{"id":41798,"date":"2024-11-08T05:01:28","date_gmt":"2024-11-08T05:01:28","guid":{"rendered":"https:\/\/atmokpo.com\/w\/?p=41798"},"modified":"2024-11-26T06:35:39","modified_gmt":"2024-11-26T06:35:39","slug":"9-c%ec%9c%bc%eb%a1%9c-%ea%b5%ac%ed%98%84%ed%95%98%eb%8a%94-%ec%98%88%ec%b8%a1-%ec%9c%a0%ec%a7%80%eb%b3%b4%ec%88%98-%ec%8b%9c%ec%8a%a4%ed%85%9c-%ec%98%88%ec%b8%a1-%ec%9c%a0%ec%a7%80%eb%b3%b4%ec%88%98","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/41798\/","title":{"rendered":"9.C#\uc73c\ub85c \uad6c\ud604\ud558\ub294 \uc608\uce21 \uc720\uc9c0\ubcf4\uc218 \uc2dc\uc2a4\ud15c, \uc608\uce21 \uc720\uc9c0\ubcf4\uc218\uc758 \uac1c\ub150\uacfc \ud544\uc694\uc131"},"content":{"rendered":"<p><!-- HTML Start --><\/p>\n<article>\n<header>\n<\/header>\n<section>\n<h2>1. \uc11c\ub860<\/h2>\n<p>\n            \uc608\uce21 \uc720\uc9c0\ubcf4\uc218(Predictive Maintenance, PdM)\ub294 \uc81c\uc870\uc5c5\uccb4\uac00 \uc7a5\ube44\uc758 \uace0\uc7a5\uc744 \ubbf8\ub9ac \uc608\uce21\ud558\uace0 \uc774\ub97c \uc608\ubc29\ud558\uae30 \uc704\ud55c \uc804\ub7b5\uc801 \uc694\uc18c\uc785\ub2c8\ub2e4. \uc804\ud1b5\uc801\uc778 \uc720\uc9c0\ubcf4\uc218 \ubc29\uc2dd\uc740 \uc815\uae30 \uc720\uc9c0\ubcf4\uc218\uc640 \uace0\uc7a5 \uae30\ubc18 \uc720\uc9c0\ubcf4\uc218\ub85c \ub098\ub258\uba70, \uc804\uc790\ub294 \uace0\uc7a5\uc744 \uc608\ubc29\ud558\uae30 \uc704\ud574 \uc815\uae30\uc801\uc73c\ub85c \uc720\uc9c0\ubcf4\uc218\ub97c \uc218\ud589\ud558\uace0, \ud6c4\uc790\ub294 \uace0\uc7a5\uc774 \ubc1c\uc0dd\ud55c \ud6c4 \uc989\uac01\uc801\uc73c\ub85c \uc720\uc9c0\ubcf4\uc218\ub97c \uc2dc\ud589\ud569\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc774 \ub450 \uac00\uc9c0 \ubc29\ubc95 \ubaa8\ub450 \uc7a5\ube44\uc758 \uac00\ub3d9\ub960\uc744 \ub5a8\uc5b4\ub728\ub9ac\uace0, \ube44\uc6a9 \ud6a8\uc728\uc131\uc774 \ub0ae\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 C#\uc744 \uc774\uc6a9\ud558\uc5ec \uc608\uce21 \uc720\uc9c0\ubcf4\uc218 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ud604\ud558\ub294 \ubc29\ubc95\uacfc \uadf8 \ud544\uc694\uc131\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.\n        <\/p>\n<\/section>\n<section>\n<h2>2. \uc608\uce21 \uc720\uc9c0\ubcf4\uc218\uc758 \uac1c\ub150<\/h2>\n<p>\n            \uc608\uce21 \uc720\uc9c0\ubcf4\uc218\ub294 \uc7a5\ube44\uc758 \uc0c1\ud0dc\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0, \uc218\uc9d1\ub41c \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ubd84\uc11d\ud558\uc5ec \uc7a5\ube44\uc758 \uace0\uc7a5\uc744 \uc608\uce21\ud558\ub294 \uc720\uc9c0\ubcf4\uc218 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uae30\uc5c5\uc740 \uace0\uc7a5\uc774 \ubc1c\uc0dd\ud558\uae30 \uc804\uc5d0 \uc0ac\uc804\uc5d0 \uc810\uac80 \ubc0f \uc218\ub9ac\ub97c \uc218\ud589\ud568\uc73c\ub85c\uc368 \uc7a5\ube44\uc758 \uac00\uc6a9\uc131\uacfc \uc2e0\ub8b0\uc131\uc744 \ub192\uc774\uace0, \uc6b4\uc601 \ube44\uc6a9\uc744 \uc808\uac10\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n        <\/p>\n<p>\n            \uc608\uce21 \uc720\uc9c0\ubcf4\uc218\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \uc13c\uc11c, IoT \ub514\ubc14\uc774\uc2a4, \ud074\ub77c\uc6b0\ub4dc \ucef4\ud4e8\ud305, \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \uba38\uc2e0\ub7ec\ub2dd\uacfc \uac19\uc740 \ucd5c\uc2e0 \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \uc7a5\ube44 \uc0c1\ud0dc\uc758 \ubcc0\ud654\ub97c \uac10\uc9c0\ud558\uace0, \uc774\ub97c \ud574\uc11d\ud558\uc5ec \uace0\uc7a5\uc744 \uc608\uce21\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc9c4\ub3d9, \uc628\ub3c4, \uc555\ub825 \ub4f1\uc758 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uc5ec \uc7a5\ube44\uc758 \ub3d9\uc791 \uc0c1\ud0dc\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n        <\/p>\n<\/section>\n<section>\n<h2>3. \uc608\uce21 \uc720\uc9c0\ubcf4\uc218\uc758 \ud544\uc694\uc131<\/h2>\n<p>\n            \uc608\uce21 \uc720\uc9c0\ubcf4\uc218\uac00 \ud544\uc694\ud55c \uc774\uc720\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:\n        <\/p>\n<ul>\n<li><strong>\ube44\uc6a9 \uc808\uac10:<\/strong> \uace0\uc7a5\uc744 \uc608\ubc29\ud558\uace0 \uc7a5\ube44 \uac00\ub3d9\ub960\uc744 \ub192\uc784\uc73c\ub85c\uc368 \ubd88\ud544\uc694\ud55c \uc720\uc9c0\ubcf4\uc218 \ube44\uc6a9\uc744 \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc6b4\uc601 \ud6a8\uc728\uc131 \ud5a5\uc0c1:<\/strong> \uc7a5\ube44\uc758 \ub2e4\uc6b4\ud0c0\uc784\uc744 \ucd5c\uc18c\ud654\ud558\uc5ec \uc0dd\uc0b0\uc131\uc774 \ud5a5\uc0c1\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\uc218\uba85 \uc5f0\uc7a5:<\/strong> \uc815\uae30\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1\uc744 \ud1b5\ud574 \uc7a5\ube44\uc758 \uc0c1\ud0dc\ub97c \ud30c\uc545\ud558\uace0 \uc801\uc2dc\uc5d0 \uad50\uccb4 \ud639\uc740 \uc218\ub9ac\ub97c \uc9c4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc548\uc804\uc131 \uac15\ud654:<\/strong> \uace0\uc7a5\uc744 \uc608\ubc29\ud568\uc73c\ub85c\uc368 \uc791\uc5c5\uc790\uc758 \uc548\uc804\uc744 \ubcf4\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/section>\n<section>\n<h2>4. C#\uc73c\ub85c \uad6c\ud604\ud558\ub294 \uc608\uce21 \uc720\uc9c0\ubcf4\uc218 \uc2dc\uc2a4\ud15c<\/h2>\n<p>\n            C#\uc740 .NET Framework \ubc0f .NET Core \ud658\uacbd\uc5d0\uc11c \uac15\ub825\ud55c \ub370\uc774\ud130 \ucc98\ub9ac \ubc0f \ubd84\uc11d \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\ub294 \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc608\uce21 \uc720\uc9c0\ubcf4\uc218 \uc2dc\uc2a4\ud15c\uc744 \ud6a8\uc728\uc801\uc73c\ub85c \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798\ub294 C#\uc744 \uc774\uc6a9\ud55c \uac04\ub2e8\ud55c \uc608\uce21 \uc720\uc9c0\ubcf4\uc218 \uc2dc\uc2a4\ud15c\uc758 \uae30\ubcf8 \uad6c\uc131 \uc694\uc18c \ubc0f \uc608\uc81c \ucf54\ub4dc\uc785\ub2c8\ub2e4.\n        <\/p>\n<h3>4.1 \uc2dc\uc2a4\ud15c \uc544\ud0a4\ud14d\ucc98<\/h3>\n<p>\n            \uc608\uce21 \uc720\uc9c0\ubcf4\uc218 \uc2dc\uc2a4\ud15c\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c\ub85c \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4:<\/p>\n<ol>\n<li><strong>\ub370\uc774\ud130 \uc218\uc9d1:<\/strong> \uc628\ub3c4, \uc9c4\ub3d9, \uc0c1\ud0dc \ub4f1\uc758 \uc6b4\uc601 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \uc13c\uc11c \ubc0f IoT \ub514\ubc14\uc774\uc2a4.<\/li>\n<li><strong>\ub370\uc774\ud130 \uc804\uc1a1:<\/strong> \uc218\uc9d1\ub41c \ub370\uc774\ud130\ub97c \uc11c\ubc84\ub85c \uc804\uc1a1\ud558\ub294 \ud1b5\uc2e0 \ubaa8\ub4c8.