The support structures for such offshore wind turbines are generally in risk of metal fatigue, due to the dynamic loading of wind and waves. . With larger and heavier turbines, metal fatigue will be even more likely to occur in the welded sub-structures. The aim of this PhD project is to develop an optimization framework capable of optimizing the welded structures in offshore foundations considering both fatigue and stochastic parameters