PASCAL: the perovskite automated spin coat assembly line accelerates composition screening in triple-halide perovskite alloys

Deniz N. Cakan, Rishi E. Kumar, Eric Oberholtz, Moses Kodur, Jack R. Palmer, Apoorva Gupta, Ken Kaushal, Hendrik M. Vossler and David P. Fenning

Digital Discovery, 2024, 3, 1236
DOI: 10.1039/D4DD00075G

Meniscus-guided coating for organic photovoltaic cells

Wenye Xu, Yue Yu, Yong Cui and Jianhui Hou

J. Mater. Chem. A, 2025, 13, 13657
DOI: 10.1039/D5TA01491C

Precise control of process parameters for >23% efficiency perovskite solar cells in ambient air using an automated device acceleration platform

Jiyun Zhang, Jianchang Wu, Anastasia Barabash, Tian Du, Shudi Qiu, Vincent M. Le Corre, Yicheng Zhao, Kaicheng Zhang, Frederik Schmitt, Zijian Peng, Jingjing Tian, Chaohui Li, Chao Liu, Thomas Heumueller, Larry Lüer, Jens A. Hauch and Christoph J. Brabec

Energy Environ. Sci., 2024, 17, 5490
DOI: 10.1039/D4EE01432D

Deep learning accelerated high-throughput screening of organic solar cells

Wenlin Zhang, Yurong Zou, Xin Wang, Junxian Chen and Dingguo Xu

J. Mater. Chem. C, 2025, 13, 5295
DOI: 10.1039/D5TC00111K

Bayesian optimization and prediction of the durability of triple-halide perovskite thin films under light and heat stressors

Deniz N. Cakan, Eric Oberholtz, Ken Kaushal, Sean P. Dunfield and David P. Fenning

Mater. Adv., 2025, 6, 598
DOI: 10.1039/D4MA00747F

A group improvised PSO-random forest-based intelligent hybrid approach for advancing perovskite solar cell efficiency

Pratik De Sarkar, Subhajit Kar, Debashis De and K. K. Ghosh

New J. Chem., 2025, 49, 12129
DOI: 10.1039/D5NJ00345H

Machine-learning-guided prediction of photovoltaic performance of non-fullerene organic solar cells using novel molecular and structural descriptors

Rakesh Suthar, Abhijith T and Supravat Karak

J. Mater. Chem. A, 2023, 11, 22248
DOI: 10.1039/D3TA04603F

Spiers Memorial Lecture: How to do impactful research in artificial intelligence for chemistry and materials science

Austin H. Cheng, Cher Tian Ser, Marta Skreta, Andrés Guzmán-Cordero, Luca Thiede, Andreas Burger, Abdulrahman Aldossary, Shi Xuan Leong, Sergio Pablo-García, Felix Strieth-Kalthoff and Alán Aspuru-Guzik

Faraday Discuss., 2025, 256, 10
DOI: 10.1039/D4FD00153B

Stepwise multi-target optimization of two-step deposition for wide-bandgap perovskite solar cells

Yang Pu, Xu Zhang, Zihao Jing, Ning Jia, Hongqiang Wang and Zhe Liu

Solar Energy Materials and Solar Cells, 2026, 300, 114253
DOI: 10.1016/j.solmat.2026.114253

Materials Acceleration Platforms (MAPs): Accelerating Materials Research and Development to Meet Urgent Societal Challenges

Simon P. Stier, Christoph Kreisbeck, Holger Ihssen, Matthias Albert Popp, Jens Hauch, Kourosh Malek, Marine Reynaud, T.P.M. Goumans, Johan Carlsson, Ilian Todorov, Lukas Gold, Andreas Räder, Wolfgang Wenzel, Shahbaz Tareq Bandesha, Philippe Jacques, Francisco Garcia‐Moreno, Oier Arcelus, Pascal Friederich, Simon Clark, Mario Maglione, Anssi Laukkanen, Ivano Eligio Castelli, Javier Carrasco, Montserrat Casas Cabanas, Helge Sören Stein, Ozlem Ozcan, David Elbert, Karsten Reuter, Christoph Scheurer, Masahiko Demura, Sang Soo Han, Tejs Vegge, Sawako Nakamae, Monica Fabrizio and Mark Kozdras

