Genetic Algorithm for TDRS Communication Scheduling with Resource Constraints

被引:3
|
作者
Li, Zong-li [1 ,2 ,3 ]
Meng, Xin [1 ]
Liu, Shu-qian
Zhang, Sheng-lei [4 ]
Zheng, Wei [1 ,2 ]
机构
[1] Chinese Acad Sci, Ctr Space Sci & Appl Res, Beijing 100190, Peoples R China
[2] Grad Univ Chinese Acad Sci, Beijing 100049, Peoples R China
[3] Taiyuan Satellite Launch Ctr, Taiyuan 030027, Peoples R China
[4] Beijing Aerosp Command Control Ctr, Beijing 100094, Peoples R China
关键词
D O I
10.1109/IITA.Workshops.2008.85
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The focus of this paper is dynamic link allocation algorithms for sharing the limited link resources of the Tracking and Data Relay satellites (TDRS) system among many burst users with varying Quality of Service (QoS) requirements. The task of scheduling communications between TDRS link and spacecraft is getting more and more critical since an increasing number of spacecraft must communicate with ground station by the TDRS. In such a congested scenario, the current practice, in which experts build hand-made schedules, often leaves a large number of communication requests un-served This paper proposes a light time-indexed formulation of the problem to include several complex technological constraints. A genetic algorithm is then devised which provides near-optimal solutions of a set of large-scale test problems arising in the TDRS-Spacecraft constellation. As the simulation result, the genetic algorithm shows numerical stability and robustness adequate for practical implementation.
引用
收藏
页码:74 / +
页数:2
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