Title :
Experiments in synthetic psychology for tactile perception in robots: steps towards implementing humanoid robots
Author :
Taddeucci, Davide ; Dario, Paolo
Author_Institution :
ARTS Lab., Scuola Superiore Sant´´Anna, Pisa, Italy
Abstract :
A robotic system which imitates the development process of stable grasping in infants is presented. The sensing devices of the system are tactile and visual sensors based on anthropomorphic design. The sensory data are processed and fused by the internal learning system based on artificial neural networks implementing the psychological aspects of the reinforcement learning paradigm. The design of the robotic system is modelled on the principles of synthetic psychology in order to obtain a human-like behavior, an important step towards “humanoids”. Experiments show that the robot is able to find the best procedure to hold an object using the learned force with an average of 9 successful grasps over 10 trials
Keywords :
image sensors; learning (artificial intelligence); neural nets; robots; sensor fusion; tactile sensors; anthropomorphic design; artificial neural networks; humanoid robots; infant learning; internal learning system; reinforcement learning paradigm; sensing devices; stable grasping development process; synthetic psychology; tactile perception; tactile sensors; visual sensors; Anthropomorphism; Cognitive robotics; Human robot interaction; Humanoid robots; Intelligent robots; Pediatrics; Psychology; Robot sensing systems; Sensor systems; Tactile sensors;
Conference_Titel :
Robotics and Automation, 1998. Proceedings. 1998 IEEE International Conference on
Conference_Location :
Leuven
Print_ISBN :
0-7803-4300-X
DOI :
10.1109/ROBOT.1998.680660