火力与指挥控制2024，Vol.49Issue(2)：180-188,194,10.DOI:10.3969/j.issn.1002-0640.2024.02.027
面向作战决策智能体的融合赋权评估方法
Efficiency Evaluation of Operational Decision-Making Agent Based on Fusing Weight Method
摘要
Abstract
In the adversarial operational experimental environment such as Wargame,the agent trained based on reinforcement learning method can be tested the effect of operational decision-making,so as to support decision-making process.Aiming at the limitation that victory ratio is often used as a single indicator in the current operational decision-making agent evaluation,a comprehensive evaluation method based on fusing weight is proposed.Firstly,we build the evaluation system that covers both technical and tactical indicators,including operational decision-making effectiveness,operational intention implementation,adaptability to operational environment,agent training efficiency,agent training system and agent training methods.Secondly,subjective and objective weighting methods are used to weight different types of indicators and weights will be fused into the evaluation system according to the properties of indicators.Then the evaluation of agent effect based on fusing weighting is realized.The simulation platform of Army synthesis unit's offensive combat environment is designed,and the comprehensive ranking of agents can be obtained using this method in the platform to evaluate six agents,then the limitation of single indicator evaluation can be avoided effectively.This method provides a new idea for the evaluation of operational decision-making agents,meets the needs of operational environment,and has certain application value.关键词
作战决策/智能体/融合赋权/评估方法Key words
operational decision-making/agent/fusing weight/evaluation method分类
军事科技引用本文复制引用
张人文,赖俊,陈希亮,赵春宇..面向作战决策智能体的融合赋权评估方法[J].火力与指挥控制,2024,49(2):180-188,194,10.基金项目
国家自然科学基金资助项目(61806221) （61806221）
