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Open access 2026

Lightweight Optimal Operational Control of Industrial Systems: A Filter-Based Reinforcement Learning Scheme

Data storage-based optimal operational control (OOC) methods typically require the persistent excitation (PE) condition to ensure the existence and convergence of the least squares solution. However, this requirement can be overly restrictive in practical industrial environments, where resources are often constrained....

Jin-Xu Liu, Jia-Cheng Wu, Wei Dai et al. · 0 citations
Open access Oct 2026

Finite-Time Synchronization of Discontinuous Fractional-Order Multi-Layer Coupled Neural Networks via Aperiodic Intermittent Control

This paper is mainly concentrated on finite-time synchronization (FTS) for discontinuous fractional-order multi-layer coupled neural networks (FMCNNs) under aperiodic intermittent control. The discontinuous activation function is introduced to capture abrupt transitions and switching phenomena widely observed in practi...

Bi-Bo Zheng, Yun-Qiu Xu, Wei Dai · 0 citations

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