Papers citing Machine Learning for Perovskite Solar Cells and Component Materials: Key Technologies and Prospects
Machine learning driven performance for hole transport layer free carbon-based perovskite solar cells
npj Computational Materials · 2024-09-10
Sreeram Valsalakumar, Shubhranshu Bhandari, Anurag Roy, Tapas Kumar Mallick, Justin Hinshelwood, Senthilarasu Sundaram
Read original paper ↗ ·A scalable and aging-resistant film for radiative cooling
Applied Thermal Engineering · 2024-09-12
Guiguang Qi, Xinyu Tan, Yuanchen Jiao, Qihao Dai, Yulong Qiao, Xiongbo Yang, Yunqi Wang, Shengyu Chen, Chao Shi, Kun Yan, Zhe Kang
Read original paper ↗ ·Digital manufacturing of perovskite materials and solar cells
Applied Energy · 2024-09-17
Zixuan Wang, Zijian Chen, Boyuan Wang, Chuang Zhi Wu, Chao Zhou, Peng Yang, Xinyu Zhang, Zongming Ni, Chi-yung Chung, Ching-chuen Chan, Jian Ming Yang, Haitao Zhao
Read original paper ↗ ·Superhydrophobic photothermal coatings based on polyurea for durable anti-icing and deicing
Surfaces and Interfaces · 2024-09-17
Xu Li, Xinyu Tan, Xinyu Tan, Ting Xiao, Xinyi Li, Lihua Jiang, Xin Tan, Xin Tan, Shuangquan Liu, Tao Li
Read original paper ↗ ·A UV-resistant porous composite film for radiative cooling and enhanced hydrophobicity
Materials Today Communications · 2024-10-25
Weilong Sun, Xinyu Tan, Guiguang Qi, Xiongbo Yang, Weiwei Hu, Wanjiang Jin, Zheng Guo, Jie Liang, Mengyang Wang, Xiang Lin
Read original paper ↗ ·All-Season Dual-Mode Thermolator Based on Radiative Cooling and Solar Heating Technology
ACS Applied Polymer Materials · 2024-11-25
yunqi wang, Xinyu Tan, Xiongbo Yang, Guiguang Qi, Chao Shi, Shengyu Chen
Read original paper ↗ ·Exploration of highly stable and highly efficient new lead-free halide perovskite solar cells by machine learning
Cell Reports Physical Science · 2024-12-01
Chenyang Zhu, Yiming Liu, Donghua Wang, Zhikang Zhu, Peng Chao Zhou, Yibo Tu, Gaoyuan Yang, Hongyu Chen, Yue Zang, Jinxia Du, Wensheng Yan
Read original paper ↗ ·Machine learning prediction of materials properties from chemical composition: Status and prospects
Chemical Physics Reviews · 2024-12-01
Mohammed Alghadeer, Nufida D. Aisyah, Mahmoud Hezam, Saad M. Alqahtani, Ahmer A.B. Baloch, Fahhad H. Alharbi
Read original paper ↗ ·Machine-learning-assisted exploration of new non-fullerene acceptors for high-efficiency organic solar cells
Cell Reports Physical Science · 2024-12-01
Zhikang Zhu, Chenyang Zhu, Yibo Tu, Tianxiang Shao, Yida Wang, Weihong Liu, Yiming Liu, Yue Zang, Qingya Wei, Wensheng Yan
Read original paper ↗ ·Machine learning-assisted design of high-performance perovskite photodetectors: a review
Advanced Composites and Hybrid Materials · 2024-12-06
Xiaohui Fiona Li, Yongxiang Mai, Chunfeng Lan, Fu Yang, Putao Zhang, Shengjun Li
Read original paper ↗ ·Property Prediction for Complex Compounds Using Structure-Free Mendeleev Encoding and Machine Learning
Journal of Chemical Information and Modeling · 2024-12-12
Zixin Zhuang, Amanda Susan Barnard
Read original paper ↗ ·Advanced Photovoltaic Degradation Analysis using Physics Modeling and Bayesian Machine Learning
Unknown journal · 2024-12-13
Joseph Chakar
Read original paper ↗ ·Perovskite Solar Cell Design Revolution: A Machine Learning Perspective
Unknown journal · 2024-12-13
Karthika Krishnakumar, Ashish Grover, Pardeep Kumar
