Abstract: In this literature review the literature available for the neural networks in general, feed forward neural networks in particular are briefly discussed. The application of neural networks in the control systems, direct and Indirect Adaptive Controls, closed loop and fixed gain controller are also reviewed. Important conclusions are drawn and the advantages and limitation are highlighted.