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DoubleExponentialMovingAverage.cs
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DoubleExponentialMovingAverage.cs
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/*
* QUANTCONNECT.COM - Democratizing Finance, Empowering Individuals.
* Lean Algorithmic Trading Engine v2.0. Copyright 2014 QuantConnect Corporation.
*
* Licensed under the Apache License, Version 2.0 (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.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
namespace QuantConnect.Indicators
{
/// <summary>
/// This indicator computes the Double Exponential Moving Average (DEMA).
/// The Double Exponential Moving Average is calculated with the following formula:
/// EMA2 = EMA(EMA(t,period),period)
/// DEMA = 2 * EMA(t,period) - EMA2
/// The Generalized DEMA (GD) is calculated with the following formula:
/// GD = (volumeFactor+1) * EMA(t,period) - volumeFactor * EMA2
/// </summary>
public class DoubleExponentialMovingAverage : IndicatorBase<IndicatorDataPoint>, IIndicatorWarmUpPeriodProvider
{
private readonly int _period;
private readonly decimal _volumeFactor;
private readonly ExponentialMovingAverage _ema1;
private readonly ExponentialMovingAverage _ema2;
/// <summary>
/// Initializes a new instance of the <see cref="DoubleExponentialMovingAverage"/> class using the specified name and period.
/// </summary>
/// <param name="name">The name of this indicator</param>
/// <param name="period">The period of the DEMA</param>
/// <param name="volumeFactor">The volume factor of the DEMA (value must be in the [0,1] range, set to 1 for standard DEMA)</param>
public DoubleExponentialMovingAverage(string name, int period, decimal volumeFactor = 1m)
: base(name)
{
_period = period;
_volumeFactor = volumeFactor;
_ema1 = new ExponentialMovingAverage(name + "_1", period);
_ema2 = new ExponentialMovingAverage(name + "_2", period);
}
/// <summary>
/// Initializes a new instance of the <see cref="DoubleExponentialMovingAverage"/> class using the specified period.
/// </summary>
/// <param name="period">The period of the DEMA</param>
/// <param name="volumeFactor">The volume factor of the DEMA (value must be in the [0,1] range, set to 1 for standard DEMA)</param>
public DoubleExponentialMovingAverage(int period, decimal volumeFactor = 1m)
: this($"DEMA({period})", period, volumeFactor)
{
}
/// <summary>
/// Gets a flag indicating when this indicator is ready and fully initialized
/// </summary>
public override bool IsReady => Samples > 2 * (_period - 1);
/// <summary>
/// Required period, in data points, for the indicator to be ready and fully initialized.
/// </summary>
public int WarmUpPeriod => 1 + 2 * (_period - 1);
/// <summary>
/// Computes the next value of this indicator from the given state
/// </summary>
/// <param name="input">The input given to the indicator</param>
/// <returns>A new value for this indicator</returns>
protected override decimal ComputeNextValue(IndicatorDataPoint input)
{
_ema1.Update(input);
if (!_ema1.IsReady)
return _ema1;
_ema2.Update(_ema1.Current);
return (_volumeFactor + 1) * _ema1 - _volumeFactor * _ema2;
}
/// <summary>
/// Resets this indicator to its initial state
/// </summary>
public override void Reset()
{
_ema1.Reset();
_ema2.Reset();
base.Reset();
}
}
}