Although mathematically elegant, back-propagation isn't perfect. Instead consider using particle swarm optimization (PSO) to train your neural network; here's how.

Design Optimization by Using Particle Swarm Optimization in Matlab and Apdl in Ansys For optimization of real time problems it is difficult to generate equations which are to be optimized.