<\/li>\n<li><strong>\ub370\uc774\ud130 \uc800\uc7a5:<\/strong> \uc804\uc1a1\ub41c \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\ub294 \ub370\uc774\ud130\ubca0\uc774\uc2a4.<\/li>\n<li><strong>\ub370\uc774\ud130 \ubd84\uc11d:<\/strong> \uc218\uc9d1\ub41c \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \uace0\uc7a5\uc744 \uc608\uce21\ud558\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378.<\/li>\n<li><strong>\uc54c\ub9bc \uc2dc\uc2a4\ud15c:<\/strong> \uc608\uce21 \uacb0\uacfc\ub97c \uae30\ubc18\uc73c\ub85c \uc720\uc9c0\ubcf4\uc218\uac00 \ud544\uc694\ud55c \uc7a5\ube44\uc5d0 \ub300\ud574 \uc54c\ub9bc\uc744 \uc8fc\ub294 \uae30\ub2a5.<\/li>\n<\/ol>\n<h3>4.2 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n<p>\n            C#\uc5d0\uc11c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uae30 \uc704\ud574 Sensor \ud074\ub798\uc2a4\ub97c \uc815\uc758\ud558\uace0, \uc13c\uc11c \ub370\uc774\ud130\ub97c \uc804\uc1a1\ud558\ub294 \ubaa8\ub4c8\uc744 \uac04\ub2e8\ud788 \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798\ub294 \uae30\ubcf8\uc801\uc778 \uc13c\uc11c \ud074\ub798\uc2a4\uc758 \uc608\uc785\ub2c8\ub2e4.\n        <\/p>\n<pre><code class=\"language-csharp\">\npublic class Sensor\n{\n    public string Id { get; set; }\n    public string Type { get; set; }\n    public double Value { get; set; }\n\n    public Sensor(string id, string type)\n    {\n        Id = id;\n        Type = type;\n    }\n\n    public void ReadValue()\n    {\n        \/\/ \uc784\uc758\uc758 \ub370\uc774\ud130\ub97c \uc0dd\uc131\ud558\uc5ec Value\uc5d0 \ud560\ub2f9\n        Random random = new Random();\n        Value = random.NextDouble() * 100; \/\/ 0\ubd80\ud130 100\uae4c\uc9c0\uc758 \uc784\uc758 \uac12\n    }\n}\n        <\/code><\/pre>\n<h3>4.3 \ub370\uc774\ud130 \uc804\uc1a1 \ubc0f \uc800\uc7a5<\/h3>\n<p>\n            \uc218\uc9d1\ub41c \ub370\uc774\ud130\ub97c \uc804\uc1a1\ud558\uace0 \uc800\uc7a5\ud558\uae30 \uc704\ud574 SQL \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \uc5f0\uacb0\ud558\ub294 \ubc29\ubc95\uc744 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \ub370\uc774\ud130\ub97c \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0 \uc800\uc7a5\ud558\ub294 \uac04\ub2e8\ud55c \uc608\uc81c\uc785\ub2c8\ub2e4.\n        <\/p>\n<pre><code class=\"language-csharp\">\nusing System;\nusing System.Data.SqlClient;\n\npublic class Database\n{\n    private string connectionString;\n\n    public Database(string connectionString)\n    {\n        this.connectionString = connectionString;\n    }\n\n    public void SaveSensorData(Sensor sensor)\n    {\n        using (SqlConnection connection = new SqlConnection(connectionString))\n        {\n            connection.Open();\n            string query = \"INSERT INTO SensorData (SensorId, SensorType, Value) VALUES (@SensorId, @SensorType, @Value)\";\n            using (SqlCommand command = new SqlCommand(query, connection))\n            {\n                command.Parameters.AddWithValue(\"@SensorId\", sensor.Id);\n                command.Parameters.AddWithValue(\"@SensorType\", sensor.Type);\n                command.Parameters.AddWithValue(\"@Value\", sensor.Value);\n                command.ExecuteNonQuery();\n            }\n        }\n    }\n}\n        <\/code><\/pre>\n<h3>4.4 \ub370\uc774\ud130 \ubd84\uc11d<\/h3>\n<p>\n            \uc218\uc9d1\ub41c \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uc5ec \uace0\uc7a5\uc744 \uc608\uce21\ud558\ub294 \ubd84\uc11d \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. C#\uc5d0\uc11c ML.NET \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc608\uce21 \ubaa8\ub378\uc744 \uc0dd\uc131\ud558\ub294 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4. \uc544\ub798 \uc608\uc81c\ub294 \ud68c\uadc0 \ubd84\uc11d\uc744 \ud1b5\ud574 \uc13c\uc11c \uac12\uc744 \uae30\ubc18\uc73c\ub85c \uace0\uc7a5\uc744 \uc608\uce21\ud558\ub294 \ubaa8\ub378\uc744 \uc0dd\uc131\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4.\n        <\/p>\n<pre><code class=\"language-csharp\">\nusing Microsoft.ML;\nusing Microsoft.ML.Data;\n\npublic class SensorData\n{\n    public float Value { get; set; }\n    public float IsFaulty { get; set; } \/\/ 0: \uc815\uc0c1, 1: \uace0\uc7a5\n}\n\npublic class Prediction\n{\n    [ColumnName(\"Score\")]\n    public float IsFaulty { get; set; }\n}\n\npublic class PredictiveMaintenance\n{\n    private MLContext mlContext;\n\n    public PredictiveMaintenance()\n    {\n        mlContext = new MLContext();\n    }\n\n    public void TrainModel(string dataPath)\n    {\n        IDataView dataView = mlContext.Data.LoadFromTextFile<sensordata>(dataPath, separatorChar: ',', hasHeader: true);\n        var pipeline = mlContext.Transforms.Concatenate(\"Features\", \"Value\")\n            .Append(mlContext.BinaryClassification.Trainers.SdcaLogisticRegression(labelColumnName: \"IsFaulty\", maximumNumberOfIterations: 100));\n\n        var model = pipeline.Fit(dataView);\n        mlContext.Model.Save(model, dataView.Schema, \"model.zip\");\n    }\n\n    public float Predict(float sensorValue)\n    {\n        ITransformer trainedModel = mlContext.Model.Load(\"model.zip\", out var modelInputSchema);\n        var predictor = mlContext.Model.CreatePredictionEngine<sensordata, prediction=\"\">(trainedModel);\n        var prediction = predictor.Predict(new SensorData() { Value = sensorValue });\n\n        return prediction.IsFaulty;\n    }\n}\n        <\/sensordata,><\/sensordata><\/code><\/pre>\n<h3>4.5 \uc54c\ub9bc \uc2dc\uc2a4\ud15c<\/h3>\n<p>\n            \uace0\uc7a5\uc774 \uc608\uce21\ub418\uba74 \uc0ac\uc6a9\uc790\uc5d0\uac8c \uc54c\ub9bc\uc744 \ubcf4\ub0b4\ub294 \uc54c\ub9bc \uc2dc\uc2a4\ud15c\uc744 \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uba54\uc77c\uc774\ub098 \ubb38\uc790 \uba54\uc2dc\uc9c0\ub97c \ud1b5\ud574 \uc0ac\uc6a9\uc790\uac00 \uc989\uc2dc \uc54c\ub9bc\uc744 \ubc1b\uc744 \uc218 \uc788\ub3c4\ub85d \uc124\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798\ub294 \uc774\uba54\uc77c \uc804\uc1a1\uc744 \uc704\ud55c \uae30\ubcf8\uc801\uc778 C# \ucf54\ub4dc \uc608\uc81c\uc785\ub2c8\ub2e4.\n        <\/p>\n<pre><code class=\"language-csharp\">\nusing System.Net;\nusing System.Net.Mail;\n\npublic class NotificationService\n{\n    public void SendNotification(string email, string message)\n    {\n        MailMessage mail = new MailMessage(\"your-email@example.com\", email)\n        {\n            Subject = \"\uc608\uce21 \uc720\uc9c0\ubcf4\uc218 \uc54c\ub9bc\",\n            Body = message,\n            IsBodyHtml = true,\n        };\n\n        SmtpClient smtpClient = new SmtpClient(\"smtp.example.com\")\n        {\n            Port = 