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Author

Huaguang Zhang

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2026

Adaptive Multi-Step Compensation-Based Robust Model Predictive Control for Diesel Hydrotreating Reactors With Uncertain Nonlinear Dynamics

An adaptive multi-step compensation-based robust model predictive control (RMPC) method is proposed to address the issues of poor control precision of outlet temperature and large fluctuations in cold hydrogen flow in diesel hydrotreating reactors. First, the system model is described as a gray-box model composed of a...

Wei-Zhen Wang, Hui-Yuan Shi, Bo Peng et al. · 0 citations
2026

Predefined-Time Nonsingular Sliding Mode Control for Markov Jump Manipulator Systems via Reinforcement Learning

This paper investigates the trajectory-tracking control problem for manipulators subject to stochastic payload variations and composite disturbances. The manipulator dynamics are modeled as a Markov jump system to capture random mode switching. To ensure high-precision tracking, a novel reinforcement learning (RL)-base...

Dan Li, Hua-Guang Zhang, Yang Cui et al. · 0 citations
Sep 2026

Safety-Aware Optimal Tracking Control of Stochastic Systems With Obstacle Avoidance via Adaptive Dynamic Programming.

Safe trajectory tracking for nonlinear stochastic systems operating in obstacle-cluttered environments remains a significant challenge, as random disturbances and obstacle-induced constraints can simultaneously degrade tracking accuracy and threaten system safety. To overcome this issue, this article develops a safety-...

Lu-Lu Zhang, Hua-Guang Zhang, Xiao-Hui Yue et al. · 0 citations
2026

Event-Triggered Observer-Based Secure Fault Estimation and Fault-Tolerant Control for Markov Jump Systems

This paper investigates the secure fault estimation (FE) and fault-tolerant control (FTC) problems for Markov jump systems (MJSs) under limited communication resource. First, a dynamic event-triggered mechanism (ETM) is introduced into the sensor-observer channel to alleviate communication burden. Simultaneously, to en...

Zhijie Han, Hua-guang Zhang, Zhihong Liang et al. · 0 citations

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