Accelerated development of perovskite-inspired materials via high-throughput synthesis and machine-learning diagnosis S Sun, NTP Hartono, ZD Ren, F Oviedo, AM Buscemi, M Layurova, ... Joule 3 (6), 1437-1451, 2019 | 252 | 2019 |
Fast and interpretable classification of small X-ray diffraction datasets using data augmentation and deep neural networks F Oviedo, Z Ren, S Sun, C Settens, Z Liu, NTP Hartono, S Ramasamy, ... npj Computational Materials 5 (1), 60, 2019 | 226 | 2019 |
Revisiting thin silicon for photovoltaics: a technoeconomic perspective Z Liu, SE Sofia, HS Laine, M Woodhouse, S Wieghold, IM Peters, ... Energy & Environmental Science 13 (1), 12-23, 2020 | 120 | 2020 |
How machine learning can help select capping layers to suppress perovskite degradation NTP Hartono, J Thapa, A Tiihonen, F Oviedo, C Batali, JJ Yoo, Z Liu, R Li, ... Nature communications 11 (1), 4172, 2020 | 119 | 2020 |
A data fusion approach to optimize compositional stability of halide perovskites S Sun, A Tiihonen, F Oviedo, Z Liu, J Thapa, Y Zhao, NTP Hartono, ... Matter 4 (4), 1305-1322, 2021 | 109 | 2021 |
Machine learning with knowledge constraints for process optimization of open-air perovskite solar cell manufacturing Z Liu, N Rolston, AC Flick, TW Colburn, Z Ren, RH Dauskardt, ... Joule 6 (4), 834-849, 2022 | 105 | 2022 |
Benchmarking the performance of Bayesian optimization across multiple experimental materials science domains Q Liang, AE Gongora, Z Ren, A Tiihonen, Z Liu, S Sun, JR Deneault, ... npj Computational Materials 7 (1), 188, 2021 | 97 | 2021 |
The realistic energy yield potential of GaAs-on-Si tandem solar cells: a theoretical case study H Liu, Z Ren, Z Liu, AG Aberle, T Buonassisi, IM Peters Optics express 23 (7), A382-A390, 2015 | 85 | 2015 |
Precursor Concentration Affects Grain Size, Crystal Orientation, and Local Performance in Mixed-Ion Lead Perovskite Solar Cells S Wieghold, JP Correa-Baena, L Nienhaus, S Sun, KE Shulenberger, ... ACS Applied Energy Materials 1 (12), 6801-6808, 2018 | 77 | 2018 |
Numerical Analysis of Radiative Recombination and Reabsorption in GaAs/Si Tandem Z Ren, JP Mailoa, Z Liu, H Liu, SC Siah, T Buonassisi, IM Peters IEEE Journal of Photovoltaics, 2015 | 42 | 2015 |
Halide heterogeneity affects local charge carrier dynamics in mixed-ion lead perovskite thin films S Wieghold, J Tresback, JP Correa-Baena, NTP Hartono, S Sun, Z Liu, ... Chemistry of Materials 31 (10), 3712-3721, 2019 | 32 | 2019 |
Periodic upright nanopyramids for light management applications in ultrathin crystalline silicon solar cells P Wang, Z Liu, K Xu, DJ Blackwood, M Hong, AG Aberle, R Stangl, ... IEEE Journal of Photovoltaics 7 (2), 493-501, 2017 | 32 | 2017 |
The GaAs/GaAs/Si solar cell–Towards current matching in an integrated two terminal tandem Z Ren, H Liu, Z Liu, CS Tan, AG Aberle, T Buonassisi, IM Peters Solar Energy Materials and Solar Cells 160, 94-100, 2017 | 31 | 2017 |
Managing Secondary Phase Lead Iodide in Hybrid Perovskites via Surface Reconstruction for High‐Performance Perovskite Solar Cells with Robust Environmental Stability L Ye, P Guo, J Su, K Zhang, C Liu, P Yang, W Zhao, P Zhao, Z Liu, ... Angewandte Chemie International Edition, e202300678, 2023 | 29 | 2023 |
Predicting antimicrobial activity of conjugated oligoelectrolyte molecules via machine learning A Tiihonen, SJ Cox-Vazquez, Q Liang, M Ragab, Z Ren, NTP Hartono, ... Journal of the American Chemical Society 143 (45), 18917-18931, 2021 | 26 | 2021 |
A worldwide theoretical comparison of outdoor potential for various silicon-based tandem module architecture H Liu, CD Rodríguez-Gallegos, Z Liu, T Buonassisi, T Reindl, IM Peters Cell Reports Physical Science 1 (4), 100037, 2020 | 25 | 2020 |
Detection of sub-500-μm cracks in multicrystalline silicon wafer using edge-illuminated dark-field imaging to enable thin solar cell manufacturing S Wieghold, Z Liu, SJ Raymond, LT Meyer, JR Williams, T Buonassisi, ... Solar Energy Materials and Solar Cells 196, 70-77, 2019 | 22 | 2019 |
Luminescence imaging analysis of light harvesting from inactive areas in crystalline silicon PV modules Z Liu, M Peters, V Shanmugam, YS Khoo, S Guo, R Stangl, AG Aberle, ... Solar Energy Materials and Solar Cells 144, 523-531, 2016 | 22 | 2016 |
Benchmarking the performance of bayesian optimization across multiple experimental materials science domains. npj Computational Mater. 7 Q Liang, AE Gongora, Z Ren, A Tiihonen, Z Liu, S Sun, JR Deneault, ... | 21 | 2021 |
Opportunities for machine learning to accelerate halide-perovskite commercialization and scale-up RE Kumar, A Tiihonen, S Sun, DP Fenning, Z Liu, T Buonassisi Matter 5 (5), 1353-1366, 2022 | 19 | 2022 |