Knowledge Assisted Optimization for Large-Scale Problems: A Review and Proposition

In engineering design, engineers often have certain knowledge about the design problem. However, in the last decades, we assume design functions are black-boxes. This paper discusses if knowledge can help with optimization, especially for large-scale optimization problems. Existing large-scale optimization methods based on black-box functions are first reviewed and the drawbacks of those methods are briefly discussed. To understand what...