Investigating the impact of non-ideal conditions on the performance of an RbGeI3 perovskite solar cell through a combination of SCAPS-1D, machine learning and deep learning approaches

Tanvir Mahtab Khan, Md. Atik Shams, Most. Marzia Khatun, Tahmid Ahamed, Manjuara Akter, Shajedul Hasan Arman, Mirza Md. Shakil, Hafiz Al Asad and Sheikh Rashel Al Ahmed

Mater. Adv., 2026, 7, 3800
DOI: 10.1039/D5MA01427A

Advancements in eco-friendly lead-free perovskite/Sb2Se3 tandem solar cells: TCAD simulations

Tarek I. Alanazi, Ahmed Shaker, Dalia Selim and Mohamed Okil

Ain Shams Engineering Journal, 2025, 16, 103202
DOI: 10.1016/j.asej.2024.103202

Room temperature RF-sputtered Cu2O thin films: a promising hole transport layer for antimony chalcogenide solar cells

Pedro Mijangos-Alonzo, Osvaldo Vigil-Galán, Milenis Acosta, R Hernández Castillo, M M Nicolás-Marín and Inés Riech

Semicond. Sci. Technol., 2025, 40, 045002
DOI: 10.1088/1361-6641/adba09

Optimizing charge transport and bandgap alignment of ETL and HTL in Tin-based perovskite solar cells via machine learning

Veera Nagendra Muppana, Mahendran Samykano, Adarsh Kumar Pandey, Ngui Wai Keng, Reji Kumar Rajamony and Subbarama Kousik Suraparaju

Materials Today Communications, 2025, 46, 112874
DOI: 10.1016/j.mtcomm.2025.112874

A comprehensive study to evaluate performances of Cs3Sb2I9-based perovskite solar cell with Spiro-MeOTAD HTL using SCAPS-1D simulator

Imon Hasan, Tanvir Mahtab Khan, Benjer Islam, Md. Ferdous Rahman and Sheikh Rashel Al Ahmed

Materials Science and Engineering: B, 2024, 310, 117740
DOI: 10.1016/j.mseb.2024.117740

Simulation insights into high-efficiency Rb2AlAgI6 hybrid perovskite solar cells: performance metrics and optimization strategies

Okba Saidani, Abderrahim Yousfi, Sagar Bhattarai, Md. Rasidul Islame and Girija Shankar Sahoo

J Opt, 2025
DOI: 10.1007/s12596-025-02687-7

Machine-learning driven approach for exploration of properties of antimony chalcogenide perovskite based double absorber with back surface field layer

Harshit Saxena, Jaspinder Kaur, Rikmantra Basu, Ajay Kumar Sharma, Jaya Madan and Rahul Pandey

Opt Quant Electron, 2025, 57
DOI: 10.1007/s11082-025-08489-2

Halogen-induced electronic and structural modulation in Cs₂NaTlBr₃Cl₃ double perovskites for high-efficiency solar energy harvesting

Okba Saidani, Abderrahim Yousfi, Mahmood M.S. Abdullah, Hamad A. Al-Lohedan, Abdelhalim Brahimi, Djamel Eddine Boudechiche, Sarra Bendib and Rania Saoudi

Nano-Structures & Nano-Objects, 2026, 46, 101634
DOI: 10.1016/j.nanoso.2026.101634

Predictive modeling and optimization of WS2 thin-film solar cells: A comprehensive study integrating machine learning, deep learning and SCAPS-1D approaches

Tanvir Mahtab Khan, Md Atik Shams, Most Marzia Khatun, Jamim Hossain Chowdhury, Md Saif Uddin, Tofail Ahmmed Emon, Mirza Md Shakil and Sheikh Rashel Al Ahmed

Renewable Energy, 2025, 252, 123519
DOI: 10.1016/j.renene.2025.123519

Numerical engineering of Double-Absorber Na2AuGaBr6 perovskite solar cells with MPPT-Enhanced efficiency for renewable energy and motor drive systems

Abderrahim Yousfi, Okba Saidani and Zaidi Elyazid

Sustainable Energy Technologies and Assessments, 2025, 84, 104745
DOI: 10.1016/j.seta.2025.104745

Enhancing Organic Solar Cells through Dual Electron Transport Layers: A Machine Learning Approach for Prediction of Organic and Metal Oxide Electron Transport Layer Compatibility

