\uacfc\uac70 \uc720\uc9c0\ubcf4\uc218 \uae30\ub85d<\/li>\n<\/ul>\n3. \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h2>\n
\uc218\uc9d1\ub41c \ub370\uc774\ud130\ub294 \uc608\uce21 \ubaa8\ub378 \ud559\uc2b5\uc744 \uc704\ud574 \uc804\ucc98\ub9ac \ub418\ub294 \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \ub370\uc774\ud130 \uc815\uc81c, \uacb0\uce21\uce58 \ucc98\ub9ac \ubc0f \uc774\uc0c1\uce58 \ud0d0\uc9c0\ub97c \ud1b5\ud574 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. C#\uc5d0\uc11c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ubc29\uc2dd\uc73c\ub85c \ub370\uc774\ud130\ub97c \uc804\ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\n \nusing System;\nusing System.Data;\nusing System.Linq;\n\npublic class DataPreprocessing\n{\n public static DataTable CleanData(DataTable rawData)\n {\n \/\/ \uacb0\uce21\uce58 \uc81c\uac70\n foreach (DataColumn column in rawData.Columns)\n {\n if (column.DataType == typeof(double))\n {\n rawData = rawData.AsEnumerable()\n .Where(row => !row.IsNull(column))\n .CopyToDataTable();\n }\n }\n return rawData;\n }\n}\n <\/code>\n <\/pre>\n4. C#\uc73c\ub85c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \uad6c\ucd95<\/h2>\n
C#\uc5d0\uc11c ML.NET \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. ML.NET\uc740 \ub9c8\uc774\ud06c\ub85c\uc18c\ud504\ud2b8\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \uba38\uc2e0\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\ub85c, C# \uac1c\ubc1c\uc790\ub4e4\uc5d0\uac8c \uce5c\uc219\ud569\ub2c8\ub2e4. \uc608\uce21 \uc720\uc9c0\ubcf4\uc218\uc5d0\uc11c \uac00\uc7a5 \ub9ce\uc774 \uc0ac\uc6a9\ub418\ub294 \uc54c\uace0\ub9ac\uc998\uc740 \ubd84\ub958 \uc54c\uace0\ub9ac\uc998\uacfc \ud68c\uadc0 \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. \ub2e4\uc74c\uc740 ML.NET\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud68c\uadc0 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \uc608\uc81c\uc785\ub2c8\ub2e4.<\/p>\n
\n \nusing System;\nusing Microsoft.ML;\nusing Microsoft.ML.Data;\n\npublic class MaintenanceModel\n{\n public class MaintenanceData\n {\n public float Temperature { get; set; }\n public float Vibration { get; set; }\n public float Pressure { get; set; }\n public float TimeOperating { get; set; }\n public float FailureProbability { get; set; }\n }\n\n public static void TrainModel(string dataPath)\n {\n var context = new MLContext();\n var data = context.Data.LoadFromTextFile(dataPath, separatorChar: ',', hasHeader: true);\n var pipeline = context.Transforms.Concatenate(\"Features\", nameof(MaintenanceData.Temperature), nameof(MaintenanceData.Vibration), nameof(MaintenanceData.Pressure), nameof(MaintenanceData.TimeOperating))\n .Append(context.Regression.Trainers.Sdca(labelColumnName: nameof(MaintenanceData.FailureProbability), maximumNumberOfIterations: 100));\n\n var model = pipeline.Fit(data);\n context.Model.Save(model, data.Schema, \"maintenanceModel.zip\");\n }\n}\n <\/maintenancedata><\/code>\n <\/pre>\n5. \uc608\uce21 \uc218\ud589<\/h2>\n
\ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc608\uce21\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\uac00 \uc785\ub825\ud55c \uc0c8\ub85c\uc6b4 \uc0d8\ud50c \ub370\uc774\ud130\uc5d0 \ub300\ud574 \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 C#\uc5d0\uc11c \ub2e4\uc74c\uacfc \uac19\uc774 \uad6c\ud604\ub429\ub2c8\ub2e4:<\/p>\n
\n \npublic class Prediction\n{\n public class MaintenancePrediction\n {\n [ColumnName(\"Score\")]\n public float FailureProbability { get; set; }\n }\n\n public static void Predict(string modelPath, float temperature, float vibration, float pressure, float timeOperating)\n {\n var context = new MLContext();\n var model = context.Model.Load(modelPath, out var modelInputSchema);\n\n var input = new MaintenanceData()\n {\n Temperature = temperature,\n Vibration = vibration,\n Pressure = pressure,\n TimeOperating = timeOperating\n };\n\n var predictionEngine = context.Model.CreatePredictionEngine(model);\n var prediction = predictionEngine.Predict(input);\n Console.WriteLine($\"\uc608\uce21\ub41c \uace0\uc7a5 \ud655\ub960: {prediction.FailureProbability}\");\n }\n}\n <\/maintenancedata,><\/code>\n <\/pre>\n6. \uc608\uce21 \uc720\uc9c0\ubcf4\uc218 \uc2dc\uc2a4\ud15c \ud1b5\ud569<\/h2>\n
