For real-life applications of MOBO, the complexity of the problem and the noise levels are usually hard to estimate a priori. Most of the time, noise structures are more complicated than simplified Gaussian noise that is assumed in most studies and different assumptions on noise structures need to be further considered. In addition, designing performance metrics for MOBO under noise is challenging but meaningful to ensure algorithm performances for robust applications.