Title :
Exploiting global force torque measurements for local compliance estimation in tactile arrays
Author :
Ciliberto, Carlo ; Fiorio, Luca ; Maggiali, Marco ; Natale, L. ; Rosasco, Lorenzo ; Metta, G. ; Sandini, G. ; Nori, Franco
Author_Institution :
Lab. for Comput. & Stat. Learning, Ist. Italiano di Tecnol., Genoa, Italy
Abstract :
In this paper we tackle the problem of estimating the local compliance of tactile arrays exploiting global measurements from a single force and torque sensor. The proposed procedure exploits a transformation matrix (describing the relative position between the local tactile elements and the global force/torque measurements) to define a linear regression problem on the unknown local stiffness. Experiments have been conducted on the foot of the iCub robot, sensorized with a single force/torque sensor and a tactile array of 250 tactile elements (taxels) on the foot sole. Results show that a simple calibration procedure can be employed to estimate the stiffness parameters of virtual springs over a tactile array and to use these model to predict normal forces exerted on the array based only on the tactile feedback. Leveraging on previous works [1] the proposed procedure does not necessarily need a-priori information on the transformation matrix of the taxels which can be directly estimated from available measurements.
Keywords :
compliance control; elastic constants; feedback; force control; legged locomotion; matrix algebra; parameter estimation; regression analysis; torque control; compliance estimation; foot sole; force measurement; iCub robot; legged robotic platform; linear regression problem; stiffness parameter estimation; tactile arrays; tactile feedback; torque measurement; transformation matrix; virtual springs; Foot; Force; Mathematical model; Robot kinematics; Robot sensing systems; Skin;
Conference_Titel :
Intelligent Robots and Systems (IROS 2014), 2014 IEEE/RSJ International Conference on
Conference_Location :
Chicago, IL
DOI :
10.1109/IROS.2014.6943124