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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
Oct 2026

Secure Consensus for Multiagent Systems Under False Data Injection Attacks: A Hybrid Reinforcement Learning Scheme

This work addresses the problem of secure consensus in heterogeneous multiagent systems (MASs) under false data injection attacks (FDIAs). To balance the impact of malicious attacks against system performance, an $H_{\infty }$ consensus control scheme is developed, which treats attacks as worst case disturbances, atten...

Senyu Bao, Jin-Xu Liu, Jia-Cheng Wu et al. · 0 citations

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