A Two-Layer Hybrid Approach for Electromagnetic Spectrum Monitoring Satellite Mission Planning
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摘要: 摘 要 电磁频谱监测卫星资源紧张,对资源进行动态调整分配是有效执行监测任务的重要保证。首先构建考虑任务动态调整的电磁频谱监测卫星任务规划模型。然后面向需求可调整性,设计一种双层混合规划方法(TH-SA)。方法第一层采用遗传算法处理不可动态调整的任务序列,第二层基于启发式规则对可动态调整的任务进行规划。通过仿真实验验证任务动态调整的优势。结果表明该算法可以有效提升电磁频谱监测卫星任务规划的性能。Abstract: Payload resources of electromagnetic spectrum monitoring (ESM) satellite are relatively rare. In order to execute monitoring missions effectively, it is necessary to allocate and adjuct payload resources dynamically. This paper presents a ESM satellite mission planning model which takes into account payload resources’ dynamic adjustment and respective constraints for mission execution. Then, a two-tier hybrid scheduling approach (TH-SA) is designed. The first layer of the TH-SA method uses a genetic algorithm to deal with sequences of tasks that are not dynamically adjustable, and the second layer is based on heuristic rules for planning tasks that can be dynamically adjusted. The advantages of mission dynamic adjustment are verified through simulation experiments, and results show that the proposed algorithm can effectively improve the performance of ESM satellite mission planning.
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