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赵宇庭, 徐瑞, 李朝玉, 朱圣英. 基于动态智能体交互图的深空探测器任务规划方法[J]. 深空探测学报(中英文), 2021, 8(5): 519-527. DOI: 10.15982/j.issn.2096-9287.2021.20210020
引用本文: 赵宇庭, 徐瑞, 李朝玉, 朱圣英. 基于动态智能体交互图的深空探测器任务规划方法[J]. 深空探测学报(中英文), 2021, 8(5): 519-527. DOI: 10.15982/j.issn.2096-9287.2021.20210020
ZHAO Yuting, XU Rui, LI Zhaoyu, ZHU Shengying. Mission Planning Based on Dynamic Agent Interaction Graph for Deep Space Probes[J]. Journal of Deep Space Exploration, 2021, 8(5): 519-527. DOI: 10.15982/j.issn.2096-9287.2021.20210020
Citation: ZHAO Yuting, XU Rui, LI Zhaoyu, ZHU Shengying. Mission Planning Based on Dynamic Agent Interaction Graph for Deep Space Probes[J]. Journal of Deep Space Exploration, 2021, 8(5): 519-527. DOI: 10.15982/j.issn.2096-9287.2021.20210020

基于动态智能体交互图的深空探测器任务规划方法

Mission Planning Based on Dynamic Agent Interaction Graph for Deep Space Probes

  • 摘要: 面对日益复杂的深空探测任务和动态多变的深空环境,深空探测器需要更高效的任务规划技术以快速生成规划方案。探测器内部各子系统具有分布并行的特征,可抽象为多智能体系统进行规划。而现有的多智能体规划方法无法直接应用于需要处理时间资源等数值约束的深空探测器任务规划中。针对上述问题,提出基于分布式求精搜索的多智能体规划空间规划方法,设计动态智能体交互图引导多智能体协同规划,将时间资源约束处理抽象为约束满足问题并采用基于图论的方法进行处理。实验表明,对于包含多子系统的深空探测器的任务规划问题,所提方法能够有效提高规划效率。

     

    Abstract: Facing the increasingly complex deep-space exploration missions and the dynamic space environment, deep-space probes need efficient planning methods for the fast generation of plans. The distribution and concurrency of subsystems make a probe suitable to be modeled as a multi-agent system. Existing multi-agent planners, however, cannot be used directly in mission planning of deep space probes that involve handling numeric constraints such as time resources. To solve the above problem, a multi-agent mission plan-space planning method based on distributed refinement search was proposed. A dynamic agent interaction graph (DAIG) was designed to coordinate interactions between agents during planning. Temporal constraints and resource constraints were modeled as constraint satisfaction problems and were handled by graph theory methods. Experiments show that the method proposed in this paper can save computing time of mission planning problems for a probe with multiple subsystems.

     

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