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有人/无人机协同作战效能智能评估方法OA

Intelligent assessment method for MAV/UAV collaborative combat effectiveness

中文摘要英文摘要

随着现代战争智能化、信息化、体系化程度提升,对未来作战提出了作战效能实时评估和方案高效决策的需求.针对有人/无人机协同空面作战效能评估问题,提出基于作战仿真推演和人工神经网络的智能评估方法.依托仿真推演平台,通过构建作战效能评估指标体系、设计作战推演流程、综合评估结果,获取推演评估数据,采用反向传播(BP)神经网络对数据进行训练并检验训练效果,通过实例分析对方法的可行性进行验证,并通过灵敏度分析研究各方案关键指标及其影响.提出的方法能够为有人/无人机协同作战效能评估、装备研究改进以及作战方案快速决策提供技术参考.

With the increasing intelligence,informatization,and systematization of modern warfare,future operations demand real-time combat effectiveness evaluation and efficient decision-making.To address the effectiveness evalua-tion problem in Manned Aerial Vehicle(MAV)/Unmanned Aerial Vehicle(UAV)cooperative air-to-ground combat,an intelligent assessment method based on combat simulation deduction and artificial neural networks is proposed.Sup-ported by the simulation deduction system,evaluation data are obtained through constructing a combat effectiveness evaluation index system,designing simulation deduction processes,and synthesizing evaluation results.BP neural network is employed to train the data and verify the training effectiveness.Case analysis is used to validate the feasi-bility of the method,while sensitivity analysis investigates key indicators of various schemes and their impacts.The proposed method provides technical references for effectiveness evaluation of MAV/UAV cooperative combat,equip-ment improvement research,and rapid operational decision-making.

赵子俊;陈士涛;贺维艳;刘龙浩;张政浩

空军工程大学 装备管理与无人机工程学院,西安 710051||无人飞行器技术全国重点实验室,西安 710051||陕西高校青年创新团队,西安 710051空军工程大学 装备管理与无人机工程学院,西安 710051||无人飞行器技术全国重点实验室,西安 710051||陕西高校青年创新团队,西安 710051中国人民解放军95972部队,酒泉 735000空军工程大学 装备管理与无人机工程学院,西安 710051||无人飞行器技术全国重点实验室,西安 710051||陕西高校青年创新团队,西安 710051空军工程大学 装备管理与无人机工程学院,西安 710051||无人飞行器技术全国重点实验室,西安 710051||陕西高校青年创新团队,西安 710051

航空航天

有人/无人机协同作战仿真推演效能评估BP神经网络灵敏度分析

MAV/UAV cooperative combatsimulation deductioneffectiveness evaluationBP neural networksensitivity analysis

《航空学报》 2026 (z1)

22-31,10

国家自然科学基金(72203166)军事类研究生资助课题(JY2024C115) National Natural Science Foundation of China(72203166)Military Graduate Student Research Funding Program(JY2024C115)

10.7527/S1000-6893.2025.32887

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