Author

Jian-Jun Ma

2 papers indexed here

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Open access Aug 2026

Zero-Sum Game-Based Practical Predefined-Time Reinforcement Learning for Robust Tracking Control of Highly Flexible Aircraft

This paper develops a zero-sum game-based practical predefined-time reinforcement learning method for robust tracking control of highly flexible aircraft. First, the disturbed tracking problem of highly flexible aircraft is transformed into a min–max optimal control problem, where the controller minimizes the infinite-...

Han-Wen Zhang, Jian-Jun Ma, Yu-Xin Zhang et al. · Electronics · 0 citations

Open access Sep 2026

Zero-Sum Game-Based Reinforcement Learning Tracking Control with Predefined-Time Prescribed Performance for Highly Flexible Aircraft

This paper develops a zero-sum game-based reinforcement learning tracking controller with predefined-time prescribed performance (ZG-RL-PP) for highly flexible aircraft. The disturbed tracking-error dynamics are first transformed into a min–max optimal control problem, where the control input and the disturbance are tr...

Han-Wen Zhang, Chi Peng, Yu-Xin Zhang et al. · Aerospace · 0 citations