TY - GEN
T1 - Rapid Repair Method for Spacecraft Plan Failures using Temporal Decoupling Strategy
AU - Li, Shizhen
AU - Xu, Rui
AU - Li, Zhaoyu
AU - Zhu, Shengying
N1 - Publisher Copyright:
Copyright © 2024 by the International Astronautical Federation (IAF). All rights reserved.
PY - 2024
Y1 - 2024
N2 - There are various uncertainties in space exploration missions, which have a significant impact on plan execution and may result in plan failures. Most of the impacts of uncertainties can be summarized as the temporal uncertainty of action and the uncertainty of action's effects caused by the temporal uncertainty. In such case, remote control from the Earth cannot handle that problem in time, especially in deep space missions, due to the long distance between the spacecraft and the ground station. Therefore, this paper proposes a rapid plan repair method for spacecraft plan failures using temporal decoupling strategy, which enables the spacecraft to repair the failed plan autonomously and quickly while executing part of the plan. First, a decoupling strategy of temporal constraint network for failed plan is designed. In order to enable the spacecraft to continue executing some actions when the plan failures, the inexecutable actions in the failed plan are detected based on the causal relationship between the failed actions and the plan. And the temporal network of the failed plan is decoupled into a consistent network with executable actions and an inconsistent network with inexecutable actions by temporal constraint reasoning. Next, a conflict resolution method based on constraint relaxation is proposed for inconsistent temporal network. By analysing the interaction between variables within the network, a support list for domain of variable was constructed. Subsequently, a decremental constraint reasoning algorithm is designed to dynamically relax inconsistent constraints in the support list, thereby rapidly repairing the inconsistent temporal network. Then, a fusion method for temporal network based on the optimization of execution time is proposed, which integrates the repaired network with the executing network, enabling the spacecraft to repair the failed plan while continuing to execute some operations. Finally, experiments on domains about small celestial body exploration are run and the empirical results demonstrate the effectiveness and efficiency of this method.
AB - There are various uncertainties in space exploration missions, which have a significant impact on plan execution and may result in plan failures. Most of the impacts of uncertainties can be summarized as the temporal uncertainty of action and the uncertainty of action's effects caused by the temporal uncertainty. In such case, remote control from the Earth cannot handle that problem in time, especially in deep space missions, due to the long distance between the spacecraft and the ground station. Therefore, this paper proposes a rapid plan repair method for spacecraft plan failures using temporal decoupling strategy, which enables the spacecraft to repair the failed plan autonomously and quickly while executing part of the plan. First, a decoupling strategy of temporal constraint network for failed plan is designed. In order to enable the spacecraft to continue executing some actions when the plan failures, the inexecutable actions in the failed plan are detected based on the causal relationship between the failed actions and the plan. And the temporal network of the failed plan is decoupled into a consistent network with executable actions and an inconsistent network with inexecutable actions by temporal constraint reasoning. Next, a conflict resolution method based on constraint relaxation is proposed for inconsistent temporal network. By analysing the interaction between variables within the network, a support list for domain of variable was constructed. Subsequently, a decremental constraint reasoning algorithm is designed to dynamically relax inconsistent constraints in the support list, thereby rapidly repairing the inconsistent temporal network. Then, a fusion method for temporal network based on the optimization of execution time is proposed, which integrates the repaired network with the executing network, enabling the spacecraft to repair the failed plan while continuing to execute some operations. Finally, experiments on domains about small celestial body exploration are run and the empirical results demonstrate the effectiveness and efficiency of this method.
KW - Mission planning
KW - Plan execution
KW - Plan failure
KW - Plan repair
KW - Temporal constraint reasoning
UR - http://www.scopus.com/inward/record.url?scp=85218452798&partnerID=8YFLogxK
U2 - 10.52202/078367-0027
DO - 10.52202/078367-0027
M3 - Conference contribution
AN - SCOPUS:85218452798
T3 - Proceedings of the International Astronautical Congress, IAC
SP - 238
EP - 245
BT - IAF Space Operations Symposium - Held at the 75th International Astronautical Congress, IAC 2024
PB - International Astronautical Federation, IAF
T2 - 2024 IAF Space Operations Symposium at the 75th International Astronautical Congress, IAC 2024
Y2 - 14 October 2024 through 18 October 2024
ER -