In this talk, we consider a PDE model of neural network. We aim at proving what kind of patterns may appear with respect to the strength of interconnections between the neurons, the delay of transmission of the signal and the refractory state. This talk is based on collaborations with M. Caceres, J. A. Carrillo, K. Ikeda, B. Perthame, P. Roux, D. Smets