Papers citing Machine-Learning-Accelerated Perovskite Crystallization
Adapting Explainable Machine Learning to Study Mechanical Properties of 2D Hybrid Halide Perovskites
Advanced Functional Materials · 2024
Yuxuan Yao, Dan Han, Kieran B. Spooner, Xiaoyu Jia, H. Ebert, David O. Scanlon, Harald Oberhofer
Read original paper ↗ ·Self-Driving Laboratories for Chemistry and Materials Science
Chemical Reviews · 2024
Gary Tom, Stefan P. Schmid, Sterling G. Baird, Yang Cao, Kourosh Darvish, Han Hao, Stanley Lo, Sergio Pablo‐García, Ella Miray Rajaonson, Marta Skreta, Naruki Yoshikawa, Samantha Corapi, Gun Deniz Akkoc, Felix Strieth‐Kalthoff, Martin T. Seifrid, Alán Aspuru‐Guzik
Read original paper ↗ ·Machine learning for perovskite optoelectronics: a review
Advanced Photonics · 2024
Feiyue Lu, Yanyan Liang, Nana Wang, Lin Zhu, Jianpu Wang
Read original paper ↗ ·Machine learning for screening and predicting the best surface modifiers for a rational optimization of efficient perovskite solar cells
APL Energy · 2024
Mattia Ragni, Fabiola Faini, Matteo Degani, Silvia Cavalli, Ian Postuma, Giulia Grancini
Read original paper ↗ ·Repeatable Perovskite Solar Cells through Fully Automated Spin-Coating and Quenching
ACS Applied Materials & Interfaces · 2024
Daniel O. Baumann, Felix Laufer, Julie Roger, Roja Singh, Mohammad Gholipoor, Ulrich W. Paetzold
Read original paper ↗ ·Comprehensive review of advances in machine-learning-driven optimization and characterization of perovskite materials for photovoltaic devices
Journal of Energy Chemistry · 2024
Bonghyun Jo, Wenning Chen, Hyun Suk Jung
Read original paper ↗ ·Machine Learning Approaches in Advancing Perovskite Solar Cells Research
Advanced Theory and Simulations · 2024
Subham Subba, Pratika Rai, Suman Chatterjee
Read original paper ↗ ·A comprehensive review of machine learning applications in perovskite solar cells: Materials discovery, device performance, process optimization and systems integration
Materials Today Energy · 2024
Ling Mao, Changying Xiang
Read original paper ↗ ·Machine learning-assisted design of high-performance perovskite photodetectors: a review
Advanced Composites and Hybrid Materials · 2024
Xiaohui Fiona Li, Yongxiang Mai, Chunfeng Lan, Fu Yang, Putao Zhang, Shengjun Li
Read original paper ↗ ·Accelerating the design and manufacturing of perovskite solar cells using a one-shot automated machine learning framework
Journal of Cleaner Production · 2024
Yunwu Yang, Guozhu Jia
Read original paper ↗ ·An Intermediate-Aided Perovskite Phase Purification for High-Performance Solar Cells
Journal of the American Chemical Society · 2024
Jinghao Ge, Yiru Huang, Xuexiao Chen, Yong Wang, Hanqing Zeng, Yiran Tao, Zixin Zeng, Lu Zhang, Lu Zhang, Lei Zhang, Lei Zhang, Xinhui Lu, Sai‐Wing Tsang, Jiaxue You, Alex K.‐Y. Jen, Shengzhong Frank Liu
Read original paper ↗ ·Deep learning for augmented process monitoring of scalable perovskite thin-film fabrication
Energy & Environmental Science · 2025
Felix Laufer, Markus Götz, Ulrich W. Paetzold
Read original paper ↗ ·Indoor light energy harvesting perovskite solar cells: from device physics to AI-driven strategies
Materials Horizons · 2025
Wenning Chen, Kelvian T. Mularso, Bonghyun Jo, Hyun Suk Jung
Read original paper ↗ ·Lead-free perovskites for next-generation applications: a comprehensive computational and data-driven review
Materials Advances · 2025
Syeda Kinza Fatima, Reem H. Alzard, Riffat Amna, Mohammed H.H. Alzard, Kaibo Zheng, Mohamed A. Abdellah
Read original paper ↗ ·Machine learning for predicting and improving perovskite properties
Semiconductors and semimetals · 2025
Xuesi Liu, Hualin Zhan
Read original paper ↗ ·Automated nanoarchitectonics for networks filling by Prussian blue single crystals through an intermittentto-flow conversion
