Papers citing Machine-Learning-Accelerated Perovskite Crystallization
Navigating the design space of inorganic materials synthesis using statistical methods and machine learning
Dalton Transactions · 2020
Erick J. Braham, Rachel D. Davidson, Mohammed Al‐Hashimi, Raymundo Arróyave, Sarbajit Banerjee
Read original paper ↗ ·Artificial Chemist: An Autonomous Quantum Dot Synthesis Bot
Advanced Materials · 2020
Robert W. Epps, Michael Bowen, Amanda A. Volk, Kameel Abdel‐Latif, Suyong Han, Kristofer G. Reyes, Aram Amassian, Milad Abolhasani
Read original paper ↗ ·Robot-Accelerated Perovskite Investigation and Discovery
Chemistry of Materials · 2020
Zhi Li, Mansoor Ani Najeeb, Liana Alves, Alyssa Sherman, Venkateswaran Shekar, Peter L. Cruz Parrilla, Ian M. Pendleton, Wesley Wang, Philip W. Nega, Matthias Zeller, Joshua Schrier, Alexander J. Norquist, Emory M. Chan
Read original paper ↗ ·Interface Engineering Driven Stabilization of Halide Perovskites against Moisture, Heat, and Light for Optoelectronic Applications
Advanced Energy Materials · 2020
Aditya Narayan Singh, Sandeep Kajal, Junu Kim, Junu Kim, Atanu Jana, Jin Young Kim, Jin Young Kim, Kwang S. Kim
Read original paper ↗ ·Machine learning for halide perovskite materials
Nano Energy · 2020
Lei Zhang, Mu He, Shaofeng Shao
Read original paper ↗ ·Flow Synthesis of Metal Halide Perovskite Quantum Dots: From Rapid Parameter Space Mapping to AI-Guided Modular Manufacturing
Matter · 2020
Kameel Abdel‐Latif, Fazel Bateni, Steven H. Crouse, Milad Abolhasani
Read original paper ↗ ·Quantitative predictions of photo-emission dynamics in metal halide perovskites via machine learning
arXiv (Cornell University) · 2020
John M. Howard, Qiong Wang, Lee, Erica, Richa Lahoti, Tao Gong, Meghna Srivastava, Antonio Abate, Marina S. Leite
Read original paper ↗ ·Pressing challenges of halide perovskite thin film growth
APL Materials · 2020
Tatiana Soto‐Montero, Wiria Soltanpoor, Monica Morales‐Masis
Read original paper ↗ ·Intelligent Microfluidics: The Convergence of Machine Learning and Microfluidics in Materials Science and Biomedicine
Matter · 2020
Edgar A. Galan, Haoran Zhao, Xukang Wang, Qionghai Dai, Wilhelm T. S. Huck, Shaohua Ma
Read original paper ↗ ·Low‐Dimensional Metal Halide Perovskite Photodetectors
Advanced Materials · 2020
Hsin-Ping Wang, Siyuan Li, Xinya Liu, Zhifeng Shi, Xiaosheng Fang, Jr‐Hau He
Read original paper ↗ ·Accelerated design of promising mixed lead-free double halide organic–inorganic perovskites for photovoltaics using machine learning
Nanoscale · 2021
Yilei Wu, Shuaihua Lu, Ming‐Gang Ju, Qionghua Zhou, Jinlan Wang
Read original paper ↗ ·High throughput screening of novel tribromide perovskite materials for high-photovoltage solar cells
Journal of Materials Chemistry A · 2021
Shi Chen, Lihua Zhang, Yanliang Liu, Zhuoqiong Zhang, Yang Li, Weizheng Cai, Haiyan Lv, Yanchun Qin, Qianlong Liao, Bin Zhou, Ting Yan, Jie Ren, Shuming Chen, X.‐D. Xiang, Songyuan Dai, Shu Kong So, Xingzhu Wang, Shihe Yang, Baomin Xu
