{"id":39675,"date":"2024-11-02T06:50:55","date_gmt":"2024-11-02T06:50:55","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=39675"},"modified":"2024-11-26T06:41:06","modified_gmt":"2024-11-26T06:41:06","slug":"%ec%8b%9c%ea%b3%84%ec%97%b4-%eb%b0%8f-%ea%b8%88%ec%9c%b5-%eb%8d%b0%ec%9d%b4%ed%84%b0%ec%85%8b-uci-energy-dataset-%ec%97%90%eb%84%88%ec%a7%80-%ec%86%8c%eb%b9%84-%ea%b4%80%eb%a0%a8-%ec%8b%9c%ea%b3%84","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/39675\/","title":{"rendered":"\uc2dc\uacc4\uc5f4 \ubc0f \uae08\uc735 \ub370\uc774\ud130\uc14b, UCI Energy Dataset  \uc5d0\ub108\uc9c0 \uc18c\ube44 \uad00\ub828 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130"},"content":{"rendered":"<p>\ub525\ub7ec\ub2dd\uacfc \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \uac1c\ubc1c\ud558\ub824\uba74 \uc591\uc9c8\uc758 \ud559\uc2b5 \ub370\uc774\ud130\uac00 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \ud2b9\ud788, \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub294 \ud2b9\uc815 \uc2dc\uac04\uc758 \uc5f0\uc18d\uc801\uc778 \uce21\uc815\uc744 \ud3ec\ud568\ud558\uba70, \uae08\uc735 \uc2dc\uc7a5\uc758 \ubcc0\ud654\uc640 \uac19\uc740 \ubc30\uc5f4\ub41c \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 UCI Energy Dataset\uc744 \uc911\uc2ec\uc73c\ub85c \uc5d0\ub108\uc9c0 \uc18c\ube44\uc640 \uad00\ub828\ub41c \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uace0, \uc774 \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud55c \ub2e4\uc591\ud55c \ubd84\uc11d \ubc0f \uc751\uc6a9 \uc0ac\ub840\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130\uc14b\uc758 \ub0b4\uc6a9, \uad6c\uc870, \uacf5\uac1c\ub41c \uc7a5\uc18c \ub4f1\uc744 \ud3ec\ud568\ud558\uc5ec \uc774 \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574\uc11c\ub3c4 \uae4a\uc774 \uc788\ub294 \ub17c\uc758\ub97c \uc9c4\ud589\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub780?<\/h2>\n<p>\uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub294 \uc2dc\uac04\uc758 \ud750\ub984\uc5d0 \ub530\ub77c \uc218\uc9d1\ub41c \ub370\uc774\ud130\ub85c, \uc8fc\uc2dd \uac00\uaca9, \uae30\uc628 \ubcc0\ud654, \uc5d0\ub108\uc9c0 \uc18c\ube44\ub7c9 \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uc811\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\ub294 \ud2b9\uc815 \uc2dc\uac04\uc5d0 \ubc18\uc601\ub41c \uc0c1\ud0dc\ub97c \ud3ec\ucc29\ud558\ubbc0\ub85c, \ubd84\uc11d\uac00\ub294 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \ud328\ud134\uc744 \uc778\uc2dd\ud558\uace0 \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uae30\ud6c4 \ubcc0\ud654 \uc608\uce21, \uacbd\uc81c \uc131\uc7a5 \uc608\uce21 \ub4f1\uc774 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \ubd84\uc11d\uc758 \uc804\ud615\uc801\uc778 \uc0ac\ub840\uc785\ub2c8\ub2e4.<\/p>\n<h2>2. UCI Energy Dataset \uc18c\uac1c<\/h2>\n<p>UCI Energy Dataset\uc740 \uc5d0\ub108\uc9c0 \uc18c\ube44\uc5d0 \ub300\ud55c \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub97c \ud3ec\ud568\ud55c \ub370\uc774\ud130\uc14b\uc73c\ub85c, \uc8fc\ub85c \uc5d0\ub108\uc9c0 \uad00\ub828 \uc5f0\uad6c \ubc0f \ubd84\uc11d\uc5d0 \ud65c\uc6a9\ub429\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc740 UCI Machine Learning Repository\uc5d0\uc11c \uc81c\uacf5\ub418\uba70, \uacf5\uacf5 \uc7a5\uc18c\uc5d0\uc11c \uc218\uc9d1\ub41c \ube4c\ub529\uc758 \uc804\ub825 \uc18c\ube44\ub7c9\uc5d0 \ub300\ud55c \uc815\ubcf4\ub97c \ud3ec\ud568\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub370\uc774\ud130\ub294 \uc5d0\ub108\uc9c0 \uad00\ub9ac, \ud6a8\uc728\uc131 \uac1c\uc120 \ubc0f \uc804\ub825 \uc18c\ube44 \uc608\uce21 \ub4f1 \ub2e4\uc591\ud55c \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n<h3>2.1 \ub370\uc774\ud130\uc14b \uac1c\uc694<\/h3>\n<p>UCI Energy Dataset\uc740 California\uc758 \ub450 \uac1c\uc758 \uc0c1\uc5c5\uc6a9 \ube4c\ub529\uc5d0\uc11c \uc218\uc9d1\ub41c \uc804\ub825 \uc18c\ube44\ub7c9 \ubc0f \uae30\ud6c4 \ub370\uc774\ud130\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130\ub294 \uc9c0\uc5ed \uae30\uc628, \uc2b5\ub3c4, \ud48d\uc18d \ubc0f \ub2e4\ub978 \uae30\ud6c4 \ubcc0\uc218\uc640 \ud568\uaed8 \ud2b9\uc815 \uc2dc\uac04 \uac04\uaca9\uc5d0 \ub530\ub978 \uc804\ub825 \uc18c\ube44\ub7c9\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4. \ub370\uc774\ud130\ub97c \ud1b5\ud574 \uc5d0\ub108\uc9c0 \uc18c\ube44 \ud328\ud134\uc744 \ubd84\uc11d\ud558\uace0, \uc774\ub97c \uae30\ubc18\uc73c\ub85c \uc5d0\ub108\uc9c0 \ud6a8\uc728\uc131\uc744 \uac1c\uc120\ud558\ub294 \uc5f0\uad6c\ub97c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>2.2 \ub370\uc774\ud130 \ud56d\ubaa9<\/h3>\n<p>\uc774 \ub370\uc774\ud130\uc14b\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc8fc\uc694 \ubcc0\uc218\ub97c \ud3ec\ud568\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>Timestamp:<\/strong> \ub370\uc774\ud130\uac00 \uc218\uc9d1\ub41c \uc2dc\uac04<\/li>\n<li><strong>Temperature:<\/strong> \ud574\ub2f9 \uc2dc\uac04\uc758 \uae30\uc628<\/li>\n<li><strong>Humidity:<\/strong> \ud574\ub2f9 \uc2dc\uac04\uc758 \uc2b5\ub3c4<\/li>\n<li><strong>Light:<\/strong> \uc870\ub3c4 \uce21\uc815\uac12<\/li>\n<li><strong>CO2:<\/strong> \uc774\uc0b0\ud654\ud0c4\uc18c \ub18d\ub3c4<\/li>\n<li><strong>Energy Consumption:<\/strong> \uc804\ub825 \uc18c\ube44\ub7c9<\/li>\n<\/ul>\n<h2>3. \ub370\uc774\ud130 \uc811\uadfc \ubc29\ubc95<\/h2>\n<p>UCI Energy Dataset\uc740 UCI Machine Learning Repository\uc5d0\uc11c \uacf5\uac1c\ub418\uc5b4 \uc788\uc73c\uba70, \ub204\uad6c\ub098 \ubb34\ub8cc\ub85c \uc811\uadfc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130\ub294 CSV \ud615\uc2dd\uc73c\ub85c \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\uc73c\uba70, \ub370\uc774\ud130\uc14b\uc758 \ub9c1\ud06c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4: <a href=\"https:\/\/archive.ics.uci.edu\/ml\/datasets\/Individual+household+electric+power+consumption\">UCI Machine Learning Repository<\/a>.<\/p>\n<h2>4. \ub370\uc774\ud130 \ud65c\uc6a9 \uc0ac\ub840<\/h2>\n<p>UCI Energy Dataset\uc740 \ub2e4\uc591\ud55c \ubd84\uc11d \ubc0f \uc751\uc6a9 \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub2e4\uc74c\uacfc \uac19\uc740 \uc0ac\ub840\ub97c \ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc5d0\ub108\uc9c0 \uc18c\ube44 \uc608\uce21:<\/strong> \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud5a5\ud6c4 \uc5d0\ub108\uc9c0 \uc18c\ube44\ub7c9\uc744 \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc5d0\ub108\uc9c0 \uacf5\uae09\uc5c5\uccb4\ub294 \uc18c\ube44 \ud328\ud134\uc744 \uae30\ubc18\uc73c\ub85c \ud6a8\uacfc\uc801\uc778 \uc7ac\uace0 \uad00\ub9ac\ub97c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc774\uc0c1 \ud0d0\uc9c0:<\/strong> \uc5d0\ub108\uc9c0 \uc18c\ube44 \ud328\ud134\uc5d0 \ub300\ud55c \ubd84\uc11d\uc744 \ud1b5\ud574 \ube44\uc815\uc0c1\uc801\uc778 \uc18c\ube44 \ud328\ud134\uc744 \uac10\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc5d0\ub108\uc9c0 \ub0ad\ube44\ub97c \uc904\uc774\uace0 \ud6a8\uc728\uc131\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \ub370 \uae30\uc5ec\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ud658\uacbd \uc601\ud5a5 \ubd84\uc11d:<\/strong> \uc5d0\ub108\uc9c0 \uc18c\ube44\uc640 \uad00\ub828\ub41c \uae30\ud6c4 \ubcc0\uc218 \uac04\uc758 \uad00\uacc4\ub97c \ubd84\uc11d\ud568\uc73c\ub85c\uc368 \ud658\uacbd\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uc744 \ud3c9\uac00\ud558\uace0, \uc9c0\uc18d \uac00\ub2a5\ud55c \uc5d0\ub108\uc9c0 \uad00\ub9ac \uc804\ub7b5\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>5. \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \uad6c\ucd95 \ubc29\ubc95<\/h2>\n<p>UCI Energy Dataset\uc744 \ud65c\uc6a9\ud558\uae30 \uc704\ud574 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub97c \ud1b5\ud574 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<h3>5.1 \ub370\uc774\ud130 \ud0d0\uc0c9<\/h3>\n<p>\ub370\uc774\ud130\ub97c \uc2dc\uac01\ud654\ud558\uc5ec \uc8fc\uc694 \ubcc0\uc218 \uac04\uc758 \uad00\uacc4\ub97c \ud0d0\uad6c\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc804\ub825 \uc18c\ube44\ub7c9\uacfc \uae30\uc628 \uac04\uc758 \uad00\uacc4\ub97c \uc2dc\uac01\uc801\uc73c\ub85c \ubd84\uc11d\ud560 \uc218 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \ud2b9\uc815 \ud328\ud134\uc774\ub098 \uacbd\ud5a5\uc744 \ubc1c\uacac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>5.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n<p>\uacb0\uce21\uac12 \ucc98\ub9ac, \uc774\uc0c1\uac12 \uc81c\uac70 \ubc0f \ub370\uc774\ud130\ub97c \uc815\uaddc\ud654\ud558\ub294 \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ub192\uc774\ub294 \ub370 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \ud2b9\ud788 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc758 \uacbd\uc6b0, \uc2dc\uacc4\uc5f4 \ud2b9\uc131\uc744 \uace0\ub824\ud55c \uc804\ucc98\ub9ac\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h3>5.3 \ubaa8\ub378 \uc120\ud0dd \ubc0f \ud6c8\ub828<\/h3>\n<p>\uae30\ubcf8\uc801\uc778 \uc2dc\uacc4\uc5f4 \uc608\uce21 \ubaa8\ud615\uc73c\ub85c\ub294 ARIMA, SARIMA \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc73c\uba70, \ub354 \ubcf5\uc7a1\ud55c \uad00\uacc4\ub97c \ubaa8\ub378\ub9c1\ud558\uace0 \uc2f6\uc740 \uacbd\uc6b0 LSTM(Long Short-Term Memory)\uacfc \uac19\uc740 \ub525\ub7ec\ub2dd \uae30\ubc95\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>5.4 \ubaa8\ub378 \ud3c9\uac00 \ubc0f \uac1c\uc120<\/h3>\n<p>\ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574 RMSE(Root Mean Square Error)\uc640 \uac19\uc740 \uc9c0\ud45c\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc73c\uba70, \ud544\uc694\uc5d0 \ub530\ub77c \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd\uc744 \ud1b5\ud574 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>6. \uacb0\ub860<\/h2>\n<p>UCI Energy Dataset\uc740 \uc5d0\ub108\uc9c0 \uc18c\ube44\uc5d0 \ub300\ud55c \uae4a\uc740 \ud1b5\ucc30\uc744 \uc81c\uacf5\ud558\uba70, \uc774\ub97c \ud1b5\ud574 \ub2e4\uc591\ud55c \uc5f0\uad6c \ubc0f \ubd84\uc11d\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uc5ec \uc774 \ub370\uc774\ud130\uc14b\uc744 \ud1b5\ud574 \uc5bb\uc740 \uc815\ubcf4\ub294 \uc5d0\ub108\uc9c0 \uad00\ub9ac\ub97c \ubcf4\ub2e4 \ud6a8\uc728\uc801\uc73c\ub85c \uc218\ud589\ud558\ub294 \ub370 \uae30\uc5ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc5d0\ub108\uc9c0 \ud6a8\uc728\uc131\uacfc \uc9c0\uc18d \uac00\ub2a5\uc131\uc744 \ub192\uc774\ub294 \uc54c\uace0\ub9ac\uc998 \uac1c\ubc1c\uc5d0 \uad00\uc2ec\uc774 \uc788\ub2e4\uba74, UCI Energy Dataset\uc740 \ud6cc\ub96d\ud55c \ucd9c\ubc1c\uc810\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h2>7. \ucc38\uace0\uc790\ub8cc<\/h2>\n<ul>\n<li><a href=\"https:\/\/archive.ics.uci.edu\/ml\/datasets\/Individual+household+electric+power+consumption\">UCI Machine Learning Repository &#8211; Individual household electric power consumption<\/a><\/li>\n<li><a href=\"https:\/\/towardsdatascience.com\/a-beginners-guide-to-time-series-analysis-with-python-fec1273d303b\">A Beginner&#8217;s Guide to Time Series Analysis with Python<\/a><\/li>\n<li><a href=\"https:\/\/machinelearningmastery.com\/make-predictions-time-series-forecasting-python\/\">Make Predictions with Time Series Forecasting in Python<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\ub525\ub7ec\ub2dd\uacfc \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 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