//******************************************************************************************************
// FrequencyExcursion.cs - Gbtc
//
// Copyright © 2012, Grid Protection Alliance. All Rights Reserved.
//
// Licensed to the Grid Protection Alliance (GPA) under one or more contributor license agreements. See
// the NOTICE file distributed with this work for additional information regarding copyright ownership.
// The GPA licenses this file to you under the MIT License (MIT), the "License"; you may
// not use this file except in compliance with the License. You may obtain a copy of the License at:
//
// http://www.opensource.org/licenses/MIT
//
// Unless agreed to in writing, the subject software distributed under the License is distributed on an
// "AS-IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. Refer to the
// License for the specific language governing permissions and limitations.
//
// Code Modification History:
// ----------------------------------------------------------------------------------------------------
// 09/29/2009 - Jian (Ryan) Zuo
// Generated original version of source code.
// 10/19/2009 - J. Ritchie Carroll
// Migrated code to action adapter type.
// 04/12/2010 - J. Ritchie Carroll
// Performed full code review, optimization and further abstracted code for excursion detection.
// 12/13/2012 - Starlynn Danyelle Gilliam
// Modified Header.
//
//******************************************************************************************************
using System;
using System.Collections.Generic;
using System.ComponentModel;
using System.Linq;
using System.Text;
using GSF.Diagnostics;
using GSF.TimeSeries;
using GSF.TimeSeries.Adapters;
using GSF.Units.EE;
using PhasorProtocolAdapters;
namespace PowerCalculations.EventDetection
{
///
/// Defines the type of frequency excursion detected.
///
public enum ExcursionType
{
///
/// Generation based frequency excursion.
///
GenerationTrip,
///
/// Load based frequency excursion.
///
LoadTrip
}
///
/// Represents an algorithm that detects frequency excursions.
///
[Description("Frequency Excursion: Detects frequency excursions in synchrophasor data")]
public class FrequencyExcursion : CalculatedMeasurementBase
{
#region [ Members ]
// Fields
private double m_estimateTriggerThreshold; // Threshold for detecting abnormal excursion in frequency
private int m_analysisWindowSize; // Analysis Window Size
private int m_analysisInterval; // Analysis Interval
private int m_consecutiveDetections; // Consecutive detections used to determine if the alarm is true or false
private double m_powerEstimateRatio; // Ratio used to calculate the total estimated MW change from frequency
private int m_alarmProhibitCounter; // Counter to prevent duplicated alarms
private int m_alarmProhibitPeriod; // Period to prevent duplicated alarms
private List m_frequencies; // Frequency measurement values
private List m_timeStamps; // Timestamps of frequencies
private int m_minimumValidChannels; // Minimum frequency values needed to perform a valid calculation
private int m_detectedExcursions; // Number of detected excursions
private long m_count; // Published frame count
// Important: Make sure output definition defines points in the following order
private enum Output
{
WarningSignal,
FrequencyDelta,
TypeOfExcursion,
EstimatedSize
}
#endregion
#region [ Properties ]
///
/// Gets or sets the threshold for detecting an abnormal excursion in frequency.
///
[ConnectionStringParameter,
Description("Define the threshold for detecting an abnormal excursion in frequency."),
DefaultValue(0.0256D)]
public double EstimateTriggerThreshold
{
get
{
return m_estimateTriggerThreshold;
}
set
{
m_estimateTriggerThreshold = value;
}
}
///
/// Gets or sets the number of frames to be analyzed at any given time.
///
[ConnectionStringParameter,
Description("Define the number of frames to be analyzed at any given time. The default value is 4 times the frame-rate defined in the connection string for this Frequency Excursion."),
DefaultValue("")]
public int AnalysisWindowSize
{
get
{
return m_analysisWindowSize;
}
set
{
m_analysisWindowSize = value;
}
}
///
/// Gets or sets the interval between adjacent calculations.
///
[ConnectionStringParameter,
Description("Define the interval between adjacent calculations. The default value is the frame-rate defined in the connection string for this Frequency Excursion."),
DefaultValue("")]
public int AnalysisInterval
{
get
{
return m_analysisInterval;
}
set
{
m_analysisInterval = value;
}
}
///
/// Gets or sets the minimum number of consecutive excursions needed in order to trip the alarm.
