public ParticleSwarm(ParticleSwarmConfiguration configuration)
{
_random = new Random(0);
_configuration = configuration;
var weights = _configuration.NeuralNetwork.GetWeights();
_vectorSize = weights.Length;
_swarm = new Particle[configuration.NumbeOfParticles];
ParticleDeathProbability = 0.5;
InertiaWeight = 0.729;
}
public ParticleSwarmNeuralNetwork(NeuralNetworkConfiguration configuration, ParticleSwarmConfiguration particleSwarmConfiguration)
{
_configuration = configuration;
_particleSwarmConfiguration = particleSwarmConfiguration;
_hiddenBiases = new double[configuration.NumberOfHiddenNodes];
_hiddenOutputs = new double[configuration.NumberOfHiddenNodes];
_outputBiases = new double[configuration.NumberOfOutputNodes];
_outputs = new double[configuration.NumberOfOutputNodes];
_inputs = new double[configuration.NumberOfInputNodes];
_hiddenOutputWeights = NeuralNetworkHelpers.CreateMatrix(configuration.NumberOfHiddenNodes, configuration.NumberOfOutputNodes);
_hiddenInputWeights = NeuralNetworkHelpers.CreateMatrix(configuration.NumberOfInputNodes, configuration.NumberOfHiddenNodes);
_numberOfWeights = DetermineNumberOfWeightsAndBiases();
}