Title :
The generalized CMAC
Author :
González-Serrano, Francisco J. ; Artés-Rodríguez, Antonio ; Vidal, Aníbal R Figutiras-
Author_Institution :
DTC-ETSI Telecomunicacion, Vigo Univ., Spain
Abstract :
The cerebellar model arithmetic controller (CMAC) is a neurological model for human-like nonlinear controller design. The CMAC can approximate a wide variety of nonlinear functions by local training. The conventional CMAC uses receptive fields with equal width along all dimensions of input space without considering the variation of the target function in different areas. To avoid this limitation, we propose to adapt the width of the receptive fields depending an the input data distribution. The present paper describes this strategy and explores the application of the proposed algorithm in a nonlinear digital communications framework
Keywords :
cerebellar model arithmetic computers; digital communication; neurocontrollers; nonlinear control systems; telecommunication control; associative neural network; cerebellar model arithmetic controller; digital communications framework; generalized CMAC; human-like nonlinear controller design; input data distribution; local training; neurological model; nonlinear functions; receptive fields; target function; Arithmetic; Communication system control; Digital communication; Electronic mail; Hypercubes; Neural networks; Neurons; Predictive models; Telecommunication control; Telecommunication standards;
Conference_Titel :
Circuits and Systems, 1996. ISCAS '96., Connecting the World., 1996 IEEE International Symposium on
Conference_Location :
Atlanta, GA
Print_ISBN :
0-7803-3073-0
DOI :
10.1109/ISCAS.1996.541666
