2 papers
eess.SY2026
Sampling Strategy Design for Model Predictive Path Integral Control on Legged Robot Locomotion
Chuyuan Tao, Fanxin Wang, Haolong Jiang +3
Model Predictive Path Integral (MPPI) control has emerged as a powerful sampling-based optimal control method for complex, nonlinear, and high-dimensional systems. However, directl…
cs.RO2025
DBaS-Log-MPPI: Efficient and Safe Trajectory Optimization via Barrier States
Fanxin Wang, Haolong Jiang, Chuyuan Tao +2
Optimizing trajectory costs for nonlinear control systems remains a significant challenge. Model Predictive Control (MPC), particularly sampling-based approaches such as the Model…