Function Expansion Based Topology Optimization Utilizing Bayesian Optimization

In order to develop high performance photonic devices, various kinds of optimal design techniques have been developed. Although topology optimization method is most powerful design technique, it is often faced with a difficulty of finding global optimal solution when problem is multimodal. In this paper, we propose function expansion based topology optimization utilizing Bayesian optimization to develop efficient and versatile optimization technique.