Advanced Materials, 2024, 36
DOI: 10.1002/adma.202407791

Toward Self-Driven Autonomous Material and Device Acceleration Platforms (AMADAP) for Emerging Photovoltaics Technologies

Jiyun Zhang, Jens A. Hauch and Christoph J. Brabec

Acc. Chem. Res., 2024, 57, 1434
DOI: 10.1021/acs.accounts.4c00095

The Necessity of Dynamic Workflow Managers for Advancing Self‐Driving Labs and Optimizers

Simon K. Steensen, Patrick W. V. Butler, Jesper R. Pedersen, Nis Fisker‐Bødker, Tejs Vegge, Jin Hyun Chang and Ivano E. Castelli

adv. intell. discov., 2025
DOI: 10.1002/aidi.202500067

The Value of Device Characterization for the Optimization of Organic Solar Cells

Leonard Christen, Barbara Urbano, Anne Krause, Paula Hartnagel and Thomas Kirchartz

Advanced Energy Materials, 2025, 15
DOI: 10.1002/aenm.202500247

Accelerating the Development of Organic Solar Cells: A Standardized Protocol with Machine Learning Integration

Jonas Wortmann, Larry Luer, Chao Liu, Jerrit Wagner, Tobias Osterrieder, Simon Arnold, Jens Hauch, Thomas Heumüller and Christoph J. Brabec

Advanced Energy Materials, 2026, 16
DOI: 10.1002/aenm.202506139

Wide‐Gap Perovskites for Indoor Photovoltaics

Gregory Burwell, Stefan Zeiske, Pietro Caprioglio, Oskar J. Sandberg, Austin M. Kay, Michael D. Farrar, Yong Ryun Kim, Henry J. Snaith, Paul Meredith and Ardalan Armin

Solar RRL, 2024, 8
DOI: 10.1002/solr.202400180

Examining the Relationship between Synthetic Accessibility and Efficiency in Organic Solar Cells: A Statistical Analysis

Sohail Aftab, Farooq Ahmad, Sumaira Naeem, Shaban R. M. Sayed and Mahmoud A. A. Ibrahim

ACS Appl. Energy Mater., 2025, 8, 4484
DOI: 10.1021/acsaem.5c00031

AI‐Driven Advances in Sustainable Materials for Green Energy: From Innovation to Lifecycle Management

Yuehui Xian, Cheng Li, Yangyang Xu, Yumei Zhou and Dezhen Xue

SusMat, 2025, 5
DOI: 10.1002/sus2.70030

Flow-driven data intensification to accelerate autonomous inorganic materials discovery

Fernando Delgado-Licona, Abdulrahman Alsaiari, Hannah Dickerson, Philip Klem, Arup Ghorai, Richard B. Canty, Jeffrey A. Bennett, Pragyan Jha, Nikolai Mukhin, Junbin Li, Enrique A. López-Guajardo, Sina Sadeghi, Fazel Bateni and Milad Abolhasani

Nat Chem Eng, 2025, 2, 436
DOI: 10.1038/s44286-025-00249-z

Fine-Tuning Donor Material Deposition with Ultrasonic Aerosol Jet Printing to Balance Efficiency and Stability in Inverted Organic Photovoltaic Devices

Vanessa Arango-Marín, Jonas Wortmann, Tobias Osterrieder, Paul Weitz, Juan S. Rocha-Ortiz, Mingjian Wu, Xin Zhou, Fabian Eller, Thomas Heumüller, Jens A. Hauch, Chao Liu, Vincent M. Le Corre, Erdmann Spiecker, Eva M. Herzig, Guanghao Lu, Larry Lüer and Christoph J. Brabec

ACS Appl. Mater. Interfaces, 2025, 17, 46149
DOI: 10.1021/acsami.5c09318

Smart Exploration of Perovskite Photovoltaics: From AI Driven Discovery to Autonomous Laboratories

Wenning Chen, Zheyu Zhang, Kelvian T. Mularso, Bonghyun Jo and Hyun Suk Jung

Advanced Energy Materials, 2026
DOI: 10.1002/aenm.202506803

Inverse design workflow discovers hole-transport materials tailored for perovskite solar cells

