Title :
On singular values decomposition and patterns for human motion analysis and simulation
Author :
Datas, Adrien ; Chiron, Pascale ; Fourquet, Jean-Yves
Author_Institution :
Lab. Gnie de Production, Un. de Toulouse, Toulouse, France
Abstract :
We are interested in human motion characterization and automatic motion simulation. The apparent redundancy of the humanoid w.r.t its explicit tasks lead to the problem of choosing a plausible movement in the framework of redundant kinematics. This work explores the intrinsic relationships between singular value decomposition at kinematic level and optimization principles at task level and joint level. Two task-based schemes devoted to simulation of human motion are then proposed and analyzed. These results are illustrated by motion captures, analyses and task-based simulations. Pattern of singular values serve as a basis for a discussion concerning the similarity of simulated and real motions.
Keywords :
biomechanics; humanoid robots; motion control; optimisation; robot kinematics; singular value decomposition; apparent redundancy; automatic motion simulation; human motion analysis; human motion characterization; human motion simulation; humanoid w.r.t; joint level; motion capture; optimization principle; redundant kinematics movement; singular value decomposition; task level; task-based scheme; task-based simulation; Humans; Jacobian matrices; Joints; Kinematics; Level measurement; Optimization; Trajectory;
Conference_Titel :
Methods and Models in Automation and Robotics (MMAR), 2012 17th International Conference on
Conference_Location :
Miedzyzdrojie
Print_ISBN :
978-1-4673-2121-1
DOI :
10.1109/MMAR.2012.6347916