Chemical Engineering Journal · 2025
Zixuan Wan, Wei Zhang, Tianzi Li, Lingling Xia, Ruijuan Qi, Ming Zhe Hu
Read original paper ↗ ·Atomistic Origin of Microsecond Carrier Lifetimes at Perovskite Grain Boundaries: Machine Learning-Assisted Nonadiabatic Molecular Dynamics
Journal of the American Chemical Society · 2025
Yifan Wu, Weibin Chu, Bipeng Wang, Oleg V. Prezhdo
Read original paper ↗ ·Flux‐Regulated Crystallization of Perovskites Using Machine Learning‐Predicted Solvent Evaporation Rates for X‐Ray Detectors
Advanced Functional Materials · 2025
Tatiane Pretto, Sergey V. Dayneko, Antoine Pavesic, Nicholas Sandor, Alexander Hart, Yuki Haruta, Magdalena Bazalova‐Carter, Marcos J. L. Santos, Makhsud I. Saidaminov
Read original paper ↗ ·Science acceleration and accessibility with self-driving labs
Nature Communications · 2025
Richard B. Canty, Jeffrey A. Bennett, Keith A. Brown, Tonio Buonassisi, Sergei V. Kalinin, John R. Kitchin, Benji Maruyama, R. G. Moore, Joshua Schrier, Martin T. Seifrid, Shijing Sun, Tejs Vegge, Milad Abolhasani
Read original paper ↗ ·Perovskite Single Crystals for Detection of High‐Energy Ionizing Radiations
physica status solidi (RRL) - Rapid Research Letters · 2025
Sarvani Jowhar Khanam, Sumit Chhangani, Anuradha Bera, Srivani Dharavath, Banavoth Murali
Read original paper ↗ ·Unlocking a self-driving research workflow for perovskite photovoltaics
Matter · 2025
Lifang Xie, Yalan Zhang, Noah Peterkes, Xiao‐Fen Li, Yike Guo, Yuanyuan Zhou
Read original paper ↗ ·Progress of Machine Learning in Molecular Crystal Design and Crystallization Development
Engineering · 2025
Shengzhe Jia, Yiming Ma, Yuechao Cao, Zhenguo Gao, Sohrab Rohani, Junbo Gong, Jingkang Wang
Read original paper ↗ ·Artificial Intelligence‐Driven Approaches in Semiconductor Research
Advanced Materials · 2025
Yanping Zheng, Hao Xu, Zhexin Li, Linlin Li, Yongchao Yu, Pengfei Jiang, Yanmeng Shi, Jing Zhang, Yuqing Huang, Qing Luo, Zheng Lou, Lili Wang
Read original paper ↗ ·Disentangling autoencoders and spherical harmonics for efficient shape classification in crystal growth simulations
Communications Physics · 2025
Jaehoon Cha, Steven Tendyra, Alvin J. Walisinghe, Adam R. Hill, Susmita Basak, Peter R. Spackman, Michael W. Anderson, Jeyan Thiyagalingam
Read original paper ↗ ·Optimization of energy grid efficiency with machine learning: A comprehensive review of challenges and opportunities
Renewable and Sustainable Energy Reviews · 2025
Samson Kolawole Fasogbon, Ibrahim Ademola Fetuga, Ayodele Temitope Oyeniran, Samuel Adavize Shaibu, Samuel Olabode Afolabi, Tochukwu Anthony Ndokwu, Seyi Rufus Oluwadare, John Temitope Onafowokan, Opeyemi Samuel Eso, Victor Blessed Bassey
Read original paper ↗ ·Comparative convolutional neural networks for perovskite solar cell PCE predictions
npj Computational Materials · 2025
Milan Harth, Kishore Kumar Devarepally, Said Kassou, Kenza El Idrissi, Ritesh Kant Gupta, Yonatan Daniel, Ofry Makdasi, Iris Visoly‐Fisher, Alessio Gagliardi
Read original paper ↗ ·Machine learning for 2D material–based devices
Materials Science and Engineering R Reports · 2025
Yuan Yan, Yimu Yang, Yinchang Ma, Kadin Reed, Shengzhi Li, Shichao Pei, Zhenwen Liang, Xixiang Zhang, Xixiang Zhang, Yi Wan, Xiangliang Zhang, Xiangliang Zhang, Rongyu Lin
Read original paper ↗ ·Perovskite Materials for Next‐Generation Spectral Imaging: From Tunable Optoelectronics to Advanced Device Architectures
Advanced Optical Materials · 2025
Na Zhang, Na Zhang, Xuechan Lang, Jiang Ban, Nan Zhang, Nan Zhang, Chao Liang, Tingkui Mu
Read original paper ↗ ·Bridging artificial intelligence with photovoltaics
Cell Reports Physical Science · 2025
Sang‐Won Lee, Seungtae Lee, Solhee Lee, Ji-Seong Hwang, Wonwook Oh, Kirsten T. Winther, Dong Un Lee, Dong-Hwan Kim, Adam C. Nielander, Thomas Francisco Jaramillo, Yoonmook Kang, Hae‐Seok Lee