Read original paper ↗ ·Machine Learning Accelerated Insights of Perovskite Materials
Springer series in materials science · 2021
Shuaihua Lu, Yilei Wu, Ming‐Gang Ju, Jinlan Wang
Read original paper ↗ ·Towards the digitalisation of porous energy materials: evolution of digital approaches for microstructural design
Energy & Environmental Science · 2021
Zhiqiang Niu, Valerie J. Pinfield, Billy Wu, Huizhi Wang, Kui Jiao, Dennis Y.C. Leung, Jin Xuan
Read original paper ↗ ·A data fusion approach to optimize compositional stability of halide perovskites
Matter · 2021
Shijing Sun, Armi Tiihonen, Felipe Oviedo, Zhe Liu, Janak Thapa, Yicheng Zhao, Noor Titan Putri Hartono, Anuj Goyal, Thomas Heumueller, Clio Batali, Alex Encinas, Jason J. Yoo, Ruipeng Li, Zekun Ren, Ian Marius Peters, Christoph Josef Brabec, Moungi G. Bawendi, Vladan Stevanović, John Sheridan Fisher, Tonio Buonassisi
Read original paper ↗ ·Bimetallic-Derived Catalysts and Their Application in Simultaneous Upgrading of CO2 and Ethane
Matter · 2021
Zhenhua Xie, Lea R. Winter, Jingguang G. Chen
Read original paper ↗ ·Self-Driving Laboratories for Development of New Functional Materials and Optimizing Known Reactions
Nanomaterials · 2021
Mikhail A. Soldatov, Vera V. Butova, Danil M. Pashkov, Maria A. Butakova, P. V. Medvedev, Andrey V. Chernov, Alexander V. Soldatov
Read original paper ↗ ·A robust low data solution: Dimension prediction of semiconductor nanorods
Computers & Chemical Engineering · 2021
Xiaoli Liu, Yang Xu, Jiali Li, Xuanwei Ong, Salwa Ali Ibrahim, Tonio Buonassisi, Xiaonan Wang
Read original paper ↗ ·Improving Data and Prediction Quality of High-Throughput Perovskite Synthesis with Model Fusion
Journal of Chemical Information and Modeling · 2021
Yuanqing Tang, Zhi Li, Mansoor Ani Najeeb, Hamed Eramian, Emory M. Chan, Alexander J. Norquist, D. Frank Hsu, Joshua Schrier
Read original paper ↗ ·Nanoparticle synthesis assisted by machine learning
Nature Reviews Materials · 2021
Huachen Tao, Tianyi Wu, Matteo Aldeghi, Tony Wu, Alán Aspuru‐Guzik, Eugenia Kumacheva
Read original paper ↗ ·Autonomous experimentation systems for materials development: A community perspective
Matter · 2021
Eric A. Stach, Brian DeCost, Aaron Gilad Kusne, Jason R. Hattrick-Simpers, Keith A. Brown, Kristofer G. Reyes, Joshua Schrier, Simon J. L. Billinge, Tonio Buonassisi, Ian T Foster, Carla Pedro Gomes, John M. Gregoire, Apurva Mehta, Joseph H. Montoya, Elsa Olivetti, Chiwoo Park, Eli Rotenberg, Semion K. Saikin, Sylvia Smullin, Valentin Stanev, Benji Maruyama
Read original paper ↗ ·Photocatalytic Conversion of Methane: Recent Advancements and Prospects
Angewandte Chemie International Edition · 2021
Qi Li, Yuxing Ouyang, Hongliang Li, Liangbing Wang, Jie Zeng
Read original paper ↗ ·Photocatalytic Conversion of Methane: Recent Advancements and Prospects
Angewandte Chemie · 2021
Qi Li, Yuxing Ouyang, Hongliang Li, Liangbing Wang, Jie Zeng
Read original paper ↗ ·Is machine learning redefining the perovskite solar cells?
