Title :
Synergy-based optimal design of hand pose sensing
Author :
Bianchi, Matteo ; Salaris, Paolo ; Bicchi, Antonio
Author_Institution :
Interdept. Res. Center Enrico Piaggio, Univ. of Pisa, Pisa, Italy
Abstract :
This paper investigates the optimal design of low-cost gloves for hand pose sensing. This problem becomes particularly relevant when limits on the production costs of sensing gloves are taken into account. These cost constraints may limit both the number and the quality of sensors used as well as the technology adopted. For this reason, an optimal distribution of sensors on the glove during the design phase is mandatory in order to obtain good hand pose reconstruction. In this paper, by exploiting the knowledge on how humans most frequently use their hands in grasping tasks, we study the problem of how and where to place sensors on the glove in order to get the maximum information about the actual hand posture, and hence minimize in average the reconstruction error. Simulations and experiments of reconstruction performance are reported to validate the proposed optimal design of sensing devices.
Keywords :
data gloves; distributed sensors; pose estimation; position measurement; cost constraint; grasping task; hand pose reconstruction; hand pose sensing; hand posture; low-cost glove; optimal sensor distribution; reconstruction error minimization; reconstruction performance; sensing device; sensing gloves; sensor placement; sensor quality; synergy-based optimal design; Covariance matrix; Joints; Noise; Noise measurement; Robot sensing systems; Vectors;
Conference_Titel :
Intelligent Robots and Systems (IROS), 2012 IEEE/RSJ International Conference on
Conference_Location :
Vilamoura
Print_ISBN :
978-1-4673-1737-5
DOI :
10.1109/IROS.2012.6385933