Fig. 1: Overall workflow of this study.

Schematic of systematic multi-molecular design process to optimize aqueous optoelectronic properties of halide perovskite materials, combining photoelectrochemical experiments, feature analysis, machine learning (extra-tree and genetic algorithm) analysis, and DFT calculation.