Naigui Xiao

Integrated Planning and Control on Manifolds: Factor Graph Representation and Toolkit

Model predictive control (MPC) faces significant limitations when applied to systems evolving on nonlinear manifolds, such as robotic attitude dynamics and constrained motion planning, where traditional Euclidean formulations struggle with singularities, over-parameterization, and poor convergence. …