Title :
A data processing on engineering based on combined CMAC
Author :
Yang, Tie-mei ; Han, Yi-lun ; Xiong, Shi-Bo
Author_Institution :
Taiyuan Heavy Machinery Inst., Shanxi, China
Abstract :
In this paper, it is discussed that cerebellar model articulation controller (CMAC) in combination with mathematical model is used to approximate nonlinear functions to get other data based on the measured data in engineering. The industrial application shows that this method is not only speeding up the convergence and improving the generalization ability of CMAC, but also improving the speed and precision of nonlinear approximation of CMAC.
Keywords :
convergence; engineering computing; feedforward neural nets; generalisation (artificial intelligence); nonlinear functions; table lookup; cerebellar model articulation controller; combined CMAC; convergence; engineering data processing; feedforward neural nets; generalization ability; industrial application; mathematical model; nonlinear approximation; nonlinear functions; Artificial neural networks; Convergence; Data engineering; Data processing; Equations; Function approximation; Least squares approximation; Mathematical model; Neural networks; Polynomials;
Conference_Titel :
Machine Learning and Cybernetics, 2003 International Conference on
Print_ISBN :
0-7803-8131-9
DOI :
10.1109/ICMLC.2003.1259686
