A Case Study on Air Combat Decision Using Approximated Dynamic Programming
Joint Authors
Ma, Yaofei
Ma, Xiaole
Song, Xiao
Source
Mathematical Problems in Engineering
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-10, 10 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-09-25
Country of Publication
Egypt
No. of Pages
10
Main Subjects
Abstract EN
As a continuous state space problem, air combat is difficult to be resolved by traditional dynamic programming (DP) with discretized state space.
The approximated dynamic programming (ADP) approach is studied in this paper to build a high performance decision model for air combat in 1 versus 1 scenario, in which the iterative process for policy improvement is replaced by mass sampling from history trajectories and utility function approximating, leading to high efficiency on policy improvement eventually.
A continuous reward function is also constructed to better guide the plane to find its way to “winner” state from any initial situation.
According to our experiments, the plane is more offensive when following policy derived from ADP approach other than the baseline Min-Max policy, in which the “time to win” is reduced greatly but the cumulated probability of being killed by enemy is higher.
The reason is analyzed in this paper.
American Psychological Association (APA)
Ma, Yaofei& Ma, Xiaole& Song, Xiao. 2014. A Case Study on Air Combat Decision Using Approximated Dynamic Programming. Mathematical Problems in Engineering،Vol. 2014, no. 2014, pp.1-10.
https://search.emarefa.net/detail/BIM-1044056
Modern Language Association (MLA)
Ma, Yaofei…[et al.]. A Case Study on Air Combat Decision Using Approximated Dynamic Programming. Mathematical Problems in Engineering No. 2014 (2014), pp.1-10.
https://search.emarefa.net/detail/BIM-1044056
American Medical Association (AMA)
Ma, Yaofei& Ma, Xiaole& Song, Xiao. A Case Study on Air Combat Decision Using Approximated Dynamic Programming. Mathematical Problems in Engineering. 2014. Vol. 2014, no. 2014, pp.1-10.
https://search.emarefa.net/detail/BIM-1044056
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1044056