Journal of Energy Chemistry · 2021
Nishi Parikh, Meera R. Karamta, Neha Yadav, Mohammad Mahdi Tavakoli, Daniel Prochowicz, Seçkin Akın, Abul Kalam, Soumitra Satapathi, Pankaj Yadav
Read original paper ↗ ·Machine Learning Roadmap for Perovskite Photovoltaics
The Journal of Physical Chemistry Letters · 2021
Meghna Srivastava, John M. Howard, Tao Gong, Mariama Rebello Sousa Dias, Marina S. Leite
Read original paper ↗ ·Phase–Property Diagrams for Multicomponent Oxide Systems toward Materials Libraries
Advanced Materials · 2021
Leonardo Velasco, Juan S. Castillo, Mohana Veerraju Kante, Jhon Jairo Olaya, Pascal Friederich, Horst Hahn
Read original paper ↗ ·Applied Machine Learning for Developing Next‐Generation Functional Materials
Advanced Functional Materials · 2021
Filip Dinic, Kamalpreet Singh, Tony Dong, Milad Rezazadeh, Zhibo Wang, Ali Khosrozadeh, Tiange Yuan, Oleksandr Voznyy
Read original paper ↗ ·Roadmap on organic–inorganic hybrid perovskite semiconductors and devices
APL Materials · 2021
Lukas Schmidt‐Mende, Vladimir Dyakonov, Selina Olthof, Feray Ünlü, Khan Lê, Sanjay Mathur, Andrei D. Karabanov, Doru Constantin Lupascu, Laura M. Herz, Alexander Hinderhofer, Frank Schreiber, Alexey Chernikov, David A. Egger, Oleksandra Shargaieva, Caterina Cocchi, Eva Unger, Michael Saliba, Mahdi Malekshahi Byranvand, Martin Kroll, Frederik Nehm, Karl Leo, Alex Redinger, Julian Höcker, Thomas Kirchartz, Jonathan H. Warby, Emilio Gutierrez‐Partida, Dieter Neher, Martin Stolterfoht, Uli Würfel, Moritz Unmüssig, Jan Herterich, Clemens Baretzky, John Mohanraj, Mukundan Thelakkat, Clément Maheu, Wolfram Jaegermann, Thomas Mayer, Janek Rieger, Thomas Fauster, Daniel Niesner, Fengjiu Yang, Steve Albrecht, Thomas Riedl, Azhar Fakharuddin, Maria Vasilopoulou, Yana Vaynzof, Davide Moia, Joachim Maier, Marius Franckevičius, Vidmantas Gulbinas, Ross A. Kerner, Lianfeng Zhao, Barry P. Rand, Nadja Glück, Thomas Bein, Fabio Matteocci, Luigi Angelo Castriotta, Aldo Di Carlo, Matthias Scheffler, Claudia Draxl
Read original paper ↗ ·Recent advances in autonomous synthesis of materials
ChemPhysMater · 2021
Yucen Li, Lingling Xia, Yi‐Ming Fan, Qinyue Wang, Ming Zhe Hu
Read original paper ↗ ·Accelerate Synthesis of Metal–Organic Frameworks by a Robotic Platform and Bayesian Optimization
ACS Applied Materials & Interfaces · 2021
Yunchao Xie, Chi Zhang, Heng Deng, Bujingda Zheng, Jheng‐Wun Su, Kenyon Shutt, Jian Lin
Read original paper ↗ ·High‐Entropy Energy Materials in the Age of Big Data: A Critical Guide to Next‐Generation Synthesis and Applications
Advanced Energy Materials · 2021
Qingsong Wang, Leonardo Velasco, Ben Breitung, Volker Presser
Read original paper ↗ ·A machine vision tool for facilitating the optimization of large-area perovskite photovoltaics
npj Computational Materials · 2021
Nina Taherimakhsousi, Mathilde Fievez, Benjamin P. MacLeod, Edward P. Booker, Emmanuelle Fayard, Muriel Matheron, Matthieu Manceau, Stéphane Cros, Solenn Berson, Curtis P. Berlinguette
Read original paper ↗ ·The evolution and future of metal halide perovskite-based optoelectronic devices
Matter · 2021
Shengfan Wu, Ziming Chen, Hin‐Lap Yip, Alex K.‐Y. Jen
Read original paper ↗ ·From Stochastic Self‐Assembly of Nanoparticles to Nanostructured (Photo)Electrocatalysts for Renewable Power‐to‐X Applications via Scalable Flame Synthesis
Advanced Functional Materials · 2021
Thành Trần‐Phú, Rahman Daiyan, Xuan Minh Chau Ta, Rose Amal, Antonio Tricoli
Read original paper ↗ ·Discovery of Lead‐Free Perovskites for High‐Performance Solar Cells via Machine Learning: Ultrabroadband Absorption, Low Radiative Combination, and Enhanced Thermal Conductivities
Advanced Science · 2021
Xia Cai, Yiming Zhang, Zejiao Shi, Ying Chen, Yujie Xia, Anran Yu, Yuanfeng Xu, Fengxian Xie, Hezhu Shao, Heyuan Zhu, Desheng Fu, Yiqiang Zhan, Hao Zhang