\ubaa8\ub4e0 \uad6c\uc131 \uc694\uc18c\uac00 \uc900\ube44\ub418\uc5c8\ub2e4\uba74, \ub9c8\uc9c0\ub9c9 \ub2e8\uacc4\ub294 \uc774\ub4e4\uc744 \ud1b5\ud569\ud558\uc5ec \uc2e4\uc81c \uc608\uce21 \uc720\uc9c0\ubcf4\uc218 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ub370\uc774\ud130 \uc218\uc9d1, \uc804\ucc98\ub9ac, \ubaa8\ub378 \ud559\uc2b5 \ubc0f \uc608\uce21\uc744 \ud3ec\ud568\ud55c \uc804\uccb4 \ud750\ub984\uc744 \uad00\ub9ac\ud560 \uc218 \uc788\ub294 \uc0ac\uc6a9\uc790 \uc778\ud130\ud398\uc774\uc2a4(UI)\ub97c \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. C#\uc744 \uc774\uc6a9\ud55c WPF \ub610\ub294 ASP.NET\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc6f9 \ub610\ub294 \ub370\uc2a4\ud06c\ud0d1 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
7. \uacb0\ub860<\/h2>\n
C#\uacfc ML.NET\uc744 \ud65c\uc6a9\ud55c \uc608\uce21 \uc720\uc9c0\ubcf4\uc218 \uc2dc\uc2a4\ud15c\uc740 \uc81c\uc870\uc5c5\uccb4\uac00 \uace0\uc7a5\uc744 \uc608\ubc29\ud558\uace0 \uc6b4\uc601 \ud6a8\uc728\uc131\uc744 \ub192\uc774\ub294 \ub370 \ud070 \uae30\uc5ec\ub97c \ud569\ub2c8\ub2e4. \ub370\uc774\ud130 \uc218\uc9d1\ubd80\ud130 \uc804\ucc98\ub9ac, \ubaa8\ub378 \ud559\uc2b5 \ubc0f \uc608\uce21\uae4c\uc9c0\uc758 \uc804 \uacfc\uc815\uc744 \ub2e4\ub8e8\uc5b4\ubcf4\uc558\uc73c\uba70, \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc774 \uc2e4\uc81c \uc0dd\uc0b0 \ud658\uacbd\uc5d0\uc11c \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ub420 \uc218 \uc788\ub294\uc9c0\uc5d0 \ub300\ud55c \uc774\ud574\ub97c \ub3d5\uace0\uc790 \ud558\uc600\uc2b5\ub2c8\ub2e4. \uc608\uce21 \uc720\uc9c0\ubcf4\uc218 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ud604\ud568\uc73c\ub85c\uc368, \ub354 \uc548\uc804\ud558\uace0 \ud6a8\uc728\uc801\uc778 \uc6b4\uc601\uc744 \uc774\ub8f0 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\n
\uc9c0\uc18d\uc801\uc778 \uc5f0\uad6c\uc640 \ubc1c\uc804\uc774 \uc774\ub8e8\uc5b4\uc9c8 \uc608\uce21 \uc720\uc9c0\ubcf4\uc218 \uae30\uc220\uc740 \uc55e\uc73c\ub85c\ub3c4 \uc0b0\uc5c5 \uc804\ubc18\uc5d0 \uae0d\uc815\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce60 \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4.<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\uc608\uce21 \uc720\uc9c0\ubcf4\uc218(Predictive Maintenance) \uc2dc\uc2a4\ud15c\uc740 \uc81c\uc870\uc5c5\uccb4\uac00 \uc124\ube44\uc758 \uace0\uc7a5\uc744 \uc608\ubc29\ud558\uace0 \uac00\ub3d9 \uc2dc\uac04\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud574 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. C#\uc744 \uc774\uc6a9\ud574 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud1b5\ud569\ud558\uace0 \uc608\uce21 \uae30\ub2a5\uc744 \uac1c\ubc1c\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uc608\uce21 \uc720\uc9c0\ubcf4\uc218 \uc2dc\uc2a4\ud15c\uc758 \uac1c\ub150, \ub370\uc774\ud130 \uc900\ube44, \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \uad6c\ud604, C# \ucf54\ub4dc \uc608\uc81c, \ucd5c\uc885 \ud1b5\ud569\uc5d0 \uc774\ub974\ub294 \uacfc\uc815\uc5d0 \ub300\ud574 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc608\uce21 \uc720\uc9c0\ubcf4\uc218\uc758 \uac1c\ub150 \uc608\uce21 \uc720\uc9c0\ubcf4\uc218\ub294 \uae30\uacc4\uc758 \uace0\uc7a5\uc774 … \ub354 \ubcf4\uae30 “9.C#\uc73c\ub85c \uad6c\ud604\ud558\ub294 \uc608\uce21 \uc720\uc9c0\ubcf4\uc218 \uc2dc\uc2a4\ud15c, C#\uc744 \uc774\uc6a9\ud55c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \ud1b5\ud569 \ubc0f \uc608\uce21 \uae30\ub2a5 \uac1c\ubc1c”<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[235],"tags":[],"class_list":["post-41796","post","type-post","status-publish","format-standard","hentry","category-mes"],"yoast_head":"\n9.C#\uc73c\ub85c \uad6c\ud604\ud558\ub294 \uc608\uce21 \uc720\uc9c0\ubcf4\uc218 \uc2dc\uc2a4\ud15c, C#\uc744 \uc774\uc6a9\ud55c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \ud1b5\ud569 \ubc0f \uc608\uce21 \uae30\ub2a5 \uac1c\ubc1c - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/atmokpo.com\/w\/41796\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"9.C#\uc73c\ub85c \uad6c\ud604\ud558\ub294 \uc608\uce21 \uc720\uc9c0\ubcf4\uc218 \uc2dc\uc2a4\ud15c, C#\uc744 \uc774\uc6a9\ud55c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \ud1b5\ud569 \ubc0f \uc608\uce21 \uae30\ub2a5 \uac1c\ubc1c - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc608\uce21 \uc720\uc9c0\ubcf4\uc218(Predictive Maintenance) \uc2dc\uc2a4\ud15c\uc740 \uc81c\uc870\uc5c5\uccb4\uac00 \uc124\ube44\uc758 \uace0\uc7a5\uc744 \uc608\ubc29\ud558\uace0 \uac00\ub3d9 \uc2dc\uac04\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud574 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. 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