Abstract: This paper thoroughly analyzes the transfer and construction of the state-action space of the agent decision- making process, discusses the optimal strategy of agent＇s action selection based on Markov decision-making process, and designed a neural network

Key words: Agent,Reinforcement learning,Neural networks,Markov decision-making process