Abstract: A model of neural network based on Chebyshev basis functions was presented to remedy the drawbacks existing in conventional BP neural networks, such as, slow learning rate, local minima, and difficulties in determining optimal structure. The values of the

Key words: Neural networks,Chebyshev basis,Weights-direct-determination,Structure-adaptive-determination