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function trendPrediction() {

  const trendPredictionInput = document.getElementById('trendPredictionInput').value;

  // region request for training model.
  const xhr = new XMLHttpRequest();
  xhr.open('POST', `/api/trendprediction/v3/trainAndPredict`, true);
  xhr.setRequestHeader('Content-Type', 'application/json');
  xhr.setRequestHeader('X-XSRF-TOKEN', getCookie("XSRF-TOKEN"));
  xhr.onreadystatechange = function() {
    if (xhr.readyState != 4) return;

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      console.log(xhr.status + ': ' + xhr.statusText);
    }
    else {
      console.log(xhr.responseText);

      const response = JSON.parse(xhr.responseText);
      document.getElementById('trendPrediction-result').textContent = JSON.stringify(response, undefined, 4);
    }
  }
  xhr.send(trendPredictionInput);
  // endregion.
}

function trendPredictionTime() {

  const trendPredictionInputTime = document.getElementById('trendPredictionInputTime').value;

  // region request for training model.
  const xhr = new XMLHttpRequest();
  xhr.open('POST', `/api/trendprediction/v3/trainAndPredict`, true);
  xhr.setRequestHeader('Content-Type', 'application/json');
  xhr.setRequestHeader('X-XSRF-TOKEN', getCookie("XSRF-TOKEN"));
  xhr.onreadystatechange = function() {
    if (xhr.readyState != 4) return;

    if (xhr.status != 200 && xhr.status != 201) {
      console.log(xhr.status + ': ' + xhr.statusText);
    }
    else {
      console.log(xhr.responseText);
      const response = JSON.parse(xhr.responseText);
      document.getElementById('trendPrediction-result').textContent = JSON.stringify(response, undefined, 4);
    }
  }
  xhr.send(trendPredictionInputTime);
  // endregion.
}

function getCookie(cname) {
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    var ca = decodedCookie.split(';');
    for(var i = 0; i <ca.length; i++) {
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document.addEventListener('DOMContentLoaded', () => {
  document.getElementById('trendPredictionInput').value = JSON.stringify({
  "modelConfiguration": {
    "polynomialDegree": 2
  },
  "metadataConfiguration": {
    "outputVariable": {
      "entityId": "turbine1",
      "propertySetName": "monitoringModule",
      "propertyName": "powerOutputSensor"
    },
    "inputVariables": [
      {
        "entityId": "turbine1",
        "propertySetName": "combustionSubpart1",
        "propertyName": "temperature"
      },
      {
        "entityId": "turbine1",
        "propertySetName": "combustionSubpart1",
        "propertyName": "pressure"
      }
    ]
  },
  "trainingData": [
    {
      "variable": {
        "entityId": "turbine1",
        "propertySetName": "monitoringModule"
      },
      "timeSeries": [
        {
          "_time": "2017-10-01T12:00:00.001Z",
          "powerOutputSensor": "20.0"
        },
        {
          "_time": "2017-10-01T12:00:00.002Z",
          "powerOutputSensor": "21.0"
        },
        {
          "_time": "2017-10-01T12:00:00.003Z",
          "powerOutputSensor": "33.0"
        },
        {
          "_time": "2017-10-01T12:00:00.001Z",
          "powerOutputSensor": "42.0"
        },
        {
          "_time": "2017-10-01T12:00:00.002Z",
          "powerOutputSensor": "56.0"
        },
        {
          "_time": "2017-10-01T12:00:00.003Z",
          "powerOutputSensor": "17.0"
        }
      ]
    },
    {
      "variable": {
        "entityId": "turbine1",
        "propertySetName": "combustionSubpart1"
      },
      "timeSeries": [
        {
          "_time": "2017-10-01T12:00:00.001Z",
          "temperature": "20.0",
          "pressure": "210.0"
        },
        {
          "_time": "2017-10-01T12:00:00.002Z",
          "temperature": "19.0",
          "pressure": "131.0"
        },
        {
          "_time": "2017-10-01T12:00:00.003Z",
          "temperature": "12.0",
          "pressure": "772.0"
        },
        {
          "_time": "2017-10-01T12:00:00.001Z",
          "temperature": "10.0",
          "pressure": "897.0"
        },
        {
          "_time": "2017-10-01T12:00:00.002Z",
          "temperature": "28.0",
          "pressure": "330.0"
        },
        {
          "_time": "2017-10-01T12:00:00.003Z",
          "temperature": "33.0",
          "pressure": "572.0"
        }
      ]
    }
  ],
  "predictionData": [
    {
      "variable": {
        "entityId": "turbine1",
        "propertySetName": "combustionSubpart1"
      },
      "timeSeries": [
        {
          "_time": "2018-10-01T12:00:00.004Z",
          "temperature": "20.0",
          "pressure": "10.0"
        },
        {
          "_time": "2018-10-01T12:00:00.005Z",
          "temperature": "21.0",
          "pressure": "11.0"
        },
        {
          "_time": "2018-10-01T12:00:00.006Z",
          "temperature": "23.0",
          "pressure": "12.0"
        }
      ]
    }
  ]
}, undefined, 4);
});

document.addEventListener('DOMContentLoaded', () => {
  document.getElementById('trendPredictionInputTime').value = JSON.stringify({
  "modelConfiguration": {
    "polynomialDegree": 4
  },
  "metadataConfiguration": {
    "outputVariable": {
      "entityId": 66,
      "propertySetName": "temperature2",
      "propertyName": "y"
    },
    "inputVariables": [{
      "entityId": 66,
      "propertySetName": "temperature2",
      "propertyName": "_time"
    }, {
      "entityId": 66,
      "propertySetName": "temperature2",
      "propertyName": "x1"
    }]
  },
  "trainingData": [{
    "variable": {
      "entityId": "66",
      "propertySetName": "temperature2"
    },
    "timeSeries": [{
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      "_time": "2017-01-01T02:00:02Z",
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      "x1_qc": 0.0,
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      "y_qc": 0.0
    }, {
      "_time": "2017-01-01T02:00:03Z",
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      "_time": "2017-01-01T02:00:05Z",
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      "_time": "2017-01-01T02:00:06Z",
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      "_time": "2017-01-01T02:00:07Z",
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      "_time": "2017-01-01T02:00:10Z",
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      "x1_qc": 0.0,
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      "y_qc": 0.0
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      "_time": "2017-01-01T02:00:11Z",
      "x1": 118.0,
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      "_time": "2017-01-01T02:00:12Z",
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      "_time": "2017-01-01T02:00:13Z",
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}, undefined, 4);
});

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Last update: March 5, 2019