Knowledge-integrated machine learning for materials: lessons from gameplaying and robotics

بواسطة Hippalgaonkar, Kedar, Li, Qianxiao, Wang, Xiaonan, Fisher, John W., Kirkpatrick, James, Buonassisi, Tonio
منشور في 2023

Predicting synthesizability using machine learning on databases of existing inorganic materials

بواسطة Zhu, Ruiming, Tian, Siyu Isaac Parker, Ren, Zekun, Li, Jiali, Buonassisi, Tonio, Hippalgaonkar, Kedar
منشور في 2023

A Worldwide Theoretical Comparison of Outdoor Potential for Various Silicon-Based Tandem Module Architecture

بواسطة Liu, Haohui, Rodríguez-Gallegos, Carlos D, Liu, Zhe, Buonassisi, Tonio, Reindl, Thomas, Peters, Ian Marius
منشور في 2020

Accelerated automated screening of viscous graphene suspensions with various surfactants for optimal electrical conductivity

بواسطة Bash, Daniil, Chenardy, Frederick Hubert, Ren, Zekun, Cheng, Jayce J., Buonassisi, Tonio, Oliveira, Ricardo, Kumar, Jatin N., Hippalgaonkar, Kedar
منشور في 2022

Sensitivity analysis for III-V/Si tandem solar cells: A theoretical study

بواسطة Thway, Maung, Ren, Zekun, Liu, Zhe, Chua, Soo Jin, Aberle, Armin G, Buonassisi, Tonio, Peters, Ian Marius, Lin, Fen
منشور في 2020

Performance of silicon solar cells under filtered spectra and different light intensities

بواسطة Thway, Maung, Sahraei, Nasim, Ren, Zekun, Chua, Soo Jin, Aberle, Armin G, Buonassisi, Tonio, Peters, Ian Marius, Lin, Fen
منشور في 2020

A modeling framework for optimizing current density in four-terminal tandem solar cells: A case study on GaAs/Si tandem

بواسطة LIU ZHE, REN ZEKUN, LIU HAOHUI, NASIM SAHRAEI KHANGHAH, LIN FEN, ROLF ARNOLD STANGL, ABERLE,ARMIN GERHARD, Buonassisi, T, IAN MARIUS PETERS
منشور في 2020

Theoretical energy yield of GaAs-on-Si tandem solar cells

بواسطة Liu, H., Ren, Z., Liu, Z., Brandt, R.E., Mailoa, J.P., Siah, S.C., Aberle, A.G., Buonassisi, T., Peters, I.M.
منشور في 2014

Ultra-thin GaAs double-junction solar cell with carbon-doped emitter

بواسطة Ren, Zekun, Thway, Maung, Liu, Zhe, Wang, Yue, Ke, Cangming, Yaung, Kevin Nay, Wang, Bing, Tan, Chuan Seng, Lin, Fen, Aberle, Armin Gerhad, Buonassisi, Tonio, Peters, Ian Marius
منشور في 2020

Ultra-Thin GaAs Double-Junction Solar Cell With Carbon-Doped Emitter

بواسطة Ren, Zekun, Thway, Maung, Liu, Zhe, Wang, Yue, Ke, Cangming, Yaung, Kevin N, Wang, Bing, Tan, Chuan Seng, Lin, Fen, Aberle, Armin G, Buonassisi, Tonio, Peters, Ian Marius
منشور في 2020

Author Correction: Embedding physics domain knowledge into a Bayesian network enables layer-by-layer process innovation for photovoltaics (npj Computational Materials, (2020), 6, 1...

بواسطة Ren, Z, Oviedo, F, Thway, M, Tian, SIP, Wang, Y, Xue, H, Perea, JD, Layurova, M, Heumueller, T, Birgersson, E, Aberle, AG, Brabec, CJ, Stangl, R, Li, Q, Sun, S, Lin, F, Peters, IM, Buonassisi, T
منشور في 2020

Two-step machine learning enables optimized nanoparticle synthesis

بواسطة Mekki-Berrada, Flore, Ren, Zekun, Huang, Tan, Wong, Wai Kuan, Zheng, Fang, Xie, Jiaxun, Tian, Isaac Parker Siyu, Jayavelu, Senthilnath, Mahfoud, Zackaria, Bash, Daniil, Hippalgaonkar, Kedar, Khan, Saif, Buonassisi, Tonio, Li, Qianxiao, Wang, Xiaonan
منشور في 2021

