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- W4386697212 abstract "Within a short period of time, perovskite solar cells (PSC) have attracted paramount research interests among the photovoltaic (PV) community. Usage of machine learning (ML) into PSC research is significantly accelerated their holistic understanding of device requisite properties. ML techniques are increasingly employed to discover stable perovskite materials, optimize device architecture and processing, and analyze PSC characterization data. This review provides an in‐depth exploration of ML applications in PSC advancement through an analysis of existing literature. The review commences with an introduction to the ML workflow, detailing each step, followed by concise overviews of perovskite materials and PSC operation. Later sections explore the diverse ways ML contributes to PSC development, which ranges from the optoelectronic property prediction of perovskites, discovery of novel perovskites, PSC device structure optimization, and comprehensive PSC analyses. The challenges impeding PSC commercialization are discussed, along with ML's potential to mitigate them. The review concludes by highlighting current limitations in employing ML for PSC research and suggests potential solutions. It also outlines prospective research directions for ML applications in PSC research, aiming to develop highly efficient and stable PSCs." @default.
- W4386697212 created "2023-09-14" @default.
- W4386697212 creator A5030133407 @default.
- W4386697212 creator A5033967160 @default.
- W4386697212 creator A5043596666 @default.
- W4386697212 creator A5054800796 @default.
- W4386697212 creator A5055114538 @default.
- W4386697212 creator A5061594672 @default.
- W4386697212 date "2023-10-02" @default.
- W4386697212 modified "2023-10-18" @default.
- W4386697212 title "Machine Learning in Perovskite Solar Cells: Recent Developments and Future Perspectives" @default.
- W4386697212 cites W1584846110 @default.
- W4386697212 cites W1984689770 @default.
- W4386697212 cites W1986982278 @default.
- W4386697212 cites W2006304022 @default.
- W4386697212 cites W2010611103 @default.
- W4386697212 cites W2019583087 @default.
- W4386697212 cites W2030976617 @default.
- W4386697212 cites W2034097448 @default.
- W4386697212 cites W2041726686 @default.
- W4386697212 cites W2057327293 @default.
- W4386697212 cites W2073913680 @default.
- W4386697212 cites W2088448436 @default.
- W4386697212 cites W2112688502 @default.
- W4386697212 cites W2129970907 @default.
- W4386697212 cites W2144574847 @default.
- W4386697212 cites W2160785667 @default.
- W4386697212 cites W2167665174 @default.
- W4386697212 cites W2169328609 @default.
- W4386697212 cites W2278290104 @default.
- W4386697212 cites W2325797939 @default.
- W4386697212 cites W2344188443 @default.
- W4386697212 cites W2395233036 @default.
- W4386697212 cites W2410619939 @default.
- W4386697212 cites W2513782563 @default.
- W4386697212 cites W2513876571 @default.
- W4386697212 cites W2742835787 @default.
- W4386697212 cites W2744985765 @default.
- W4386697212 cites W2760381023 @default.
- W4386697212 cites W2764247306 @default.
- W4386697212 cites W2767101995 @default.
- W4386697212 cites W2781885826 @default.
- W4386697212 cites W2785060548 @default.
- W4386697212 cites W2789916738 @default.
- W4386697212 cites W2795987866 @default.
- W4386697212 cites W2799567665 @default.
- W4386697212 cites W2811089824 @default.
- W4386697212 cites W2884430236 @default.
- W4386697212 cites W2885085843 @default.
- W4386697212 cites W2888395196 @default.
- W4386697212 cites W2898037010 @default.
- W4386697212 cites W2902119819 @default.
- W4386697212 cites W2902343986 @default.
- W4386697212 cites W2902538834 @default.
- W4386697212 cites W2903483166 @default.
- W4386697212 cites W2904945723 @default.
- W4386697212 cites W2908202403 @default.
- W4386697212 cites W2909184124 @default.
- W4386697212 cites W2919043374 @default.
- W4386697212 cites W2924243713 @default.
- W4386697212 cites W2925145055 @default.
- W4386697212 cites W2940802411 @default.
- W4386697212 cites W2942137712 @default.
- W4386697212 cites W2943076804 @default.
- W4386697212 cites W2948076064 @default.
- W4386697212 cites W2954205360 @default.
- W4386697212 cites W2961960358 @default.
- W4386697212 cites W2963310787 @default.
- W4386697212 cites W2963784900 @default.
- W4386697212 cites W2968819590 @default.
- W4386697212 cites W2969222270 @default.
- W4386697212 cites W2971094500 @default.
- W4386697212 cites W2982463232 @default.
- W4386697212 cites W2983107015 @default.
- W4386697212 cites W2988073060 @default.
- W4386697212 cites W2992627872 @default.
- W4386697212 cites W2994650566 @default.
- W4386697212 cites W2996198560 @default.
- W4386697212 cites W2999916958 @default.
- W4386697212 cites W3012025339 @default.
- W4386697212 cites W3012190599 @default.
- W4386697212 cites W3014777786 @default.
- W4386697212 cites W3016987575 @default.
- W4386697212 cites W3024236153 @default.
- W4386697212 cites W3030123591 @default.
- W4386697212 cites W3037740742 @default.
- W4386697212 cites W3040178391 @default.
- W4386697212 cites W3045638801 @default.
- W4386697212 cites W3064646198 @default.
- W4386697212 cites W3081770016 @default.
- W4386697212 cites W3082090128 @default.
- W4386697212 cites W3085860626 @default.
- W4386697212 cites W3088608735 @default.
- W4386697212 cites W3092329280 @default.
- W4386697212 cites W3092810110 @default.
- W4386697212 cites W3095650796 @default.
- W4386697212 cites W3129039627 @default.
- W4386697212 cites W3133343657 @default.
- W4386697212 cites W3147596910 @default.
- W4386697212 cites W3157337682 @default.