Papers citing Optimizing Perovskite Thin‐Film Parameter Spaces with Machine Learning‐Guided Robotic Platform for High‐Performance Perovskite Solar Cells
Digital Twin for Chemical Science: a case study on water interactions on the Ag(111) surface
Nature Computational Science · 2025-08-27
Jin Qian, Asmita Jana, Siddarth Menon, Andrew Bogdan, Rebecca C. E. Hamlyn, Johannes Mahl, Ethan J. Crumlin
Read original paper ↗ ·Machine learning in X-ray diffraction for materials discovery and characterization
Matter · 2025-09-01
Connor Davel, Nazanin Bassiri‐Gharb, Juan‐Pablo Correa‐Baena
Read original paper ↗ ·Prospects of AI in advancing green hydrogen production: From materials to applications
Applied Physics Reviews · 2025-09-01
Doudou Zhang, Weisheng Pan, Haijiao Lu, Zhiliang Wang, Bikesh Gupta, Amanullah Maung Than Oo, Lianzhou Wang, Karsten Reuter, Haobo Li, Yijiao Jiang, Siva Krishna Karuturi
Read original paper ↗ ·Advancement of technology towards developing perovskite-based solar cells for renewable energy harvesting and energy transformation applications
npj Materials Sustainability · 2025-09-06
Mohammed-Ibrahim Jamesh, Haihang Tong, Minshu Du, Wenxin Niu, Guohua Jia, Kuan‐Chen Cheng, Chang‐Wei Hsieh, Hsin‐Hui Shen, Baomin Xu, Yanqing Tian, Xueqing Xu, Hsien‐Yi Hsu
Read original paper ↗ ·Process Parameter Specification and Control in Solution Processing of Hybrid Perovskite Photovoltaics: From Domain‐Specific Jargon to Evidence‐Based, Unambiguous Description of Experimental Workflows
Advanced Energy Materials · 2025-10-03
Simon Ternes, Christoph Josef Brabec, Luigi Angelo Castriotta, Thomas Exlager, Karen Forberich, Alessio Gagliardi, M Götte, Florian Mathies, Sinclair R. Ratnasingham, Lennart Klaus Reb, Eva Unger, Aldo Di Carlo
Read original paper ↗ ·Enhancing RbSnBr3 perovskite solar cells performances: machine learning-driven optimization of active layers and electron transport materials using SCAPS-1D
The European Physical Journal Plus · 2025-10-16
Md. Shamim Reza, Mahbuba Moumita, Avijit Ghosh, Md Aliahsan Bappy, Abdur Rahman, Md. Selim Reza, Kutub Uddin Apu, Aijaz Rasool Chaudhry, Md Al Imran, Khorshed Alam
Read original paper ↗ ·Solution ALD of (CH 3 NH 3 )(PbI 3 ) Perovskite Thin Films Yields Functional Quality and Stability Superior to Classical Processing
Angewandte Chemie International Edition · 2025-11-02
Vanessa M. Koch, Xinyi Zeng, Andreas S. Deckert, Pascal Büttner, Evanie Franz, Fei Ding, Michael A. Anderson, Jiyun Zhang, Christian Kupfer, Elena A. Mack, Vipul K. Ambasta, Patrick Duchstein, Katharina E. Dehm, Stevie Furxhiu, Achim Zahl, Johannes Frisch, Felix Hoga, Tobias Stubhan, Regan George Wilks, Zijian Peng, Olaf Brummel, Ryan W. Crisp, Dirk Zahn, Carolin Müller, Dirk Michael Guldi, Marcus Bär, Dorothea Wisser, Jörg Libuda, Christoph Josef Brabec, Julien Bachmann
Read original paper ↗ ·Algorithm-Guided Experimentation for Optimization of High-Performance Perovskite Solar Cells
ACS Energy Letters · 2025-11-10
Donghyun Oh, Sanggyun Kim, Carlo A. R. Perini, Juan‐Pablo Correa‐Baena, Nikolaos V. Sahinidis
Read original paper ↗ ·AI‐Assisted Design of Advanced Polymeric Materials: Challenges and Solutions
Advanced Materials · 2025-11-20
Liang Gao, Siqin Song, Jiaping Lin, Yisheng Xu, Liquan Wang, Lei Du
Read original paper ↗ ·Hybrid Learning Enables Reproducible >24% Efficiency in Autonomously Fabricated Perovskites Solar Cells
Advanced Energy Materials · 2025-11-22
Yanxue Wang, Sinuhé Perea‐Puente, Vincent Marc Le Corre, Zhenni Wu, Mykhailo Sytnyk, Albert These, Jiyun Zhang, Chaohui Li, Larry Lüer, Jens Hauch, Christoph Josef Brabec, Ian Marius Peters
Read original paper ↗ ·Spatial‐Uniformity–Driven Bayesian Optimization for Rapid Development of Printed Perovskite Solar Cells
Small · 2025-11-26
Julia Elizabeth Huddy, Yanan Li, Mariia Klymenko, Danielle L. Hedvig, William Joseph Scheideler
