Battle decision-making method based on progressive evolution

• Main Authors: ZHANG CHENG, ZHU SIQI, ZHU LIAOYUAN, XIA SHAOJIE, GUO ZICHANG, SHENG WENDA, QU CHONGXIAO, LIU HUIBIN
• Format: Patent
• Language: Chinese; English
• Published: 14.11.2023
• Subjects: ADVERTISING; AMUSEMENTS; APPLIANCES FOR TEACHING, OR COMMUNICATING WITH, THE BLIND,DEAF OR MUTE; CALCULATING; CARD, BOARD, OR ROULETTE GAMES; COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS; COMPUTING; COUNTING; CRYPTOGRAPHY; DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FORADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORYOR FORECASTING PURPOSES; DIAGRAMS; DISPLAY; EDUCATION; EDUCATIONAL OR DEMONSTRATION APPLIANCES; GAMES; GAMES NOT OTHERWISE PROVIDED FOR; GLOBES; HUMAN NECESSITIES; INDOOR GAMES USING SMALL MOVING PLAYING BODIES; PHYSICS; PLANETARIA; SEALS; SPORTS; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE,COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTINGPURPOSES, NOT OTHERWISE PROVIDED FOR; VIDEO GAMES

The invention discloses a battle decision-making method based on progressive evolution, and the method comprises the steps: collecting expert battle data information in a battle game simulation environment, and obtaining situation information; and performing imitation learning on the expert battle data information to obtain an imitation learning agent with the same level as the expert data. According to the battle decision-making method based on progressive evolution, a basic battle rule and a decision-making method are firstly extracted from expert experience through imitation learning to obtain an imitation learning agent with the same level as expert data, and then reinforcement learning is used for performing reinforcement learning training on the imitation learning agent to improve the agent level. And finally, continuously perfecting the decision-making ability by using alliance learning to obtain an optimal decision-making agent, and solving the problems that in the prior art, the agent training and ex