These 2 PhD projects will focus on the development of novel concepts in optimization and control theory by integrating fuzzy logic and mathematical optimization. The main objective is to generate new approaches with performance guarantees that are tractable for real-time engineering control problems that involve uncertainties. Therefore, next to generating new integrated concepts, theoretical properties (including characterization of the computational complexity) and performance guarantees will be established.