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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…
eess.SY2025
MPPI-DBaS: Safe Trajectory Optimization with Adaptive Exploration
Fanxin Wang, Yikun Cheng, Chuyuan Tao
In trajectory optimization, Model Predictive Path Integral (MPPI) control is a sampling-based Model Predictive Control (MPC) framework that generates optimal inputs by efficiently…