Read original paper ↗ ·Automation of the Antisolvent Method via an Automated Spin‐Coating System and the Effects of Reduced Surface Roughness and Depth Distribution of Residual PbI 2 on Reproducibility
Progress in Photovoltaics Research and Applications · 2025-11-27
Naoto Eguchi, Kohei Yamamoto, Hiroyuki Kanda, Santa Mondal, Takurou N. Murakami
Read original paper ↗ ·Thermal Management of Perovskite Solar Cells
ChemSusChem · 2025-12-14
Qinfang Zhang, Po Chen, Xiaohu Zhao, Xiqian Yu, Abd. Rashid bin Mohd Yusoff, Yaming Yu, Peng Fei Gao
Read original paper ↗ ·Lösungs‐ALD von (CH 3 NH 3 )(PbI 3 )‐Perowskit‐Dünnfilmen liefert der klassischen Verarbeitung überlegene funktionale Qualität und Stabilität
Angewandte Chemie · 2025-12-21
Vanessa M. Koch, Xinyi Zeng, Andreas S. Deckert, Pascal Büttner, Evanie Franz, Fei Ding, Michael A. Anderson, Jiyun Zhang, Christian Kupfer, Elena A. Mack, Vipul K. Ambasta, Patrick Duchstein, Katharina E. Dehm, Stevie Furxhiu, Achim Zahl, Johannes Frisch, Felix Hoga, Tobias Stubhan, Regan George Wilks, Zijian Peng, Olaf Brummel, Ryan W. Crisp, Dirk Zahn, Carolin Müller, Dirk Michael Guldi, Marcus Bär, Dorothea Wisser, Jörg Libuda, Christoph Josef Brabec, Julien Bachmann
Read original paper ↗ ·Data‐Driven Design of Scalable Perovskite Film Fabrication via Machine Learning–Guided Processing
Carbon Energy · 2025-12-25
H W Liu, Kangyan Liu, B. S. Zhang, Ziang Chen, Yi Yang, Qiang Sun, Tao Ye, Bed Poudel, Kai Wang, Congcong Wu
Read original paper ↗ ·A review of lead leakage monitoring in perovskite solar cells: emerging detection technologies, just transition to clean energy and perspectives
RSC Advances · 2026-01-01
Benjamin K. Korir, Samantha Ndlovu, Vincent Onserio Nyamori, Joshua Kiprotich Kibet
Read original paper ↗ ·Advancements and challenges of self-assembled monolayers as buried interfaces in inverted perovskite solar cells: from molecular design to automation-enabled data-driven optimization
Journal of Materials Chemistry A · 2026-01-01
Chengxu Zhang, Zhenzhen Yin, Li Shi, Dongsheng Chen, Weiyou Yang, Minghui Shang
Read original paper ↗ ·Machine-learning prediction accelerates the discovery of phase-stable formamidinium-based perovskites
Energy & Environmental Science · 2026-01-01
Jiayi Tan, Qizhen Song, Hakan Dag, Zijian Peng, Jiyun Zhang, Jens Hauch, Larry Lüer, Tian Du, Christoph Josef Brabec
Read original paper ↗ ·Manufacture of metal halide perovskite devices by thermal evaporation: fundamentals, progress and prospects
Materials Horizons · 2026-01-01
xiaohan lai, Xinren Zhang, Ji-Zhong Jiang, Xin Zhao, Qiuxu Lin, Gangjian Hu, Hongxu Chen, Luxin Zhang, Hang-Ming Zhang, Kaiyao Xin, Wei Wei, Hongyu Bian, Han Wang, Liang Shen
Read original paper ↗ ·Physics-interpreted closed-loop optimization and interpretable process insight in perovskite photovoltaics
Energy & Environmental Science · 2026-01-01
Ziyu Xiong, Wei Meng, Tengteng Yang, Junyan Zhu, Zhangyu Yuan, Ying Shang, Jialin Wu, Jiahao Li, Zhuo Feng, Lin Mao, Kang An, Ning Li
Read original paper ↗ ·Qubots: open-source modular laboratory robots as building blocks for flexible assembly of self-driving labs
Digital Discovery · 2026-01-01
Pablo Quijano Velasco, Chang Jie Leong, Eleen H. H. Koay, Kedar Hippalgaonkar, Jayce Jian Wei Cheng
Read original paper ↗ ·Supramolecular hosts for high-performance and sustainable perovskite optoelectronics
Energy & Environmental Science · 2026-01-01
Guo Wei Yang, Ying Tan, Yuxuan Fang, Wenhuai Feng, Kaiying Chen, Gengling Liu, Xueqing Chang, Wu‐Qiang Wu
Read original paper ↗ ·Disentangling Environmental Effects on Perovskite Solar Cell Performance via Interpretable Machine Learning
ACS Energy Letters · 2026-01-26
