We illustrated the method for the former case by presenting a parametrically managed activation function that is specifically designed to damp interaction potentials toward zero in asymptotic regions -even without placing data there. The parametrically managed activation function depends parametrically on the separation distance of the fragments of the full system. The result is an improved set of 14-state 3 A´ global potential energy surfaces for O + O2 collisions that