Read original paper ↗ ·Enhancing Power Conversion Efficiency of Perovskite Solar Cells Through Machine Learning Guided Experimental Strategies
Advanced Functional Materials · 2024-12-17
Antai Yang, Yonggui Sun, Jingzi Zhang, Fei Wang, Chengquan Zhong, Yang Chen, Hanlin Hu, Jiakai Liu, Xi Lin
Read original paper ↗ ·Thermodynamic stability descriptor of A2BX6-type perovskite materials
Materials Chemistry and Physics · 2024-12-24
Xiaoxia Yang, Yi Han, Peng Xu, Fuxiang Liu
Read original paper ↗ ·Accelerating materials property discovery in uncharted domains through the integration of high-throughput computation and machine learning
CrystEngComm · 2025-01-01
Chih‐Shan Tan
Read original paper ↗ ·An explainable “family bucket” model for simultaneous prediction of K-edge XANES for multiple light transition metals
Chemical Science · 2025-01-01
Chenyu Huang, Yunjiang Zhang, Shuyuan Li, Huimin Wang, Yaxin Wang, Shihao Wei, Shaorui Sun
Read original paper ↗ ·Data-driven modelling for electrolyte optimisation in dye-sensitised solar cells and photochromic solar cells
Materials Horizons · 2025-01-01
Johan Liotier, Antonio J. Riquelme, Valid Mwatati Mwalukuku, Quentin Huaulmé, Yann Kervella, Renaud Demadrille, Cyril Aumaître
Read original paper ↗ ·Data-guided design of double-atom catalysts for enhanced electrocatalytic performance
Journal of Materials Chemistry A · 2025-01-01
Chenyang Wei, Wenbo Mu, Hongyuan Zhang, Zhenghui Liu, Tiancheng Mu
Read original paper ↗ ·Decoding recombination dynamics in perovskite solar cells: an in-depth critical review
Chemical Society Reviews · 2025-01-01
Ramkrishna Das Adhikari, Mayur Jagdishbhai Patel, Himangshu Baishya, Deepak Kumar Yadav, Manab Kalita, Mizanur Alam, Parameswar Krishnan Iyer
Read original paper ↗ ·Deep learning for augmented process monitoring of scalable perovskite thin-film fabrication
Energy & Environmental Science · 2025-01-01
Felix Laufer, Markus Götz, Ulrich W. Paetzold
Read original paper ↗ ·From synthesis to properties: expanding the horizons of machine learning in nanomaterials research
Materials Horizons · 2025-01-01
Shanhui Diao, Qiong Wu, Shimei Li, Gang Xu, Xiangling Ren, Longfei Tan, Guihua Jiang, Peng Song, Xianwei Meng
Read original paper ↗ ·Gray-Box Identification of a Photovoltaic Power Generation System
Communications in computer and information science · 2025-01-01
Changjiang Ma, Zhaoqi Kuang, Yuan Yan, Ao-Jin Li, Chen Luo, Yun Li
Read original paper ↗ ·Introducing a Novel Figure of Merit for Evaluating Stability of Perovskite Solar Cells: Utilizing Long Short-Term Memory Neural Networks
IEEE Access · 2025-01-01
Zahraa Ismail, Ahmet Sait Alali, Ahmad Adel Abdelhameed Muhammad, Mahmoud Ashraf, Sameh Osama Abdellatif
Read original paper ↗ ·Machine learning for predicting and improving perovskite properties
Semiconductors and semimetals · 2025-01-01
Xuesi Liu, Hualin Zhan
Read original paper ↗ ·Simulation and machine learning driven optimization of Rb 2 SnBr 6 -based lead-free perovskite solar cells using diverse ETLs for enhanced photovoltaic performance
Materials Advances · 2025-01-01
Md. Selim Reza, Avijit Ghosh, Asadul Islam Shimul, Saeed Hasan Nabil, Manjuara Akter, Aijaz Rasool Chaudhry, Dipongkar Ray Sobuj, Yedluri Anil Kumar, Shaikat Biswas, Khorshed Alam, Maida Maqsood
