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Author

Mingming Zhao

2 papers indexed here

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2026

Evolving Consensus Control With Iterative Q-Learning for Discrete-Time Multi-Agent Systems

This article investigates the value-iteration-based Q-learning (VIQL) scheme for discrete-time nonlinear multi-agent systems with unknown dynamics and constrained control inputs, aiming to address the optimal consensus control problem in multi-agent systems arising from practical engineering applications. First, an ite...

Yuan Wang, Ding Wang, Ming-Ming Zhao et al. · 0 citations
2026

Data-Driven Intelligent Online Learning for Robust Tracking Control Integrating Prior Knowledge in Wastewater Treatment

Maintaining the concentration of dissolved oxygen at predefined levels is critical for the efficient operation of biological wastewater treatment processes, which are inherently complex and subject to disturbances. In this article, an intelligent online learning framework for optimal tracking control is established, wh...

Ding Wang, Jin Ren, Ming-Ming Zhao et al. · 0 citations

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