The paper analyzes the possibility to use a neuro-fuzzy type mathematical model. with the final goal of establishing the welding parameters for new types and dimensions of pipes and fittings. Anticipating the developing dynamic of polyethylene-made elements. especially pipes and fittings. https://www.miamistares.shop/product-category/clutch-assembly-kits-and-parts/