Title :
Postural control of a two degree of freedom biped using a simple neural network
Author :
Hasan, Samer S. ; Shiavi, Richard G. ; Peterson, Steven W. ; Bonds, A.B.
Author_Institution :
Dept. of Biomed. Eng., Vanderbilt Univ., Nashville, TN, USA
fDate :
Oct. 29 1992-Nov. 1 1992
Abstract :
A neural network controller, employing 3 neuron-like adaptive elements, was used to control a planar double-inverted pendulum biped model. The net learned to balance the biped about the vertical equilibrium point and maintain dynamic stability. Simulations show consistent similarities between model dynamics and human postural dynamics, despite the simple controller architecture, and encourage further evaluation using more elaborate models.
Keywords :
learning (artificial intelligence); medical computing; medical control systems; neurophysiology; physiological models; 3 neuron-like adaptive elements; human postural dynamics; net learning; neural network controller; planar double-inverted pendulum biped model; postural control; vertical equilibrium point; Adaptation model; Biological system modeling; Neuromuscular;
Conference_Titel :
Engineering in Medicine and Biology Society, 1992 14th Annual International Conference of the IEEE
Conference_Location :
Paris
Print_ISBN :
0-7803-0785-2
Electronic_ISBN :
0-7803-0816-6
DOI :
10.1109/IEMBS.1992.5760845