Stochastic Finite Element analysis of the coupled thermo-elastic problem for engineering structures with temperature-dependent elements. Stochastic higher order perturbation-based approach by the use of the Weighted Least Squares Method. Numerical analysis of the first four probabilistic coefficients of the temperatures, stresses and deformations.