In this book, we interesting to deterministic methods via stochastic perturbation like reduced gradient and its generalization method, sub-gradient method for solving global optimization problems, nonsmooth optimization mathematical modelling, multi objectifs optimization and binary programming. The application are given for: water distribution system, image processing, machine learning and regression analysis.