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基于有限域线性群的卫星集群能力与认知模型构建及在轨验证

Task-driven Satellite Cluster Self-organization Method Based on Linear Groups in Finite Fields

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【作者】 李英玉杨宇轩刘红林金金赵通王广钰杨震孟新

【Author】 LI Yingyu;YANG Yuxuan;LIU Honglin;JIN Jin;ZHAO Tong;WANG Guangyu;YANG Zhen;MENG Xin;University of Chinese Academy of Sciences;National Space Science Center, Chinese Academy of Sciences;School of Computer Science, Peking University;

【通讯作者】 孟新;

【机构】 中国科学院大学中国科学院国家空间科学中心北京大学计算机学院

【摘要】 提出一种基于有限域线性群的卫星集群能力与认知模型构建方法,并基于该模型研究了能力视图、自主任务分配算法和发布订购机制,进行在轨验证.引入有限域与线性群的代数理论,构建卫星智能体的能力模型,为后续任务分配提供建模方法和逻辑依据,基于能力与认知模型,构建基于能力与认知模型的卫星集群能力视图,为用户提供直观的能力显示和交互手段,便于资源订购和管理;设计基于能力与认知模型的卫星集群自主任务分配算法,综合考虑智能体自身能力、邻居影响和任务驱动因素,实现任务需求的自主匹配与决策,确保卫星智能体能够合理分配卫星资源;构建卫星集群发布订购机制,实现卫星资源与用户需求的精准对接;进行了卫星集群发布订购服务流程的在轨验证实验,实现卫星资源能力构建、自主任务分配算法及能力视图发布订购服务流程,星地即时能力订购响应时间(带天地链路通信时间)为31s,验证了能力及认知模型的可行性和有效性,为其实际应用提供了依据.

【Abstract】 This paper proposes a method for constructing the capability and cognitive model of satellite constellations based on the linear group over a finite field. Based on this model, the capability view,autonomous mission assignment algorithm, and publish-subscribe mechanism are studied, and an on-orbit verification is conducted. Firstly, by introducing the algebraic theory of the finite field and the linear group, the capability model of satellite agents is constructed. The capabilities of satellites are mapped into matrices over the finite field, and the cognitive state vector is established to accurately describe the capability structure and cognitive state of satellite agents, providing a modeling method and logical basis for subsequent mission assignment. Secondly, based on the capability and cognitive model, the capability view of the satellite constellation is constructed. By organizing and processing the capability data,the capability view is designed to provide users with an intuitive display and interaction means of capabilities, facilitating resource subscription and management. Then, an autonomous mission assignment algorithm for satellite constellations based on the capability and cognitive model is designed. By comprehensively considering the agents’ own capabilities, neighbor influences, and mission-driven factors, the autonomous matching and decision-making of mission requirements are realized, ensuring that satellite agents can allocate satellite resources reasonably. Next, the publish-subscribe mechanism of satellite constellations is constructed to achieve the precise docking of satellite resources and user requirements. Finally, an on-orbit verification experiment of the publish-subscribe service process of satellite constellations is carried out. The construction of satellite resource capabilities, the autonomous mission assignment algorithm, and the publish-subscribe service process of the capability view are realized. The instantaneous capacity subscription response time between the satellite and the ground(including the communication time of the space-to-ground link) is 31 seconds, verifying the feasibility and effectiveness of the capability and cognitive model and providing a basis for its practical application.

【基金】 中国科学院重点部署项目资助(CX2020-01-02-13)
  • 【文献出处】 空间科学学报 ,Chinese Journal of Space Science , 编辑部邮箱 ,2025年06期
  • 【分类号】V474
  • 【下载频次】16
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