Spiking neural network vs multilayer perceptron: who is the winner in the racing car computer game

Abstract

The paper presents two neural based controllers for the computer car racing game. The controllers represent two generations of neural networks—a multilayer perceptron and a spiking neural network. They are trained by an evolutionary algorithm. Efficiency of both approaches is experimentally tested and statistically analyzed.