• Resumo

    NEAT Snake: a both evolutionary and neural network adaptation approach

    Data de publicação: 04/09/2020

    ABSTRACT
    There are several challenges when modeling artificial intelligence
    methods for autonomous players on games (bots). NEAT is one of
    the models that, combining genetic algorithms and neural networks,
    seek to describe a bot behavior more intelligently. In NEAT, a neural
    network is used for decision making, taking relevant inputs from
    the environment and giving real-time decisions. In a more abstract
    way, a genetic algorithm is applied for the learning step of the neural
    networks’ weights, layers, and parameters. This paper proposes the
    use of relative position as the input of the neural network, based
    on the hypothesis that the bot profit will be improved.

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