Read original paper ↗ ·Machine learning strategies for small sample size in materials science
Science China Materials · 2025-01-02
Qiuling Tao, Jinxin Yu, Xiangyu Mu, Xue Jia, Rongpei Shi, Zhifu Yao, Cuiping Wang, Haijun Zhang, Xingjun Liu
Read original paper ↗ ·Unlocking new horizons, challenges of integrating machine learning to energy conversion and storage research
Indian Chemical Engineer · 2025-01-09
Muthuraja Velpandian, Suddhasatwa Basu
Read original paper ↗ ·Machine Learning-Assisted Accelerated Research of Energy Storage Properties of BaTiO3–BiMeO3 Ceramics
ACS Sustainable Chemistry & Engineering · 2025-02-17
Jian Liu, Peifeng Xiong, Changjiao Li, Hua Hao, Hanxing Liu
Read original paper ↗ ·Applications of machine learning in surfaces and interfaces
Chemical Physics Reviews · 2025-03-01
Shaofeng Xu, Jing‐Yuan Wu, Ying Guo, Qing Zhang, Xiaoxia Zhong, Jinjin Li, Wei Li Ren
Read original paper ↗ ·Electricity Driven Behavior and Self-Cleaning Property of Droplets on Superhydrophobic Anti-pollution Flashover Coating
Langmuir · 2025-03-03
Xu Li, Xinyu Tan, Ting Xiao, Xinyi Li, Lihua Jiang
Read original paper ↗ ·Accelerating ionic liquid research in perovskite solar cells through machine learning:Opportunities and challenges
Materials Today Electronics · 2025-03-05
Jiazheng Wang, Qiang Lou, Zhengjie Xu, Yufeng Jin, Guibo Luo, Hang Zhou
Read original paper ↗ ·Machine Learning-Assisted Prediction and Control of Bandgap for Organic–Inorganic Metal Halide Perovskites
ACS Applied Materials & Interfaces · 2025-03-14
Fuchun Gou, Zhu Ma, Qiang Yang, Hao Du, Yixian Li, Qian Zhang, Wei You, Yi Chen, Zhuowei Du, Junbo Yang, Nan He, Junxin Luo, Zichen Liu, Zilu Tian, Maozhu Mao, Kai Liu, Jian Yu, An‐An Zhang, Min Fan, Kuan Sun, Ningqiang Xuan
Read original paper ↗ ·Machine Learning Prediction of Organic–Inorganic Halide Perovskite Solar Cell Performance from Optical Properties
ACS Energy Letters · 2025-03-17
Ruiqi Zhang, Brandon T. Motes, Shaun Wee Kiat Tan, Yongli Lu, Meng-Chen Shih, Yilun Hao, Karen Yang, Shreyas Srinivasan, Moungi G. Bawendi, Vladimir Bulović
Read original paper ↗ ·Freeze resistant hydroxypropyl cellulose hydrogel with passive radiative cooling performance for thermochromic smart window
Chemical Engineering Journal · 2025-03-20
yunqi wang, Xinyu Tan, Xiongbo Yang, Yulong Qiao, Alkiviadis Tsamis, Guiguang Qi, Chao Shi, Shengyu Chen
Read original paper ↗ ·A composite photonic structure with periodic array of SiO2 particles for solar cell radiative cooling
Applied Physics A · 2025-03-24
Jie Liang, Xinyu Tan, Qihao Dai, Xiongbo Yang, Zheng Guo, Weilong Sun, Wanjiang Jin, Weiwei Hu
Read original paper ↗ ·Integration of Microstructural Image Data into Machine Learning Models for Advancing High-Performance Perovskite Solar Cell Design
ACS Energy Letters · 2025-03-26
Haotian Liu, Antai Yang, Chengquan Zhong, Xu Zhu, Meng Hao, Zhuo Feng, Jixin Tang, Yang Chen, Jingzi Zhang, Jiakai Liu, Kailong Hu, Xi Lin
Read original paper ↗ ·Flux‐Regulated Crystallization of Perovskites Using Machine Learning‐Predicted Solvent Evaporation Rates for X‐Ray Detectors
Advanced Functional Materials · 2025-04-17
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 ↗ ·Predictive modeling of CsFABiCuI6-based PSC with Nd-doped ZnO as ETL using machine learning and numerical simulation
Multiscale and Multidisciplinary Modeling Experiments and Design · 2025-04-26
