Parallel batch pattern training algorithm for MLP with two hidden layers on many-core system

Abstract

The development of parallel batch pattern back propagation training algorithm of multilayer perceptron with two hidden layers and the research of its parallelization efficiency on many-core system are presented in this paper. The model of multilayer perceptron and batch pattern training algorithm are theoretically described. The algorithmic description of the parallel batch pattern training method is presented. Our results show high parallelization efficiency of the developed algorithm on many-core parallel system with 48 CPUs using MPI technology. © Springer International Publishing Switzerland 2014.