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A Weighted Ensemble Model for Screening Passivation Materials in High-Efficiency Perovskite Solar Cells

Authors: Xinxin Xu; Jiazheng Wang; Qiang Lou; Haibiao Chen; Gehan Amaratunga; Hao Zhang; Jiahao Wu; Maojun Sun; Haocheng Huang; Hang Zhou

DOI: 10.1007/s40843-025-3968-3Status: Verified Translated Edition
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Key Findings in This Report

• • The LWEM ML model predicted BMT as an effective passivator; BMT-modified devices achieved a PCE increase from 22.45% to 24.89% under AM 1.5G, a relative improvement of 10.9%, demonstrating the model's predictive power for accelerating material discovery. • • Under 1000 lux LED indoor lighting, BMT-modified devices reached a PCE of 41.31%, highlighting their potential for powering IoT devices in low-light environments, a key market for indoor photovoltaics. • • The 'ion-coordination dual-lock' mechanism suppresses non-radiative recombination and facilitates hole extraction, as evidenced by improved V_OC and FF, which are critical for achieving high efficiency and stability. • • BMT-modified devices exhibited outstanding stability under long-term storage and maximum power point tracking conditions, addressing the commercialization bottleneck of PSCs related to operational lifetime.