The smart chemical laboratory has recently emerged as a promising trend for future research, where experiment optimization is of vital importance. traditional Bayesian (BO) algorithm focuses on exploring the dependent variable space while overlooking independent space. Consequently, BO suffers from becoming stuck at local optima, which severely deteriorates performance, especially with bad-qual...