587,\n            Credentials = new NetworkCredential(\"your-email@example.com\", \"your-email-password\"),\n            EnableSsl = true,\n        };\n\n        smtpClient.Send(mail);\n    }\n}\n        <\/code><\/pre>\n<\/section>\n<section>\n<h2>5. \uacb0\ub860<\/h2>\n<p>\n            \uc608\uce21 \uc720\uc9c0\ubcf4\uc218 \uc2dc\uc2a4\ud15c\uc740 \uc81c\uc870\uc5c5\uccb4\uac00 \uc7a5\ube44\uc758 \uac00\uc6a9\uc131\uc744 \uadf9\ub300\ud654\ud558\uace0 \ube44\uc6a9\uc744 \uc808\uac10\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. C#\uc744 \uc774\uc6a9\ud558\uc5ec \uc608\uce21 \uc720\uc9c0\ubcf4\uc218 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uba74 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \uc218\uc9d1, \ud6a8\uc728\uc801\uc778 \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \uc801\uc2dc \uc54c\ub9bc \uae30\ub2a5\uc744 \ud1b5\ud574 \uc6b4\uc601\uc744 \ucd5c\uc801\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 C#\uc73c\ub85c \uc608\uce21 \uc720\uc9c0\ubcf4\uc218 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ud604\ud558\ub294 \uae30\ubcf8\uc801\uc778 \ubc29\ubc95\uc744 \uc124\uba85\ud558\uc600\uc9c0\ub9cc, \uc2e4\uc81c \ud658\uacbd\uc5d0\uc11c\ub294 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \ubd84\uc11d \uae30\ubc95\uacfc \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub354\uc6b1 \uc815\uad50\ud55c \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uae30\uc5c5\uc740 \ub354\uc6b1 \uc548\uc804\ud558\uace0 \ud6a8\uc728\uc801\uc778 \uc81c\uc870 \ud658\uacbd\uc744 \uc870\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n        <\/p>\n<\/section>\n<\/article>\n<p><!-- HTML End --><\/p>\n","protected":false},"excerpt":{"rendered":"<p>1. \uc11c\ub860 \uc608\uce21 \uc720\uc9c0\ubcf4\uc218(Predictive Maintenance, PdM)\ub294 \uc81c\uc870\uc5c5\uccb4\uac00 \uc7a5\ube44\uc758 \uace0\uc7a5\uc744 \ubbf8\ub9ac \uc608\uce21\ud558\uace0 \uc774\ub97c \uc608\ubc29\ud558\uae30 \uc704\ud55c \uc804\ub7b5\uc801 \uc694\uc18c\uc785\ub2c8\ub2e4. \uc804\ud1b5\uc801\uc778 \uc720\uc9c0\ubcf4\uc218 \ubc29\uc2dd\uc740 \uc815\uae30 \uc720\uc9c0\ubcf4\uc218\uc640 \uace0\uc7a5 \uae30\ubc18 \uc720\uc9c0\ubcf4\uc218\ub85c \ub098\ub258\uba70, \uc804\uc790\ub294 \uace0\uc7a5\uc744 \uc608\ubc29\ud558\uae30 \uc704\ud574 \uc815\uae30\uc801\uc73c\ub85c \uc720\uc9c0\ubcf4\uc218\ub97c \uc218\ud589\ud558\uace0, \ud6c4\uc790\ub294 \uace0\uc7a5\uc774 \ubc1c\uc0dd\ud55c \ud6c4 \uc989\uac01\uc801\uc73c\ub85c \uc720\uc9c0\ubcf4\uc218\ub97c \uc2dc\ud589\ud569\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc774 \ub450 \uac00\uc9c0 \ubc29\ubc95 \ubaa8\ub450 \uc7a5\ube44\uc758 \uac00\ub3d9\ub960\uc744 \ub5a8\uc5b4\ub728\ub9ac\uace0, \ube44\uc6a9 \ud6a8\uc728\uc131\uc774 \ub0ae\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/41798\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;9.C#\uc73c\ub85c \uad6c\ud604\ud558\ub294 \uc608\uce21 \uc720\uc9c0\ubcf4\uc218 \uc2dc\uc2a4\ud15c, \uc608\uce21 \uc720\uc9c0\ubcf4\uc218\uc758 \uac1c\ub150\uacfc \ud544\uc694\uc131&#8221;<\/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-41798","post","type-post","status-publish","format-standard","hentry","category-mes"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - 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