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RESEARCH PAPER · Journal of Materials Chemistry A · 2024

Advancing high-throughput combinatorial aging studies of hybrid perovskite thin films via precise automated characterization methods and machine learning assisted analysis

Alexander Wieczorek, Austin G. Kuba, Jan Sommerhäuser, Luis Nicklaus Caceres, Christian M. Wolff, Sebastian Siol

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42 direct citing works

Advancing high-throughput combinatorial aging studies of hybrid perovskite thin films via precise automated characterization methods and machine learning assisted analysisOriginalSix metal cations in one double perovskite: exploring complexity of chloride elpasolites by high-throughput experimentation7Deposition of highly crystalline AlScN thin films using synchronized high-power impulse magnetron sputtering: From combinatorial screening to piezoelectric devices19Accelerating optimization of halide perovskites: two blueprints for automation2An AI-accelerated pathway for reproducible and stable halide perovskites17Discovering Stable Amorphous Ceramics: From Computational Prediction to Thin‐Film Synthesis4opXRD: Open Experimental Powder X‐Ray Diffraction Database6Understanding Optical Properties and Electronic Structures of High‐Entropy Alloyed Perovskite Nanocrystals13Understanding Optical Properties and Electronic Structures of High‐Entropy Alloyed Perovskite Nanocrystals2Artificial Intelligence for Materials Discovery, Development, and Optimization171Accelerating the development of oxynitride thin films: A combinatorial investigation of the Al-Si-O-N system0Smart Exploration of Perovskite Photovoltaics: From AI Driven Discovery to Autonomous Laboratories1Accelerating Perovskite Solar Cell Development Through High‐Throughput Technologies: Computational Simulation, Automated Experimentation, and Intelligent Integration0Temporal feature enhancement and flow matching microenvironment modeling for PCE prediction and process optimization of perovskite solar cells0Tuning the Optoelectronic Properties of Wide Bandgap Perovskites: Data‐Driven Insights from Combinatorial Synthesis and High‐Throughput Experimentation0

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  1. Six metal cations in one double perovskite: exploring complexity of chloride elpasolites by high-throughput experimentation

    Journal of Materials Chemistry C · 2024-01-01

    Oleksandr L. Stroyuk, Oleksandra Raievska, Manuel Daum, Jens Hauch, Christoph Josef Brabec

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  2. Deposition of highly crystalline AlScN thin films using synchronized high-power impulse magnetron sputtering: From combinatorial screening to piezoelectric devices

    Physical Review Materials · 2024-09-13

    Jyotish Patidar, Kerstin Thorwarth, Thorsten Schmitz-Kempen, Roland Kessels, Sebastian Siol

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  3. Accelerating optimization of halide perovskites: two blueprints for automation

    Digital Discovery · 2025-01-01

    Hilal Aybike Can, Daniel Anthony Jacobs, Nicolas Fürst, Christophe Ballif, Christian M. Wolff

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  4. An AI-accelerated pathway for reproducible and stable halide perovskites

    Chemical Society Reviews · 2025-01-01

    Abigail R. Hering, Carolin M. Sutter‐Fella, Marina S. Leite

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  5. Discovering Stable Amorphous Ceramics: From Computational Prediction to Thin‐Film Synthesis

    Advanced Materials · 2025-05-23

    Oleksandr V. Pshyk, Siarhei Zhuk, Jyotish Patidar, Alexander Wieczorek, Amit Siddharth Sharma, Johann Michler, Claudia Cancellieri, Vladan Stevanović, Sebastian Siol

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  6. opXRD: Open Experimental Powder X‐Ray Diffraction Database

    Advanced Intelligent Discovery · 2025-06-20

    Daniel Hollarek, Henrik Schopmans, Jona Östreicher, Jonas Teufel, Bin Cao, Adie Alwen, Simon Schweidler, Mriganka Singh, Tim Kodalle, Hanlin Hu, Gregoire Heymans, Maged Abdelsamie, Arthur Hardiagon, Alexander Wieczorek, Siarhei Zhuk, Ruth Schwaiger, Sebastian Siol, François‐Xavier Coudert, M. Wolf, Carolin M. Sutter‐Fella, Ben Breitung, Andrea Maria Hodge, Tong‐Yi Zhang, Pascal Friederich

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  7. Understanding Optical Properties and Electronic Structures of High‐Entropy Alloyed Perovskite Nanocrystals

    Angewandte Chemie International Edition · 2025-07-24

    Yung‐Tai Chiang, Sunil Benachigere Shivarudraiah, Alexander Wieczorek, Khoong Hong Khoo, Zhidong Leong, Jia Wei Melvin Lim, Zengshan Xing, Sudhir Kumar, Simon F. Solari, Yen‐Ting Li, Yu‐Cheng Chiu, Tze Chien Sum, Yun Liu, Sebastian Siol, Chih‐Jen Shih

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  8. Understanding Optical Properties and Electronic Structures of High‐Entropy Alloyed Perovskite Nanocrystals

    Angewandte Chemie · 2025-07-24

    Yung‐Tai Chiang, Sunil Benachigere Shivarudraiah, Alexander Wieczorek, Khoong Hong Khoo, Zhidong Leong, Jia Wei Melvin Lim, Zengshan Xing, Sudhir Kumar, Simon F. Solari, Yen‐Ting Li, Yu‐Cheng Chiu, Tze Chien Sum, Yun Liu, Sebastian Siol, Chih‐Jen Shih

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  9. Artificial Intelligence for Materials Discovery, Development, and Optimization

    ACS Nano · 2025-07-25

    Benediktus Madika, Aditi Saha, Chaeyul Kang, Batzorig Buyantogtokh, Joshua Agar, Chris M. Wolverton, Peter W. Voorhees, P. B. Littlewood, Sergei V. Kalinin, Seungbum Hong

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  10. Accelerating the development of oxynitride thin films: A combinatorial investigation of the Al-Si-O-N system

    Physical Review Materials · 2025-10-03

    Stefanie Frick, Oleksandr V. Pshyk, Arnold Milenko Müller, Alexander Wieczorek, Kerstin Thorwarth, Sebastian Siol

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  11. 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

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  12. 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

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  13. Temporal feature enhancement and flow matching microenvironment modeling for PCE prediction and process optimization of perovskite solar cells

    Materials Today Communications · 2026-07-01

    Yao Sun, Wei Chen, X Zhao, XiaoJie Sun, Yixi Wang, Yongfeng Xiao, Tongda Zhang, Ran Wang, Lin Wang (21059504), XiaoYu Liu, Yujie Fan, Yihao Wang, Dalong Zhong, Yiqiang Zhan, Anran Yu

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  14. Tuning the Optoelectronic Properties of Wide Bandgap Perovskites: Data‐Driven Insights from Combinatorial Synthesis and High‐Throughput Experimentation

    Advanced Functional Materials · 2026-09-17

    Alexander Wieczorek, Sergey A. Tsarev, Nathan Rodkey, Oleksandr V. Pshyk, Stefanie Frick, Maksym V. Kovalenko, Sebastian Siol

    Read original paper ↗ ·
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