/* * 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. */ using System; namespace QuantConnect.Indicators { /// /// This indicator computes the n-period adaptive weighted moving average indicator. /// VIDYAi = Pricei x F x ABS(CMOi) + VIDYAi-1 x (1 - F x ABS(CMOi)) /// where: /// VIDYAi - is the value of the current period. /// Pricei - is the source price of the period being calculated. /// F = 2/(Period_EMA+1) - is a smoothing factor. /// ABS(CMOi) - is the absolute current value of CMO. /// VIDYAi-1 - is the value of the period immediately preceding the period being calculated. /// public class VariableIndexDynamicAverage : WindowIndicator, IIndicatorWarmUpPeriodProvider { private decimal _vidya; private ChandeMomentumOscillator _CMO; private readonly decimal _smoothingFactor; /// /// Initializes a new instance of the class using the specified period. /// /// The period of the indicator public VariableIndexDynamicAverage(int period) : this($"VIDYA({period})", period) { } /// /// Initializes a new instance of the class using the specified name and period. /// /// The name of this indicator /// The period of the indicator public VariableIndexDynamicAverage(string name, int period) : base(name, period) { _CMO = new ChandeMomentumOscillator(period); _smoothingFactor = 2m / (period + 1); } /// /// Gets a flag indicating when this indicator is ready and fully initialized /// public override bool IsReady => Samples > Period; /// /// Required period, in data points, for the indicator to be ready and fully initialized. /// public override int WarmUpPeriod => Period + 1; /// /// Computes the next value of this indicator from the given state /// /// The input given to the indicator /// The window for the input history /// A new value for this indicator protected override decimal ComputeNextValue(IReadOnlyWindow window, IndicatorDataPoint input) { _CMO.Update(input); if (!IsReady) { _vidya = input.Value; return 0m; } var absCMO = Math.Abs(_CMO.Current.Value / 100); _vidya = (input.Value * _smoothingFactor * absCMO) + (_vidya * (1 - _smoothingFactor * absCMO)); return _vidya; } /// /// Resets this indicator to its initial state /// public override void Reset() { _vidya = 0; _CMO.Reset(); base.Reset(); } } }