Title :
Response-based interactive motion generation
Author :
Huang, Xuelin ; Song, Xiao ; Gong, Guanghong ; Chen, Dongming ; Li, Jiajia
Author_Institution :
Sch. of Autom. Sci. & Electr. Eng., Beihang Univ., Beijing, China
Abstract :
We demonstrate a response-based motion generation system capable of naturally response to the external disturbance while tracking a reference motion. Our approach associates the data-driven motion synthesis technique with the response simulation result. For a rapid approximation of the character response, we introduce both the simplified joint model and skeleton model for simulation, and adopt forward dynamics to estimate the angle disturbances. We design a corresponding control mechanism for our skeleton model to balance against disturbance, using the adjustments of key joints´ movement. According to the response simulation, a multi-resolution maximum a posteriori estimation is proposed to search for the matched parameters and principal component analysis based on our response motion database is used for the final motion synthesis. Results for following different reference motions in presence of a variety of disturbances are demonstrated. Our approach shows its advantage in rapid generation of interactive and natural-looking motion for character animation.
Keywords :
computer animation; maximum likelihood estimation; principal component analysis; character animation; character response; data-driven motion synthesis; external disturbance; forward dynamics; matched parameters; multiresolution maximum a posteriori estimation; principal component analysis; reference motion; response based interactive motion generation; response motion database; response simulation; simplified joint model; skeleton model; Computational modeling; Control systems; Databases; Dynamics; Joints; Principal component analysis; Character animation; data-driven animation; physically based simulation;
Conference_Titel :
Industrial Engineering and Engineering Management (IEEM), 2010 IEEE International Conference on
Conference_Location :
Macao
Print_ISBN :
978-1-4244-8501-7
Electronic_ISBN :
2157-3611
DOI :
10.1109/IEEM.2010.5674280