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Zhe Liu
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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
2432019
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
2152019
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
1172020
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
1162020
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
1042021
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
952022
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
852015
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
842021
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
762018
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
422015
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
322019
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
322017
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
312017
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
252021
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
252020
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
222016
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
202023
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, ...
202021
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
192019
Predicting the outdoor performance of flat-plate III–V/Si tandem solar cells
H Liu, Z Ren, Z Liu, AG Aberle, T Buonassisi, IM Peters
Solar Energy 149, 77-84, 2017
192017
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