Read original paper ↗ ·Review: machine learning-driven design and discovery of halide perovskite materials
Journal of Materials Science · 2025
Nazir Mustapha, Mokhtar Hjiri
Read original paper ↗ ·Interpretable machine learning on a curated dataset identifies chemical descriptors governing 2D perovskite solar cell performance
Solar Energy · 2025
Migon Choi, Aiden Sable, Nicolas Ramos, Richard J. Sheridan, Olivier A. Delaire, Hai Li, David B. Mitzi, L. Catherine Brinson
Read original paper ↗ ·Material Modification Strategies for High-Performance Perovskite Optoelectronics: From Solar Cells to Photocatalysis
ACS Applied Energy Materials · 2025
Luyang Zhang, Bin Guan, Lei Zhu, Tiankui Zhu, Zhongqi Zhuang, Junyan Chen, Xuehan Hu, Chenyu Zhu, Sikai Zhao, Junjie Gao, Kaiyou Shu, Hongtao Dang, Yuan Li, L.X. Xu, Wenbo Zeng, Shuai Chen, Linhui Wang, Can Zhu, Jiaming He, Qinghan Xian, Mingyang Yang, Zhen Huang
Read original paper ↗ ·Machine Learning-assisted Discovery of Multifunctional Coordination in Multicomponent Composites
Chinese Journal of Polymer Science · 2025
Zi-Ran Guo, Sen Xue, Lu He, Zi‐Long Xie, Tian-Hao Yang, Qiang Fu
Read original paper ↗ ·Additive and interface engineering for narrow-bandgap Pb–Sn perovskite solar cells toward tandem applications
Journal of Materials Chemistry A · 2026
Du Hyeon Ryu, Seongbeom Lee, Seungjin Lee, Bumjoon Kim, So Min Park
Read original paper ↗ ·AI-driven design and applications of quantum dots
Nano Today · 2026
Prince Kumar Soni, Manmohan Lal Satnami, Rekha Nagwanshi, Yogyata Chawre, Ankita Beena Kujur, Akash Sinha, Pinki Miri, Indrapal Karbhal, Kallol Kumar Ghosh
Read original paper ↗ ·Advances and prospects of lead-free metal halide perovskites for solar hydrogen fuel generation
Transition Metal Chemistry · 2026
Alberto A. Boretti
Read original paper ↗ ·Temperature‐Dependent Crystallization in Two‐Step Perovskite Deposition Revealed by In Situ GIWAXS and Machine Learning‐Guided Analysis
Advanced Functional Materials · 2026
Ahmed Saadawy, Shaimaa Hassanein, Yasser Hassan, Tim Kodalle, Ahmed Fouad Musa, Arian Gashi, Tamer M. Khattab, Tarek A. Kandiel, Carolin M. Sutter‐Fella, Maged Abdelsamie
Read original paper ↗ ·Smart Exploration of Perovskite Photovoltaics: From AI Driven Discovery to Autonomous Laboratories
Advanced Energy Materials · 2026
Wenning Chen, Zheyu Zhang, Kelvian T. Mularso, Bonghyun Jo, Hyun Suk Jung
Read original paper ↗ ·Halide Perovskite Single Crystals: A Promising Semiconductor Platform for Advanced X-ray Detection
Chemistry of Materials · 2026
Yunxia Zhang, Xinrong Wang, Yucheng Liu, S Liu
Read original paper ↗ ·Fabrication and comprehensive classification of Perovskite-based solar materials methodologies for sustainable energy applications
Canadian Metallurgical Quarterly · 2026
Divya Lande, Nilesh Sureshrao Ugemuge, Shruti Prabhakar Dhale, Ashvini Raju Pusdekar, Aarti Muley
Read original paper ↗ ·Accelerating the design of ABO3‑δ perovskite electrolytes via an interpretable machine learning platform with fused multi‑source descriptors
Journal of Alloys and Compounds · 2026
Xiuyun Zhai, Mingtong Chen, Liu Y, Yonghong Tan, Zhe Luo, Bengang Bao, Ling Zhou, Huige Hu
Read original paper ↗ ·Perovskite solar cells: Past, present, and future
Journal of Energy Chemistry · 2026
Xufeng Ling, Tongle Bu, W J Chen, Meng Li, Xiaodong Li, Jia Liang, C B Liu, Zonghao Liu, Deying Luo, Chunqing Ma, Anyi Mei, Licheng Tan, Hong Zhang, Yiqiang Zhang, Lichen Zhao, Jianyu Yuan, Yixin Zhao
Read original paper ↗ ·Engineering stability in metal halide perovskites: From fundamental strategies to high-performance sensing applications
TrAC Trends in Analytical Chemistry · 2026
Xiaochun Hu, Huilin Li, Mengmeng Gao, Yibo Song, Shijie Li, Mingfei Pan, Shuo Wang
Read original paper ↗ ·