Abstract In node-based shape optimization, there are a vast amount of design parameters, and the objectives, as well physical constraints, non-linear in state design. Robust optimization algorithms required. The methods feasible directions widely used practical problems know to be quite robust. A subclass these is gradient projection method. It an active-set method, it can with equality non-equ...