Jianchang Wu, Luca Torresi, ManMan Hu, Patrick Reiser, Jiyun Zhang, Juan S. Rocha-Ortiz, Luyao Wang, Zhiqiang Xie, Kaicheng Zhang, Byung-wook Park, Anastasia Barabash, Yicheng Zhao, Junsheng Luo, Yunuo Wang, Larry Lüer, Lin-Long Deng, Jens A. Hauch, Dirk M. Guldi, M. Eugenia Pérez-Ojeda, Sang Il Seok, Pascal Friederich and Christoph J. Brabec

Science, 2024, 386, 1256
DOI: 10.1126/science.ads0901

Review of the opportunities and limitations for powder-based high-throughput solid-state processing of advanced functional ceramics

Kyle G. Webber, Oliver Clemens, Vincenzo Buscaglia, Barbara Malič, Rajendra K. Bordia, Tobias Fey and Udo Eckstein

Journal of the European Ceramic Society, 2024, 44, 116780
DOI: 10.1016/j.jeurceramsoc.2024.116780

Self-driving AMADAP laboratory: Accelerating the discovery and optimization of emerging perovskite photovoltaics

Jiyun Zhang, Jianchang Wu, Oleksandr Stroyuk, Oleksandra Raievska, Larry Lüer, Jens A. Hauch and Christoph J. Brabec

MRS Bulletin, 2024, 49, 1284
DOI: 10.1557/s43577-024-00816-4

A Review of Machine Learning in Organic Solar Cells

Darya Rasul Ahmed and Fahmi F. Muhammadsharif

Processes, 2025, 13, 393
DOI: 10.3390/pr13020393

Bayesian Optimization with Experience for Fast Development of Monolithic Tandem Solar Cells: Simulation Case Study

Konstantin Tsoi and Selçuk Yerci

Advcd Theory and Sims, 2024, 7
DOI: 10.1002/adts.202301013

Energy-GNoME: A living database of selected materials for energy applications

Paolo De Angelis, Giulio Barletta, Giovanni Trezza, Pietro Asinari and Eliodoro Chiavazzo

Energy and AI, 2025, 22, 100605
DOI: 10.1016/j.egyai.2025.100605

Development of Machine Learning in Organic Photovoltaic Cells†

Junkai Zhang, Wenye Xu, Shiwei Yang and Yong Cui

Chin. J. Chem., 2026, 44, 1239
DOI: 10.1002/cjoc.70425

AI-guided high-throughput investigation of conjugated polymer doping reveals importance of local polymer order and dopant-polymer separation

Jacob P. Mauthe, Ankush Kumar Mishra, Abhradeep Sarkar, Boyu Guo, Gaurab J. Thapa, Joseph Schroedl, Nicholas Luke, Justin S. Neu, Sung-Joo Kwon, Mihirsinh Chauhan, Tongui Wang, Tajah Trapier, Harald Ade, David Ginger, Wei You, Raja Ghosh, Baskar Ganapathysubramanian and Aram Amassian

Matter, 2026, 9, 102477
DOI: 10.1016/j.matt.2025.102477

Bypassing the Single Junction Limit with Advanced Photovoltaic Architectures

Larry Lüer, Ian Marius Peters, Vincent M. Le Corre, Karen Forberich, Dirk M. Guldi and Christoph J. Brabec

Advanced Materials, 2024, 36
DOI: 10.1002/adma.202308578

Autonomous Optimization of Air‐Processed Perovskite Solar Cell in a Multidimensional Parameter Space

Jiyun Zhang, Vincent M. Le Corre, Jianchang Wu, Tian Du, Tobias Osterrieder, Kaicheng Zhang, Handan Zhang, Larry Lüer, Jens Hauch and Christoph J. Brabec

Advanced Energy Materials, 2025, 15
DOI: 10.1002/aenm.202404957

Machine learning as a characterization method for analysis and design of perovskite solar cells

Yiming Liu, Xinyu Tan, Peng Xiang, Yibo Tu, Tianxiang Shao, Yue Zang, Xiong Li and Wensheng Yan

