Based on the relative dynamics model of spacecraft and cluster consistency control strategy, this paper addresses the scenario where individual spacecraft controllers in a spacecraft cluster are subjected to malicious attacks, resulting in collisions among the cluster's individuals. The fault impact mechanism is analyzed using cellular automaton theory. By integrating spacecraft motion state information, cellular objects that conform to spacecraft characteristics are established, and the evolution rules of cellular automaton are determined. Within these evolution rules, fault impact weights are defined, and a vector projection method is proposed to determine these weights based on the relative positions of neighbors and their influence on individual control laws. Finally, a simulation model is established to compute the predicted fault impact levels of spacecraft individuals based on the cellular automaton model and compare them with actual fault impact results. The accuracy of the constructed fault impact model is validated using the normalized discounted cumulative gain algorithm.

错误:搜索内容不能为空,请输入英文关键词
错误:关键词超出字数限制,请精简
高级检索

Fault Impact Model of Spacecraft Cluster Based on Cellular Automata

  • Yuhan Nie,
  • Huihui Li,
  • Huiwen Zuo,
  • Qiang Shen

摘要

Based on the relative dynamics model of spacecraft and cluster consistency control strategy, this paper addresses the scenario where individual spacecraft controllers in a spacecraft cluster are subjected to malicious attacks, resulting in collisions among the cluster's individuals. The fault impact mechanism is analyzed using cellular automaton theory. By integrating spacecraft motion state information, cellular objects that conform to spacecraft characteristics are established, and the evolution rules of cellular automaton are determined. Within these evolution rules, fault impact weights are defined, and a vector projection method is proposed to determine these weights based on the relative positions of neighbors and their influence on individual control laws. Finally, a simulation model is established to compute the predicted fault impact levels of spacecraft individuals based on the cellular automaton model and compare them with actual fault impact results. The accuracy of the constructed fault impact model is validated using the normalized discounted cumulative gain algorithm.