165 lines
7.1 KiB
C#
165 lines
7.1 KiB
C#
/*
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* QUANTCONNECT.COM - Democratizing Finance, Empowering Individuals.
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* Lean Algorithmic Trading Engine v2.0. Copyright 2014 QuantConnect Corporation.
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*
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* Licensed under the Apache License, Version 2.0 (the "License");
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* you may not use this file except in compliance with the License.
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* You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing, software
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* distributed under the License is distributed on an "AS IS" BASIS,
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* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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* See the License for the specific language governing permissions and
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* limitations under the License.
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*/
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namespace QuantConnect.Indicators
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{
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/// <summary>
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/// This indicator creates a moving average (middle band) with an upper band and lower band
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/// fixed at k standard deviations above and below the moving average.
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/// </summary>
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public class BollingerBands : Indicator, IIndicatorWarmUpPeriodProvider
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{
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/// <summary>
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/// Gets the type of moving average
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/// </summary>
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public MovingAverageType MovingAverageType { get; }
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/// <summary>
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/// Gets the standard deviation
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/// </summary>
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public IndicatorBase<IndicatorDataPoint> StandardDeviation { get; }
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/// <summary>
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/// Gets the middle Bollinger band (moving average)
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/// </summary>
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public IndicatorBase<IndicatorDataPoint> MiddleBand { get; }
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/// <summary>
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/// Gets the upper Bollinger band (middleBand + k * stdDev)
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/// </summary>
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public IndicatorBase<IndicatorDataPoint> UpperBand { get; }
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/// <summary>
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/// Gets the lower Bollinger band (middleBand - k * stdDev)
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/// </summary>
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public IndicatorBase<IndicatorDataPoint> LowerBand { get; }
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/// <summary>
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/// Gets the Bollinger BandWidth indicator
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/// BandWidth = ((Upper Band - Lower Band) / Middle Band) * 100
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/// </summary>
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public IndicatorBase<IndicatorDataPoint> BandWidth { get; }
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/// <summary>
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/// Gets the Bollinger %B
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/// %B = (Price - Lower Band)/(Upper Band - Lower Band)
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/// </summary>
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public IndicatorBase<IndicatorDataPoint> PercentB { get; }
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/// <summary>
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/// Gets the Price level
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/// </summary>
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public IndicatorBase<IndicatorDataPoint> Price { get; }
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/// <summary>
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/// Initializes a new instance of the BollingerBands class
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/// </summary>
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/// <param name="period">The period of the standard deviation and moving average (middle band)</param>
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/// <param name="k">The number of standard deviations specifying the distance between the middle band and upper or lower bands</param>
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/// <param name="movingAverageType">The type of moving average to be used</param>
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public BollingerBands(int period, decimal k, MovingAverageType movingAverageType = MovingAverageType.Simple)
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: this($"BB({period},{k})", period, k, movingAverageType)
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{
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}
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/// <summary>
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/// Initializes a new instance of the BollingerBands class
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/// </summary>
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/// <param name="name">The name of this indicator</param>
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/// <param name="period">The period of the standard deviation and moving average (middle band)</param>
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/// <param name="k">The number of standard deviations specifying the distance between the middle band and upper or lower bands</param>
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/// <param name="movingAverageType">The type of moving average to be used</param>
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public BollingerBands(string name, int period, decimal k, MovingAverageType movingAverageType = MovingAverageType.Simple)
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: base(name)
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{
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WarmUpPeriod = period;
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MovingAverageType = movingAverageType;
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StandardDeviation = new StandardDeviation(name + "_StandardDeviation", period);
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MiddleBand = movingAverageType.AsIndicator(name + "_MiddleBand", period);
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LowerBand = MiddleBand.Minus(StandardDeviation.Times(k), name + "_LowerBand");
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UpperBand = MiddleBand.Plus(StandardDeviation.Times(k), name + "_UpperBand");
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var UpperMinusLower = UpperBand.Minus(LowerBand);
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BandWidth = UpperMinusLower
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.Over(MiddleBand)
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.Times(new ConstantIndicator<IndicatorDataPoint>("ct", 100m), name + "_BandWidth");
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Price = new Identity(name + "_Close");
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PercentB = IndicatorExtensions.Over(
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Price.Minus(LowerBand),
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UpperMinusLower,
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name + "_%B");
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}
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/// <summary>
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/// Gets a flag indicating when this indicator is ready and fully initialized
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/// </summary>
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public override bool IsReady => MiddleBand.IsReady && UpperBand.IsReady && LowerBand.IsReady && BandWidth.IsReady && PercentB.IsReady;
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/// <summary>
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/// Required period, in data points, for the indicator to be ready and fully initialized.
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/// </summary>
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public int WarmUpPeriod { get; }
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/// <summary>
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/// Computes the next value of the following sub-indicators from the given state:
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/// StandardDeviation, MiddleBand, UpperBand, LowerBand, BandWidth, %B
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/// </summary>
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/// <param name="input">The input given to the indicator</param>
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/// <returns>The input is returned unmodified.</returns>
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protected override decimal ComputeNextValue(IndicatorDataPoint input)
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{
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StandardDeviation.Update(input);
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MiddleBand.Update(input);
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Price.Update(input);
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return input.Value;
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}
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/// <summary>
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/// Validate and Compute the next value for this indicator
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/// </summary>
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/// <param name="input">Input for this indicator</param>
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/// <returns><see cref="IndicatorResult"/> of this update</returns>
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/// <remarks>Override implemented to handle GH issue #4927</remarks>
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protected override IndicatorResult ValidateAndComputeNextValue(IndicatorDataPoint input)
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{
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// Update our Indicators
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var value = ComputeNextValue(input);
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// If the STD = 0, we know that the our PercentB indicator will fail to update. This is
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// because the denominator will be 0. When this is the case after fully ready we do not
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// want the BollingerBands to emit an update because its PercentB property will be stale.
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return IsReady && StandardDeviation.Current.Value == 0
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? new IndicatorResult(value, IndicatorStatus.MathError)
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: new IndicatorResult(value);
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}
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/// <summary>
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/// Resets this indicator and all sub-indicators (StandardDeviation, LowerBand, MiddleBand, UpperBand, BandWidth, %B)
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/// </summary>
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public override void Reset()
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{
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StandardDeviation.Reset();
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MiddleBand.Reset();
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UpperBand.Reset();
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LowerBand.Reset();
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BandWidth.Reset();
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PercentB.Reset();
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base.Reset();
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}
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}
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}
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