A Perovskite Material Screening and Performance Study Based on Asymmetric Convolutional Blocks
Shumin Ji,
Yujie Zhang,
Yanyan Huang
et al.
Abstract:This study introduces an innovative method for identifying high-efficiency perovskite materials using an asymmetric convolution block (ACB). Our approach involves preprocessing extensive data on perovskite oxide materials and developing a precise predictive model. This system is designed to accurately predict key properties such as band gap and stability, thereby eliminating the reliance on traditional feature importance filtering. It exhibited outstanding performance, achieving an accuracy of 96.8% and a reca… Show more
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