Dynamic task allocation for formation air-to-ground attack

An Zhang, Fengjuan Guo

科研成果: 书/报告/会议事项章节会议稿件同行评审

3 引用 (Scopus)

摘要

In accordance with the allocation of random arriving tasks, queuing network is proposed and then utilized to establish combat model for air-to-ground attack of formation. With the methodology of Markov Decision Processes (MDP), the paper establishes the dynamic task assignment model under the complete information condition. Allowing for the issue of dynamic task allocation with incomplete information, load threshold and value function sharing mechanism are proposed. Afterwards, two layers Q-learning algorithm is presented in this context to establish the dynamic task allocation model, which aims to achieve the cooperation with in formation and between formations. The simulation result indicates that the model aforementioned can enhance the long-term profit value, as well as avoid omitting the target with bigger income. Furthermore, it sheds light on the study on the dynamic task allocation and combat effectiveness evaluation for air-to-ground attack of formation problem in theory and method.

源语言英语
主期刊名2013 6th International Conference on Advanced Computational Intelligence, ICACI 2013 - Proceedings
出版商IEEE Computer Society
119-123
页数5
ISBN(印刷版)9781467363433
DOI
出版状态已出版 - 2013
活动2013 6th International Conference on Advanced Computational Intelligence, ICACI 2013 - Hangzhou, Zhejiang, 中国
期限: 19 10月 201321 10月 2013

出版系列

姓名2013 6th International Conference on Advanced Computational Intelligence, ICACI 2013 - Proceedings

会议

会议2013 6th International Conference on Advanced Computational Intelligence, ICACI 2013
国家/地区中国
Hangzhou, Zhejiang
时期19/10/1321/10/13

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