Parallel Multistep Evaluation With Efficient Data Utilization for Safe Neural Critic Control and Its Application to Orbital Maneuver Systems

Data-driven methods have significantly advanced optimal learning control, but some approaches overlook systematic considerations of data utilization, including safety, efficiency, and error accumulation. To address the neglects in safe neural critic control, this article introduces a parallel multis...

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Bibliographic Details
Published in:	IEEE transaction on neural networks and learning systems Vol. 36; no. 9; pp. 17114 - 17127
Main Authors:	Wang, Jiangyu, Wang, Ding, Ren, Jin, Liu, Derong, Qiao, Junfei
Format:	Journal Article
Language:	English
Published:	United States IEEE 01.09.2025
Subjects:	Adaptation models Adaptive dynamic programming (ADP) Aerospace electronics approximate errors Artificial neural networks Cost function Costs Data models data-driven Heuristic algorithms learning systems neural networks (NNs) Optimal control Q-learning safe optimal control Safety
ISSN:	2162-237X, 2162-2388, 2162-2388
Online Access:	Get full text
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