Tianran Liu, Nicky Evans, Kangyu Ji, Ronaldo Lee, Aaron Zhu, V. T. Nguyen, James Serdy, Elizabeth M. Wall, Yongli Lu, Florian A. Formica, Moungi G. Bawendi, Quinn C. Burlingame, Yueh‐Lin Loo, Vladimir Bulović, Tonio Buonassisi
Read original paper ↗ ·Organic–Inorganic Metal Halide Perovskites: Toward Stability, Chirality, and AI-Guided Discovery
ACS Central Science · 2026-01-26
Jiaonan Sun, Yiying Wu
Read original paper ↗ ·Research progress on the application of machine learning in perovskite solar cells
Chinese Science Bulletin (Chinese Version) · 2026-01-27
Aili Wang, Haoran Zhang, Kaihuai Du, Lvzhou Li, Jianning Ding
Read original paper ↗ ·Accelerated Emergence of Self-Driving Laboratories for Accelerating Materials Discovery
ACS Central Science · 2026-02-18
Amanda K. Brown, Abhishek Soni, Daniel Lin, Curtis P. Berlinguette
Read original paper ↗ ·Recent advances in data‐driven and artificial intelligence‐integrated perovskite solar cells: From design to self‐driving laboratories
InfoMat · 2026-02-20
Jaehee Lee, Juhwan Noh, Hyunjun Lee, Yea‐Lee Lee, Jino Im, Jangwon Seo
Read original paper ↗ ·Boosting the efficiency of Cs2BiAgI6 perovskite solar cells: Device modeling and machine learning prediction
Inorganic Chemistry Communications · 2026-03-17
Fridolin Tchangnwa Nya, S. Laref, A. Laref, Nikhil Shrivastav
Read original paper ↗ ·Smart Exploration of Perovskite Photovoltaics: From AI Driven Discovery to Autonomous Laboratories
Advanced Energy Materials · 2026-03-27
Wenning Chen, Zheyu Zhang, Kelvian T. Mularso, Bonghyun Jo, Hyun Suk Jung
Read original paper ↗ ·Recent Advances in Artificial Intelligence in Organic Electronic Research
Advanced Materials · 2026-04-20
Qian Zhang, Zhiyao Su, Hengyue Zhang, Y W Sun, Wenping Hu
Read original paper ↗ ·Accelerating Perovskite Solar Cell Development Through High‐Throughput Technologies: Computational Simulation, Automated Experimentation, and Intelligent Integration
Battery energy · 2026-05-28
Yiming Wang, Ziwei Du, Yuehua Chen, Yicheng Qiu, Dong Yan, Bo Hou
Read original paper ↗ ·A Self‐Driving Lab for Solution‐Processed Electrochromic Thin Films
Advanced Intelligent Systems · 2026-06-02
Selma Dahms, Luca Torresi, Shahbaz Tareq Bandesha, Jan Hansmann, Holger Röhm, Alexander Colsmann, Marco Schott, Pascal Friederich
Read original paper ↗ ·In Situ Contact Angle Measurement for Autonomous Spin Coating in Self‐Driving Labs
Advanced Intelligent Discovery · 2026-06-09
S Fischer, Micha Hiegle, Holger Röhm
Read original paper ↗ ·Innovations in functional layers of flexible perovskite solar cells: Progress toward efficient and commercially viable photovoltaics
Chemical Engineering Journal · 2026-06-09
Muhammad Sajid, Muhammad Abdel‐Shakour, Prabakaran Selvaraj, Haibing Xie, Shern‐Long Lee
Read original paper ↗ ·Surface Modification of Perovskite Solar Cells Using Organic Dyes for Enhanced Efficiency and Moisture Stability
Journal of Electronic Materials · 2026-06-14
T.D. Subash, Devi Arumugam, Naresh Kumar Thapa Krishna, T.D. Subha, Yun Gao
Read original paper ↗ ·Red, White & Blue: Identifying Recombination Loss Mechanisms in Perovskite Solar Cells
PRX Energy · 2026-06-16
Sander Heester, Lidón Gil‐Escrig, Federico Ventosinos, Michele Sessolo, Henk J. Bolink, L. Jan Anton Koster
Read original paper ↗ ·Ink Design for Printing Perovskite Solar Cells and Modules
Chemical Reviews · 2026-06-30
Yongrui Yang, Zhaokai Liu, Weifu Zhang, Jingjing Wu, Kai Zhang, Yang Wang, Lei Meng, Mingjian Yuan, Yali Qiao, Yanlin Song
Read original paper ↗ ·Robot-Assisted Study of a Near-Infrared Dye in Perovskite Solar Cells
ACS Applied Materials & Interfaces · 2026-06-30
Bingyu Lei, Per H. Svensson, Lars A. Kloo
Read original paper ↗ ·Towards system-level artificial intelligence in perovskite photovoltaics
Nature Reviews Electrical Engineering · 2026-10-01
Yifan Li, Wei Liu, Qing Cao, Shimin Di, Mohammad Khaja Nazeeruddin, Guixiang Li
Read original paper ↗ ·