Boundary Exploration Analysis of Air Combat Aircraft Performance Parameters Based on DQN

Aiming at the boundary exploration problem of air combat aircraft performance parameters, an improved DQN-based reinforce-ment learning method is used to complete the aircraft performance parameter design and experimental design through the simu-lation platform, collect experimental data and perform data analysis, and realize the boundary exploration analysis of aircraft performance parameters under the condition of game strategy determination. The experimental results show that this method can realize the boundary exploration analysis of air combat aircraft performance parameters, providing a scientific basis for achieving performance optimization and combat effectiveness improvement of air combat aircraft.

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Publication Details

Published
2024-10-25
DOI
https://doi.org/10.1109/bigdia63733.2024.10808493
Primary Topic
Advanced Measurement and Detection Methods
Type
article
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Boundary Exploration Analysis of Air Combat Aircraft Performance Parameters Based on DQN

Jiahong Xie, Qin Xiong, Zheng Xiang, Qing Liang et al.
Advanced Measurement and Detection Methods
article

Boundary Exploration Analysis of Air Combat Aircraft Performance Parameters Based on DQN

Jiahong Xie, Qin Xiong, Zheng Xiang, Qing Liang, Kang Yang
article en

Abstract

Aiming at the boundary exploration problem of air combat aircraft performance parameters, an improved DQN-based reinforce-ment learning method is used to complete the aircraft performance parameter design and experimental design through the simu-lation platform, collect experimental data and perform data analysis, and realize the boundary exploration analysis of aircraft performance parameters under the condition of game strategy determination. The experimental results show that this method can realize the boundary exploration analysis of air combat aircraft performance parameters, providing a scientific basis for achieving performance optimization and combat effectiveness improvement of air combat aircraft.

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Advanced Measurement and Detection Methods
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