Systemization with multi-robot are made progress in heavy industry. However, collision occurrence between adjacent robots is addressed as a remained subject. Arc time ratio goes down with collision occurrence. Genetic Algorithm is applied to this multi-robot path planning. A simple path representation is selected as a genetic code. An idea is included in crossover process. The collision occurrence has been decreased with evolution of generation. In particular, deadlock situation is cleared up.