Ghazi Aman Nowsherwan, Saira Riaz, Shahzad Naseem
Read original paper ↗ ·A guided review of machine learning in the design and application for pore nanoarchitectonics of carbon materials
Materials Science and Engineering R Reports · 2025-05-02
Chuang Wang, Xingxing Cheng, Kai Luo, K. Nandakumar, Zhiqiang Wang, Meng Ni, Xiaotao Tony Bi, Jiansheng Zhang, Chunbo Wang
Read original paper ↗ ·Machine learning screening and DFT calculations for exploring Cs2Ag0.75X0.25BiCl6 (X=Na, K, Rb) double perovskites as underwater photovoltaic materials
Solar Energy Materials and Solar Cells · 2025-05-02
Changcheng Chen, Han Zhao, Yaxin Xu, Zhengjun Wang, Yali Tuo, Yingge Du, Xiongfei Yun, Shaohang Shi, Jiangzhou Xie, Shuli Gao, Wen Chen, Chao Dong, Yu Ji, Xiaoning Guan, Gang Liu, Pengfei Lu
Read original paper ↗ ·Machine Learning-Assisted Analysis of Perovskite Solar Cell Long-Term Stability under Multiple Environmental Factors
ACS Sustainable Chemistry & Engineering · 2025-05-06
Shanshan Zhao, Sijia Zhou, Zhongli Guo, Hongqiang Luo, Zhuoying Jiang, Na Lin, Mengyu Chen, Lin Li, Cheng Li
Read original paper ↗ ·Accelerating the Discovery of Efficient Phosphorescent Iridium(III) Complex Emitters with Targeted Color Gamuts Through Interpretable Machine Learning Models and Virtual Screening
The Journal of Physical Chemistry C · 2025-05-29
Taixin He, Piaoran Xiao, Dongdong Li, Bingyan Qu, Rulong Zhou
Read original paper ↗ ·Unlocking a self-driving research workflow for perovskite photovoltaics
Matter · 2025-06-01
Lifang Xie, Yalan Zhang, Noah Peterkes, Xiao‐Fen Li, Yike Guo, Yuanyuan Zhou
Read original paper ↗ ·Machine learning perspective: Revealing deep mechanisms and new advances in adsorption and catalysis of gaseous molecules
Applied Energy · 2025-06-05
Yue Zhu, Fengyu Gao, Lei Yi, Honghong Yi, Qingjun Yu, Shunzheng Zhao, Yuansong Zhou, Ya Wang, Xiaolong Tang
Read original paper ↗ ·Multi-Model Deep Learning Framework for Defect Detection in Mixed-Dimensionality FAPbI₃ Perovskite Films
International Journal of Advanced Research in Science Communication and Technology · 2025-06-14
Ashray Saini, Rishabh Sahani
Read original paper ↗ ·Integration of Geoscientific Data Mining and GBM Hyperparameter Optimization to Improve the Accuracy of Landslide Hazard Prediction
International Conference on Artificial Intelligence, Big Data and Algorithms (CAIBDA) · 2025-06-20
Kartika Constantia Yasin, Sintia Windhi Niasari, Mochamad Nukman, Sudarmaji, Theodosius Marwan Irnaka, Eddy Hartantyo, Herlan Darmawan, Shidiq Nur Hidayat
Read original paper ↗ ·Prediction of ABX3 Perovskite Formation Energy Using Machine Learning
Materials · 2025-06-20
Ziliang Deng, Kailing Fang, Chong Guo, Zhichao Gong, Haojie Yue, Huacheng Zhang, Kang Li, Kun Guo, Zhiyong Liu, Bing Xie, Jinshan Lu, Kui Yao, Francis E. H. Tay
Read original paper ↗ ·Unraveling the thermodynamic origins and kinetic pathways of intermediate phase engineering in perovskite solar cells
Matter · 2025-07-01
Jinghao Ge, Fengzhu Li, Lu Zhang, Jiaxue You, Shengzhong Frank Liu, Alex K.‐Y. Jen
Read original paper ↗ ·Accelerated Multi‐Property Screening of Lead‐Free Halide Double Perovskite via Transfer Learning
Advanced Functional Materials · 2025-07-14
Yiwei Wei, Jingjin He, Chao Yang, Wei Yu, Jing Feng, Xingjun Liu, Xiaoyu Chong
Read original paper ↗ ·