The authors propose a scheme that maps a time-delay neural network (TDNN) into a neurocomputer called EMIND-II with the wavefront toroidal mesh-array structure. The authors also define the programming model of this array and derive the parallel algorithms concerning the TDNN for the EMIND-II. For demonstration purposes, this neurocomputer is applied to word recognition.