Title :
Research on intrinsic motivation of robot based on central nervous system
Author :
Shi Tao ; Yang Weidong ; Ren Hongge
Author_Institution :
Sch. of Autom. & Electr. Eng., Univ. of Sci. & Technol. Beijing, Beijing, China
fDate :
May 31 2014-June 2 2014
Abstract :
According to the anthropopathic characteristics of the robot, this paper puts forward a central nervous system model based on the basal ganglia, and studies the working cooperation among cerebellum, basal ganglia, cerebral cortex and other nerve apparatus, so that the perceive model about a central nervous system is established. The perceive model mostly consists of cerebellum, basal ganglia and cerebral cortex, thereinto, the cerebellum realizes sensorimotor mapping from states to actions by supervised learning; and the basal ganglia implements probabilistic choice based on operant conditioning principle to actions using action forecast evaluation results; moreover, the cerebral cortex receives and sends useful information to the basal ganglia and cerebellum, consequently, the closed feedback loop of a central nervous system is formed. This paper describes the concrete structure, function and arithmetic about the central nervous system model based on the basal ganglia, and performs some simulation experiments on the two-wheeled robot. The results reappearance the self-learning ability and movement balance skill of the robot like human, and indicate that this model has the better perceive characters and robustness.
Keywords :
learning (artificial intelligence); medical robotics; mobile robots; neurophysiology; action forecast evaluation; basal ganglia; central nervous system; cerebellum; cerebral cortex; closed feedback loop; intrinsic motivation; movement balance skill; probabilistic choice; robot; self-learning ability; sensorimotor mapping; supervised learning; Basal ganglia; Biological system modeling; Brain modeling; Central nervous system; Mobile robots; Robot sensing systems; Basal Ganglia; Central Nervous System; Cerebellum; Cerebral Cortex; Intrinsic Motivation; Robot;
Conference_Titel :
Control and Decision Conference (2014 CCDC), The 26th Chinese
Conference_Location :
Changsha
Print_ISBN :
978-1-4799-3707-3
DOI :
10.1109/CCDC.2014.6852633