Soya Shimizu

Fast Direct Optimal Control for Humanoids Based on Dynamics Representation in FPC Latent Space

This study introduces a novel approach to Humanoid Robot Motion Generation using Functional Principal Component Analysis (FPCA) within the framework of Direct Optimal Control (DOC). FPCA efficiently compresses high-dimensional motion data, including ground reaction forces, into a low-dimensional spa