216 citations · 293 across the 2 of their papers we have counts for
2 papers
eess.SY2020★ 216 cited
Deep Neural Networks with Koopman Operators for Modeling and Control of Autonomous Vehicles
Yongqian Xiao, Xinglong Zhang, Xin Xu +2
Autonomous driving technologies have received notable attention in the past decades. In autonomous driving systems, identifying a precise dynamical model for motion control is nont…
eess.SY2019★ 77 cited
Robust Learning-based Predictive Control for Discrete-time Nonlinear Systems with Unknown Dynamics and State Constraints
Xinglong Zhang, Jiahang Liu, Xin Xu +2
Robust model predictive control (MPC) is a well-known control technique for model-based control with constraints and uncertainties. In classic robust tube-based MPC approaches, an…