#region License Information
/* HeuristicLab
* Copyright (C) 2002-2017 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
*
* This file is part of HeuristicLab.
*
* HeuristicLab is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* HeuristicLab is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with HeuristicLab. If not, see .
*/
#endregion
using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
using HeuristicLab.Common;
using HeuristicLab.Core;
using HeuristicLab.Data;
using HeuristicLab.Operators;
using HeuristicLab.Optimization;
using HeuristicLab.Parameters;
using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
namespace HeuristicLab.Encodings.RealVectorEncoding {
[Item("RealVectorVelocityInitializer", "Initializes the velocity vector.")]
[StorableClass]
public class RealVectorVelocityInitializer : SingleSuccessorOperator, IStochasticOperator {
#region Parameters
public ILookupParameter RandomParameter {
get { return (ILookupParameter)Parameters["Random"]; }
}
public IValueLookupParameter BoundsParameter {
get { return (IValueLookupParameter)Parameters["Bounds"]; }
}
public ILookupParameter RealVectorParameter {
get { return (ILookupParameter)Parameters["RealVector"]; }
}
public ILookupParameter VelocityParameter {
get { return (ILookupParameter)Parameters["Velocity"]; }
}
#endregion
#region Construction & Cloning
[StorableConstructor]
protected RealVectorVelocityInitializer(bool deserializing) : base(deserializing) { }
protected RealVectorVelocityInitializer(RealVectorVelocityInitializer original, Cloner cloner) : base(original, cloner) { }
public RealVectorVelocityInitializer()
: base() {
Parameters.Add(new LookupParameter("Random", "The random number generator to use."));
Parameters.Add(new ValueLookupParameter("Bounds", "The lower and upper bounds in each dimension."));
Parameters.Add(new LookupParameter("RealVector", "Particle's current solution"));
Parameters.Add(new LookupParameter("Velocity", "Particle's current velocity."));
}
public override IDeepCloneable Clone(Cloner cloner) {
return new RealVectorVelocityInitializer(this, cloner);
}
#endregion
public override IOperation Apply() {
var random = RandomParameter.ActualValue;
var bounds = BoundsParameter.ActualValue;
var position = RealVectorParameter.ActualValue;
var velocity = new RealVector(position.Length);
for (var i = 0; i < velocity.Length; i++) {
var lower = (bounds[i % bounds.Rows, 0] - position[i]);
var upper = (bounds[i % bounds.Rows, 1] - position[i]);
velocity[i] = lower + random.NextDouble() * (upper - lower); // SPSO 2011
}
VelocityParameter.ActualValue = velocity;
return base.Apply();
}
}
}