Should I add a bias to an artificial neural network that is being trained by a genetic algorithm

Question

I have an ANN that controls an artificial herbivore. The inputs are the closest plant's magnitude and direction, the closest mate's magnitude and direction, and the herbivore's health. The outputs are a movement vector (direction and magnitude). Is it necessary to use a bias if it is being trained by a genetic algorithm?