Materials Today Physics, 2024, 42, 101359
DOI: 10.1016/j.mtphys.2024.101359

Air‐Processed Perovskite Solar Cells: Challenges, Progress, and Industrial Strategies

Chen Jing, Zhichao Lin, Yibing Wu and Xinhua Ouyang

Small, 2025, 21
DOI: 10.1002/smll.202504448

A digital twin to overcome long-time challenges in photovoltaics

Larry Lüer, Ian Marius Peters, Ana Sunčana Smith, Eva Dorschky, Bjoern M. Eskofier, Frauke Liers, Jörg Franke, Martin Sjarov, Matthias Brossog, Dirk M. Guldi, Andreas Maier and Christoph J. Brabec

Joule, 2024, 8, 295
DOI: 10.1016/j.joule.2023.12.010

Organosilica Nanodots Doped ZnO Cathode Interface Layer for Highly Efficient and Stable Inverted Polymer Solar Cells

Luchan Huang, Zhuangzhuang Chen, Wenwen Chen, Qikun Rong, Na Li and Li Nian

ACS Appl. Mater. Interfaces, 2024, 16, 68569
DOI: 10.1021/acsami.4c14315

Feature Selection for Machine Learning‐Driven Accelerated Discovery and Optimization in Emerging Photovoltaics: A Review

Jiyun Zhang, Jiayi Tan, Qizhen Song, Tian Du, Jens Hauch and Christoph J. Brabec

adv. intell. discov., 2026, 2
DOI: 10.1002/aidi.202500022

Strategies to achieve efficiencies of over 19% for organic solar cells

Xingchi Xiao, Malika Chalh, Zhi Rong Loh, Esther Mbina, Tao Xu, Roger C. Hiorns, Yujia Li, Maloy Das, Kekeli N’konou and Leonard W.T. Ng

Cell Reports Physical Science, 2025, 6, 102390
DOI: 10.1016/j.xcrp.2024.102390

Bridging artificial intelligence with photovoltaics

Sang-Won Lee, Seungtae Lee, Solhee Lee, Ji-Seong Hwang, Wonwook Oh, Kirsten Winther, Dong Un Lee, Donghwan Kim, Adam C. Nielander, Thomas F. Jaramillo, Yoonmook Kang and Hae-Seok Lee

Cell Reports Physical Science, 2025, 6, 102893
DOI: 10.1016/j.xcrp.2025.102893

Materials genome engineering accelerates the research and development of organic and perovskite photovoltaics

Ying Shang, Ziyu Xiong, Kang An, Jens A. Hauch, Christoph J. Brabec and Ning Li

Materials Genome Engineering Advances, 2024, 2
DOI: 10.1002/mgea.28

Repeatable Perovskite Solar Cells through Fully Automated Spin-Coating and Quenching

Daniel O. Baumann, Felix Laufer, Julie Roger, Roja Singh, Mohammad Gholipoor and Ulrich W. Paetzold

ACS Appl. Mater. Interfaces, 2024, 16, 54007
DOI: 10.1021/acsami.4c13024

A High Throughput Platform to Minimize Voltage and Fill Factor Losses

Julian Matthias Haffner‐Schirmer, Vincent Marc Le Corre, Karen Forberich, Hans Joachim Egelhaaf, Tobias Osterrieder, Jonas Wortmann, Chao Liu, Paul Weitz, Thomas Heumüller, Andreas Josef Bornschlegl, Josua Wachsmuth, Andreas Distler, Michael Wagner, Zijian Peng, Larry Lüer and Christoph Joseph Brabec

Advanced Energy Materials, 2025, 15
DOI: 10.1002/aenm.202403479

Aerosol‐Jet‐Printed Silver Nanowires as Top Electrodes in Organic Photovoltaic Devices

Vanessa Arango‐Marín, Juan S. Rocha‐Ortiz, Tobias Osterrieder, Anastasia Barabash, Andres Osvet, Jonas Wortmann, Thomas Heumüller, Chao Liu, Jens Hauch and Christoph J. Brabec

Solar RRL, 2025, 9
DOI: 10.1002/solr.202400874