The monography contains all parts of the modern experimental design and analysis: classical planning of natural experiments and regression analysis, planning of computer experiments, approximation, metamodeling and basics of global optimization. Besides theory the solution of practical examples are given by means of commercial software Design – Expert and EDAOpt program developed in RTU.