Two-step machine learning enables optimized nanoparticle synthesis

بواسطة Mekki-Berrada, Flore, Ren, Zekun, Huang, Tan, Wong, Wai Kuan, Zheng, Fang, Xie, Jiaxun, Tian, Isaac Parker Siyu, Jayavelu, Senthilnath, Mahfoud, Zackaria, Bash, Daniil, Hippalgaonkar, Kedar, Khan, Saif, Buonassisi, Tonio, Li, Qianxiao, Wang, Xiaonan
منشور في 2022

Benchmarking the performance of Bayesian optimization across multiple experimental materials science domains

بواسطة Liang, Qiaohao, Gongora, Aldair E., Ren, Zekun, Tiihonen, Armi, Liu, Zhe, Sun, Shijing, Deneault, James R., Bash, Daniil, Mekki-Berrada, Flore, Khan, Saif A., Hippalgaonkar, Kedar, Maruyama, Benji, Brown, Keith A., Fisher III, John, Buonassisi, Tonio
منشور في 2022

An invertible crystallographic representation for general inverse design of inorganic crystals with targeted properties

بواسطة Ren, Zekun, Tian, Isaac Parker Siyu, Noh, Juhwan, Oviedo, Felipe, Xing, Guangzong, Li, Jiali, Liang, Qiaohao, Zhu, Ruiming, Aberle, Armin G., Sun, Shijing, Wang, Xiaonan, Liu, Yi, Li, Qianxiao, Jayavelu, Senthilnath, Hippalgaonkar, Kedar, Jung, Yousung, Buonassisi, Tonio
منشور في 2023

An invertible crystallographic representation for general inverse design of inorganic crystals with targeted properties

بواسطة REN ZEKUN, Tian, Siyu Isaac Parker, Noh, Juhwan, Oviedo, Felipe, Xing, Guangzong, JIALI LI, Liang, Qiaohao, Zhu, Ruiming, Armin Gerhard Aberle, Sun, Shijing, WANG XIAONAN, Liu, Yi, Li, Qianxiao, Jayavelu, Senthilnath, Hippalgaonkar, Kedar, Jung, Yousung, Buonassisi, Tonio
منشور في 2021

Transfer learning-based artificial intelligence-integrated physical modeling to enable failure analysis for 3 nanometer and smaller silicon-based CMOS transistors

بواسطة JIEMING PAN, LOW KAIN LU, JOYDEEP GHOSH, Senthilnath Jayavelu, Md Meftahul Ferdaus, Shang Yi Lim, Evgeny Zamburg, Li Yida, TANG BAOSHAN, WANG XINGHUA, LEONG JIN FENG, Savitha Ramasamy, Tonio Buonassisi, Tham Chen Khong, THEAN VOON YEW, AARON
منشور في 2022

Embedding physics domain knowledge into a Bayesian network enables layer-by-layer process innovation for photovoltaics

بواسطة Ren, Z., Oviedo, F., Thway, M., Tian, S.I.P., Wang, Y., Xue, H., Dario Perea, J., Layurova, M., Heumueller, T., Birgersson, E., Aberle, A.G., Brabec, C.J., Stangl, R., Li, Q., Sun, S., Lin, F., Peters, I.M., Buonassisi, T.
منشور في 2021

Developing a Robust Recombination Contact to Realize Monolithic Perovskite Tandems With Industrially Common p-Type Silicon Solar Cells

بواسطة Hoye, Robert LZ, Bush, Kevin A, Oviedo, Felipe, Sofia, Sarah E, MAUNG THWAY, LI XINHANG, LIU ZHE, Jean, Joel, Mailoa, Jonathan P, Osherov, Anna, LIN FEN, Palmstrom, Axel F, Bulovic, Vladimir, McGehee, Michael D, IAN MARIUS PETERS, Buonassisi, Tonio
منشور في 2020

Tackling Data Scarcity with Transfer Learning: A Case Study of Thickness Characterization from Optical Spectra of Perovskite Thin Films

بواسطة Tian, Siyu Isaac Parker, Ren, Zekun, Venkataraj, Selvaraj, Cheng, Yuanhang, Bash, Daniil, Oviedo, Felipe, Jayavelu, Senthilnath, Chellappan, Vijila, Lim, Yee-Fun, Aberle, Armin Gerhard, MacLeod, Benjamin P, Parlane, Fraser GL, Berlinguette, Curtis P, Li, Qianxiao, Buonassisi, Tonio, Liu, Zhe
منشور في 2023