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Aiming at robotization of high-level tasks in dynamic and unpredictable environment, operation of cooperative multiple robots using communication in a decentralized robotic system is discussed. Functionality and strategy to realize cooperative motion of multiple autonomous robots are discussed. A decentralized robotic system developed so far and a task processing scenario by the system are introduced. Finally, some of the realized cooperative motion of multiple autonomous mobile robots are introduced.