f0\uc800 \uac12\uc740 ['AUX' 'DATA' 'EMER' 'END_A' 'END_B' 'ERROR' 'PROX_INTLK' 'SOL_A' 'SOL_B']\n\ucd9c\ub825 \ud06c\uae30\ub294 9\n1\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nM\n69\n[69]\n2\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n60\n134\n[69, 134]\n3\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nRH\n9\n[69, 134, 9]\n4\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nCAM\n179\n[69, 134, 9, 179]\n5\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nYD\n1\n[69, 134, 9, 179, 1]\n6\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\uc81c\ud488\n50\n[69, 134, 9, 179, 1, 50]\n7\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n\uac10\uc9c0\n53\n[69, 134, 9, 179, 1, 50, 53]\n8\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\n1\n7\n[69, 134, 9, 179, 1, 50, 53, 7]\n9\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nZERO!!\nzero index\ub294 0\n[69, 134, 9, 179, 1, 50, 53, 7, 0]\n10\/10 \ub2e8\uc5b4 \uc785\ub825\n\ub05d\ub0b4\ub824\uba74 END!!\ub97c \uc785\ub825\n\ub9c8\uc9c0\ub9c9\uae4c\uc9c0 0\uc744 \ucc44\uc6b0\ub824\uba74 ZERO!!\ub97c \uc785\ub825\nzero index\ub294 0\n[69, 134, 9, 179, 1, 50, 53, 7, 0, 0]\n\uc785\ub825\ud55c \ub2e8\uc5b4\ub294 ['M', '60', 'RH', 'CAM', 'YD', '\uc81c\ud488', '\uac10\uc9c0', '1', 'ZERO!!', 'ZERO!!']\n\ub0b4 \uc608\uc0c1\uc740 \uc774\ubc88 \ud14d\uc2a4\ud2b8\uac00 1.00\ud655\uc728\ub85c [6]\uc784.\n\uc778\ud2f0\uc800 \uac12\uc740 ['AUX' 'DATA' 'EMER' 'END_A' 'END_B' 'ERROR' 'PROX_INTLK' 'SOL_A' 'SOL_B']\n\ucd9c\ub825 \ud06c\uae30\ub294 9<\/pre>\n","protected":false},"excerpt":{"rendered":"<p>\uc815\ub9d0 \uac04\ub2e8\ud55c LSTM\uc73c\ub85c \uc815\ud655\ub3c4 80%\ub300\uae4c\uc9c0 \uc62c\ub838\ub2e4. 23,000\uac1c \ub370\uc774\ud130\ub97c 7,000\ubc88 \ud559\uc2b5\uc2dc\uacbc\ub2e4. \uc815\ud655\ud558\uac8c \ud558\ub824\uba74 \ubaa8\ub4e0 \uce74\ud14c\uace0\ub9ac \ub370\uc774\ud130\ub97c \ub3d9\uc77c\ud558\uac8c \ub9de\ucd94\uace0, \ub0b4\ubd80 \ud0dc\uadf8\ub97c \uc815\ud655\ud558\uac8c [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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