Read original paper ↗ ·Accelerating perovskite materials discovery and correlated energy applications through artificial intelligence
Energy Materials · 2022
Jiechun Liang, Tingting Wu2, Ziwei Wang, Yunduo Yu, Linfeng Hu, Huamei Li, Xiaohong Zhang, Xi Zhu, Yu Zhao
Read original paper ↗ ·Development and Prospects of Halide Perovskite Single Crystal Films
Advanced Electronic Materials · 2022
Wenxiu Gao, Zhuolei Zhang, Rukai Xu, Emory M. Chan, Guoliang Yuan, Jun‐Ming Liu
Read original paper ↗ ·Shedding light on the energy applications of emerging 2D hybrid organic-inorganic halide perovskites
iScience · 2022
Neng Li, Yufei Yang, Zuhao Shi, Zhigao Lan, Arramel Arramel, Peng Zhang, Wee‐Jun Ong, Jizhou Jiang, Jianfeng Lu
Read original paper ↗ ·Active meta-learning for predicting and selecting perovskite crystallization experiments
The Journal of Chemical Physics · 2022
Venkateswaran Shekar, Gareth Nicholas, Mansoor Ani Najeeb, Margaret Zeile, Vincent Yu, Xiaorong Wang, Dylan Slack, Zhi Li, Philip W. Nega, Emory M. Chan, Alexander J. Norquist, Joshua Schrier, Sorelle A. Friedler
Read original paper ↗ ·Quantitative Predictions of Moisture-Driven Photoemission Dynamics in Metal Halide Perovskites via Machine Learning
The Journal of Physical Chemistry Letters · 2022
John M. Howard, Qiong Wang, Meghna Srivastava, Tao Gong, Erica Lee, Antonio Abate, Marina S. Leite
Read original paper ↗ ·Accelerated Design of High-Efficiency Lead-Free Tin Perovskite Solar Cells via Machine Learning
International Journal of Precision Engineering and Manufacturing-Green Technology · 2022
Taeju Bak, Kyusun Kim, Eunhyeok Seo, Jiye Han, Hyokyung Sung, Il Jeon, Im Doo Jung
Read original paper ↗ ·Optical Characterization and Prediction with Neural Network Modeling of Various Stoichiometries of Perovskite Materials Using a Hyperregression Method
Nanomaterials · 2022
Soo Min Kim, Syed Dildar Haider Naqvi, Min Gu Kang, Hee‐eun Song, SeJin Ahn
Read original paper ↗ ·Text Mining for Energy Materials
Journal of Research in Science and Engineering · 2022
Read original paper ↗ ·Vision for energy material design: A roadmap for integrated data-driven modeling
Journal of Energy Chemistry · 2022
Zhilong Wang, Yanqiang Han, Junfei Cai, An Chen, Jinjin Li
Read original paper ↗ ·Opportunities for machine learning to accelerate halide-perovskite commercialization and scale-up
Matter · 2022
Rishi E. Kumar, Armi Tiihonen, Shijing Sun, David P. Fenning, Zhe Liu, Tonio Buonassisi
Read original paper ↗ ·High-Throughput Evaluation of Emission and Structure in Reduced-Dimensional Perovskites
ACS Central Science · 2022
Husna Anwar, Andrew K. Johnston, Suhas Mahesh, Kamalpreet Singh, Zhibo Wang, D.A. Kuntz, Isaac Tamblyn, Oleksandr Voznyy, Gilbert G. Privé, Edward Hartley Sargent
Read original paper ↗ ·High-Throughput Synthesis of Thin Films for the Discovery of Energy Materials: A Perspective
ACS Materials Au · 2022
Shahram Moradi, Soumya Kundu, Makhsud I. Saidaminov
Read original paper ↗ ·Review on Perovskite-Type Compound Using Machine Learning
Science of Advanced Materials · 2022
Taohong Zhang, Xueqiang Guo, Han Zheng, Yun Liu, Aziguli Wulamu, Han Chen, Xuxu Guo, Zhizhuo Zhang
Read original paper ↗ ·Spatiotemporal Route to Understanding Metal Halide Perovskitoid Crystallization
Chemistry of Materials · 2022
Mansoor Ani Najeeb, Rodolfo Keesey, Margaret Zeile, Venkateswaran Shekar, Zhi Li, Nicholas Leiby, Matthias Zeller, Emory M. Chan, Joshua Schrier, Alexander J. Norquist
Read original paper ↗ ·Using Active Learning to Develop Machine Learning Models for Reaction Yield Prediction
Molecular Informatics · 2022
Simon Johansson, Hampus Gummesson Svensson, Esben Jannik Bjerrum, Alexander Schliep, Morteza Haghir Chehreghani, Christian Tyrchan, Ola Engkvist
Read original paper ↗ ·