Samia Moulebhar, Chahrazed Bendenia, Souhila Bendenia, Hanaa Merad‐Dib, Sid Ahmed Khantar and Sarra Merabet

Physica Status Solidi (a), 2025, 222
DOI: 10.1002/pssa.202500317

Predictive modeling of Rb2ScCuCl6-Based perovskite solar cells performance using neural networks-guided optimization and SHAP-based interpretability

Okba Saidani, Abderrahim Yousfi, Yehya Belhadad, Rafik Zouache, Abdelhalim Brahimi and Girija Shankar Sahoo

Journal of Physics and Chemistry of Solids, 2026, 208, 113084
DOI: 10.1016/j.jpcs.2025.113084

Leveraging machine learning for the design and optimization of environmentally friendly K2CuCrCl6 perovskite solar cells

Abderrahim Yousfi, Okba Saidani, Yehya Belhadad, Rafik Zouache, Abdelhalim Brahimi, Sagar Bhattarai and Girija Shankar Sahoo

Materials Science and Engineering: B, 2026, 323, 118697
DOI: 10.1016/j.mseb.2025.118697

Data Driven Control of Defect Formation in Solution Deposited Sb2Se3 Thin Films

Marissa J. Strumolo, Zhaohong Sun, Iliya Larimojarad, Rehan Kapadia and Richard L. Brutchey

Adv Materials Inter, 2025, 12
DOI: 10.1002/admi.202500798

Simulation- and Experiment-Guided Design of Hole Transport Layers for Stable and Efficient All-Inorganic Sb2(S,Se)3 Solar Cells

Dongyu Liu, Wenhao Zhang, Jie Pan, Xuefeng Chen, Zongyuan Jin, Yufei Hu, Hangrui Zhang, Xiaomin Wang and Jianmin Li

ACS Appl. Energy Mater., 2026, 9, 530
DOI: 10.1021/acsaem.5c03326

Performance analysis and design strategies for MoSe2 solar cells with MoO3 hole transport layer and WS2 electron transport layer

Md. Al Amin, Md. Mehedi Hasan, Md. Feroz Ali, Md Shafiul Alam, Mohammad Ali and Imil Hamda Imran

Journal of Physics and Chemistry of Solids, 2026, 216, 113790
DOI: 10.1016/j.jpcs.2026.113790

Design and simulation of high efficiency KSnI3 based perovskite solar cells using DFT and SCAPS-1D

A. Yousfi, O. Saidani, A. Benmakhlouf, T. Helaimia, Abdullah Saad Alsubaie, Sheikh Rashel Al Ahmed and Md. Rasidul Islam

Sci Rep, 2025, 15
DOI: 10.1038/s41598-025-19579-2

Machine Learning-Driven Optimization of Transport Layer Parameters in CsSn0.5Ge0.5I3 Perovskite Solar Cells

Baseerat Bibi, Waseem Ur Rahman, Najm Us Sama, Linlin Guan, Syed Hatim Shah and Zhu Liu

IEEE Access, 2025, 13, 185416
DOI: 10.1109/ACCESS.2025.3626236

Machine learning approaches for optimizing and predicting thin-film nanocomposite membrane properties: A scoping review

Mary Adejoke Ajala and Stanley Ebhohimhen Abhadiomhen

Micro and Nanostructures, 2026, 215, 208667
DOI: 10.1016/j.micrna.2026.208667

Numerical Simulation of High-Efficiency Double-Absorber Layer Perovskite Solar Cells Using SCAPS- 1D and MATLAB PV Models

Abderrahim Yousfi, Okba Saidani, Rachid Bennia, Fatma Saad Saoud, Lamir Saidi, Sagar Bhattarai, Md. Rasidul Islame, Md. Ferdous Rahman and Girija Shankar Sahoo

Trans. Electr. Electron. Mater., 2025, 26, 366
DOI: 10.1007/s42341-025-00606-y

Harnessing machine learning to revolutionize perovskite solar cells: Optimizing RbTmCl3-based photovoltaic performance

Abderrahim Yousfi, Okba Saidani, Raouf Zerrougui, Tarek Assassi, Sagar Bhattarai, Md. Ferdous Rahman and Girija Shankar Sahoo

Materials Research Bulletin, 2026, 194, 113731
DOI: 10.1016/j.materresbull.2025.113731