///
[ConnectionStringParameter,
Description("Define the minimum number of consecutive excursions needed in order to trip the alarm."),
DefaultValue(2)]
public int ConsecutiveDetections
{
get
{
return m_consecutiveDetections;
}
set
{
m_consecutiveDetections = value;
}
}
///
/// Gets or sets the minimum frequency values needed to perform a valid calculation.
///
[ConnectionStringParameter,
Description("Define the minimum frequency values needed to perform a valid calculation."),
DefaultValue(3)]
public int MinimumValidChannels
{
get
{
return m_minimumValidChannels;
}
set
{
m_minimumValidChannels = value;
}
}
///
/// Gets or sets the ratio used to calculate the total estimated MW change from frequency.
///
[ConnectionStringParameter,
Description("Define the ratio used to calculate the total estimated MW change from frequency."),
DefaultValue(19530.0D)]
public double PowerEstimateRatio
{
get
{
return m_powerEstimateRatio;
}
set
{
m_powerEstimateRatio = value;
}
}
///
/// Gets or sets the period used to prevent duplicate alarms.
///
[ConnectionStringParameter,
Description("Define the period used to prevent duplicate alarms."),
DefaultValue(20)]
public int AlarmProhibitPeriod
{
get
{
return m_alarmProhibitPeriod / FramesPerSecond;
}
set
{
m_alarmProhibitPeriod = value * FramesPerSecond;
}
}
///
/// Returns the detailed status of the detector.
///
public override string Status
{
get
{
StringBuilder status = new StringBuilder();
status.AppendFormat("Estimate trigger threshold: {0}", m_estimateTriggerThreshold);
status.AppendLine();
status.AppendFormat(" Analysis window size: {0}", m_analysisWindowSize);
status.AppendLine();
status.AppendFormat(" Analysis interval: {0}", m_analysisInterval);
status.AppendLine();
status.AppendFormat(" Detections before alarm: {0}", m_consecutiveDetections);
status.AppendLine();
status.AppendFormat(" Minimum valid frequencies: {0}", m_minimumValidChannels);
status.AppendLine();
status.AppendFormat(" Power estimate ratio: {0}MW", m_powerEstimateRatio);
status.AppendLine();
status.AppendFormat(" Minimum alarm interval: {0} seconds", (int)(m_alarmProhibitPeriod / FramesPerSecond));
status.AppendLine();
status.Append(base.Status);
return status.ToString();
}
}
#endregion
#region [ Methods ]
///
/// Initializes the detector.
///
public override void Initialize()
{
base.Initialize();
Dictionary settings = Settings;
string setting;
//
//
//
//
//
//
//
// Load required parameters
if (settings.TryGetValue("estimateTriggerThreshold", out setting))
m_estimateTriggerThreshold = double.Parse(setting);
else
m_estimateTriggerThreshold = 0.0256D;
if (settings.TryGetValue("analysisWindowSize", out setting))
m_analysisWindowSize = int.Parse(setting);
else
m_analysisWindowSize = 4 * FramesPerSecond;
if (settings.TryGetValue("analysisInterval", out setting))
m_analysisInterval = int.Parse(setting);
else
m_analysisInterval = FramesPerSecond;
if (settings.TryGetValue("consecutiveDetections", out setting))
m_consecutiveDetections = int.Parse(setting);
else
m_consecutiveDetections = 2;
if (settings.TryGetValue("minimumValidChannels", out setting))
m_minimumValidChannels = int.Parse(setting);
else
m_minimumValidChannels = 3;
if (settings.TryGetValue("powerEstimateRatio", out setting))
m_powerEstimateRatio = double.Parse(setting);
else
m_powerEstimateRatio = 19530.0D;
if (settings.TryGetValue("minimumAlarmInterval", out setting))
m_alarmProhibitPeriod = int.Parse(setting) * FramesPerSecond;
else
m_alarmProhibitPeriod = 20 * FramesPerSecond;
m_frequencies = new List();
m_timeStamps = new List();
// Validate input measurements
List validInputMeasurementKeys = new List();
for (int i = 0; i < InputMeasurementKeys.Length; i++)
{
if (InputMeasurementKeyTypes[i] == SignalType.FREQ)
validInputMeasurementKeys.Add(InputMeasurementKeys[i]);
}
if (validInputMeasurementKeys.Count == 0)
throw new InvalidOperationException("No valid frequency measurements were specified as inputs to the frequency excursion detector.");
if (validInputMeasurementKeys.Count < m_minimumValidChannels)
throw new InvalidOperationException($"Minimum valid frequency measurements (i.e., \"minimumValidChannels\") for the frequency excursion detector is currently set to {m_minimumValidChannels}, only {validInputMeasurementKeys.Count} {(validInputMeasurementKeys.Count == 1 ? "was" : "were")} defined.");
// Make sure only frequencies are used as input
InputMeasurementKeys = validInputMeasurementKeys.ToArray();
// Validate output measurements
if (OutputMeasurements.Length < Enum.GetValues(typeof(Output)).Length)
throw new InvalidOperationException("Not enough output measurements were specified for the frequency excursion detector, expecting measurements for \"Warning Signal Status (0 = Not Signaled, 1 = Signaled)\", \"Frequency Delta\", \"Type of Excursion (0 = Gen Trip, 1 = Load Trip)\" and \"Estimated Size (MW)\" - in this order.");
}
///
/// Publishes the of time-aligned collection of values that arrived within the
/// adapter's defined .
