Independent control system for knowledge transmission among multiple agents and operation method thereof

Abstract

The invention provides an independent control system for knowledge transmission among multiple agents and an operation method thereof, and the system comprises at least two agent mechanisms which are used for carrying out task analysis, knowledge extraction and storage on subtasks to obtain task concept vectors, and each agent mechanism is obtained through independent training; the concept sharing module is used for loading a first agent mechanism according to the task cooperation instruction and obtaining a first task concept vector corresponding to the first agent mechanism; and the task allocation module is used for sending the first task concept vector to the second agent mechanism according to the task coordination instruction, so that the second agent mechanism executes the to-be-executed sub-task according to the first task concept vector and the task coordination instruction. According to the system, lightweight and efficient knowledge transmission is achieved by only sharing concept representation instead of whole model parameters, meanwhile, each agent does not need to learn all tasks from the beginning through knowledge sharing, and the overall learning efficiency and the resource utilization rate are improved.

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