src/brain/neuron.cpp


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#include "brain/neuron.h"
#include <cmath>

double Neuron::sigmoid(double input) const
{
    const double slope = 4.924273;
    return (1/(1+(std::exp(-(slope*input)))));
}

bool Neuron::calculateActivation()
{
    double newActivation = 0;
    for (auto const& link : _inputLinks)
    {
	newActivation += link.weightedActivation();
    }
    newActivation = sigmoid(newActivation);

    const double errorMargin = 0.000001;
    bool activationChanged = std::abs(newActivation - _activation) > errorMargin;
    _activation = newActivation;
    return activationChanged;
}

void Neuron::addInput(NeuralLink&& link)
{
    _inputLinks.push_back(std::move(link));
}