///
/// of measurements with the same timestamp that arrived within that are ready for processing.
/// Index of within a second ranging from zero to - 1.
protected override void PublishFrame(IFrame frame, int index)
{
double averageFrequency = double.NaN;
// Increment frame counter
m_count++;
if (m_alarmProhibitCounter > 0)
m_alarmProhibitCounter--;
// Calculate the average of all the frequencies that arrived in this frame
if (frame.Measurements.Count > 0)
averageFrequency = frame.Measurements.Select(m => m.Value.AdjustedValue).Average();
// Track new frequency and its timestamp
m_frequencies.Add(averageFrequency);
m_timeStamps.Add(frame.Timestamp);
// Maintain analysis window size
while (m_frequencies.Count > m_analysisWindowSize)
{
m_frequencies.RemoveAt(0);
m_timeStamps.RemoveAt(0);
}
if (m_count % m_analysisInterval == 0 && m_frequencies.Count == m_analysisWindowSize)
{
double frequency1 = m_frequencies[0];
double frequency2 = m_frequencies[m_analysisWindowSize - 1];
double frequencyDelta = 0.0D, estimatedSize = 0.0D;
ExcursionType typeofExcursion = ExcursionType.GenerationTrip;
bool warningSignaled = false;
if (!double.IsNaN(frequency1) && !double.IsNaN(frequency2))
{
frequencyDelta = frequency2 - frequency1;
if (Math.Abs(frequencyDelta) > m_estimateTriggerThreshold)
m_detectedExcursions++;
else
m_detectedExcursions = 0;
if (m_detectedExcursions >= m_consecutiveDetections)
{
typeofExcursion = (frequency1 > frequency2 ? ExcursionType.GenerationTrip : ExcursionType.LoadTrip);
estimatedSize = Math.Abs(frequencyDelta) * m_powerEstimateRatio;
// Display frequency excursion detection warning
if (m_alarmProhibitCounter == 0)
{
OutputFrequencyWarning(m_timeStamps[0], frequencyDelta, typeofExcursion, estimatedSize);
m_alarmProhibitCounter = m_alarmProhibitPeriod;
}
warningSignaled = true;
}
}
// Expose output measurement values
IMeasurement[] outputMeasurements = OutputMeasurements;
OnNewMeasurements(new IMeasurement[]
{
Measurement.Clone(outputMeasurements[(int)Output.WarningSignal], warningSignaled ? 1.0D : 0.0D, frame.Timestamp),
Measurement.Clone(outputMeasurements[(int)Output.FrequencyDelta], frequencyDelta, frame.Timestamp),
Measurement.Clone(outputMeasurements[(int)Output.TypeOfExcursion], (int)typeofExcursion, frame.Timestamp),
Measurement.Clone(outputMeasurements[(int)Output.EstimatedSize], estimatedSize, frame.Timestamp)
});
}
}
private void OutputFrequencyWarning(DateTime timestamp, double delta, ExcursionType typeOfExcursion, double totalAmount)
{
OnStatusMessage(MessageLevel.Info, $"Frequency excursion detected!\r\n Time = {timestamp:dd-MMM-yyyy HH:mm:ss.fff}\r\n Delta = {delta}\r\n Type = {typeOfExcursion}\r\n Estimated Size = {totalAmount:0.00}MW\r\n");
}
#endregion
}
}