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Yiming Meng

2 accepted papers

2026

Reachable Predictive Control: A Novel Control Algorithm for Nonlinear Systems with Unknown Dynamics and Its Practical Applications

ICRA 2026poster

This paper proposes an algorithm capable of driving a system to follow a piecewise linear trajectory without prior knowledge of the system dynamics. Motivated by a critical failure scenario in which a system can experience an abrupt change in its dynamics, we demonstrate that it is possible to follo…

2024

Physics-Informed Neural Network Policy Iteration: Algorithms, Convergence, and Verification

ICML 2024poster

Solving nonlinear optimal control problems is a challenging task, particularly for high-dimensional problems. We propose algorithms for model-based policy iterations to solve nonlinear optimal control problems with convergence guarantees. The main component of our approach is an iterative procedure…

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