Title :
A novel cognitive architecture for a human-like virtual player in the mirror game
Author :
Chao Zhai ; Alderisio, Francesco ; Tsaneva-Atanasova, Krasimira ; di Bernardo, Mario
Author_Institution :
Dept. of Eng. Math., Univ. of Bristol, Bristol, UK
Abstract :
The so called mirror game, which in its simplest formulation involves two people mirroring each other´s hand´s movement, provides a paradigm to study social interaction. However, a customized virtual player can replace either of the two human participants and hopefully help with the rehabilitation of patients suffering from social disorders by regulating its kinematics. In this paper we investigate the coordination movement between an avatar (virtual player) and a human player in the mentioned game. A novel cognitive architecture is proposed to drive the motion of the virtual player so that it generates a human-like trajectory in two different experimental models. In order to achieve this objective, the Haken-Kelso-Bunz (HKB) equation is adopted to describe the social motor coordination between the virtual and the human player. In addition, both an adaptive algorithm for the coupling parameters in the HKB equation and a feedback controller are developed in order to guarantee human features for the virtual player in its kinematics. Finally, extensive experiments are conducted to validate the approach described above.
Keywords :
avatars; computer games; medical computing; patient rehabilitation; HKB; Haken-Kelso-Bunz equation; avatar; cognitive architecture; coordination movement; coupling parameters; customized virtual player; feedback controller; human features; human player; human-like trajectory; human-like virtual player; kinematics regulation; mirror game; patients rehabilitation; social disorders; social interaction; social motor coordination; virtual player; Adaptation models; Avatars; Equations; Games; Mathematical model; Mirrors; Time series analysis;
Conference_Titel :
Systems, Man and Cybernetics (SMC), 2014 IEEE International Conference on
Conference_Location :
San Diego, CA
DOI :
10.1109/SMC.2014.6974001