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RESEARCH PAPER · Advanced Composites and Hybrid Materials · 2024

Machine learning-assisted design of high-performance perovskite photodetectors: a review

Xiaohui Fiona Li, Yongxiang Mai, Chunfeng Lan, Fu Yang, Putao Zhang, Shengjun Li

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Machine learning-assisted design of high-performance perovskite photodetectors: a reviewOriginalIntegrating ML Approaches for Photodetectors0Machine learning for predicting and improving perovskite properties0Predicting UV-Vis Spectra of Benzothio/Dithiophene Polymers for Photodetectors by Machine-Learning-Assisted Computational Studies7Advances in molecular materials and devices for intelligent perception applications2Lead-Free Perovskite Hemispherical Photodetector for Single-Pixel Imaging Encryption and Trajectory Tracking5Genetic Algorithm-Based Hybrid Deep Learning Framework for Stability Prediction of ABO3 Perovskites in Solar Cell Applications8Impedance spectroscopy in perovskite materials: From fundamentals to applications10An innovative machine learning based approach for predicting the efficiency of a chalcogenide perovskite semiconductor photovoltaic cell4Material Modification Strategies for High-Performance Perovskite Optoelectronics: From Solar Cells to Photocatalysis4Convergence of Computational Materials Science and AI for Next-Generation Energy Storage Materials6High-Performance Perovskite Photodetector through Plasmonic Enhancement of Carrier Dynamics8A hybrid WC and n-Si photodetector with high responsivity from ultraviolet to mid-infrared1Halide perovskite scintillators for X-ray detection: from structure to engineering9Next-generation quantum dot solar cells: advances in materials, device engineering and performance optimization2Surface/Interface Engineering for High-Resolution Micro-/Nano-Photodetectors12AI-guided design and optimization of 2D-material-based optical polarizers3Monolithic Integration of Rare-Earth-Doped Tellurite Thin Films with Silicon for Dual-Function Optical/Temperature Detectors in Single-Chip Heterojunction Devices0Halide Perovskite Single Crystals: A Promising Semiconductor Platform for Advanced X-ray Detection4Intelligent X-ray Spectroscopy through Machine Learning for Energy Materials Discovery and Characterization0Physics-based large-signal modeling and load-pull optimization for MUTC-PDs0MoS 2 interface engineering for lead-free RbGeI 3 perovskite photodetectors: SCAPS-1D and machine learning optimization0Strategies for Boosting Performance of Perovskite Photodetectors: Synergistic Material and Device Optimization for Advanced Applications0

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  1. Integrating ML Approaches for Photodetectors

    Progress in optical science and photonics · 2025-01-01

    Sayantani Bhattacharya, Sukanya Ghosh, Debajit Deb, Praveenkumar Hiremath, Debarati Nath

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  2. Machine learning for predicting and improving perovskite properties

    Semiconductors and semimetals · 2025-01-01

    Xuesi Liu, Hualin Zhan

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  3. Predicting UV-Vis Spectra of Benzothio/Dithiophene Polymers for Photodetectors by Machine-Learning-Assisted Computational Studies

    Coatings · 2025-05-07

    Abrar U. Hassan, Mamduh J. Aljaafreh

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  4. Advances in molecular materials and devices for intelligent perception applications

    Scientia Sinica Chimica · 2025-05-14

    Yanli Guo, Jingjing Yao, Liyao Liu, Ye Zou, Chong-An Di, Daoben Zhu

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  5. Lead-Free Perovskite Hemispherical Photodetector for Single-Pixel Imaging Encryption and Trajectory Tracking

    Nano Letters · 2025-08-19

    Chenglong Li, Weijun Li, Haijing Hu, Jia Zong, Haotong Wei

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  6. Genetic Algorithm-Based Hybrid Deep Learning Framework for Stability Prediction of ABO3 Perovskites in Solar Cell Applications

    Energies · 2025-09-23

    Samad Wali, Muhammad Irfan Khan, Miao Zhang, Abdul Shakoor

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  7. Impedance spectroscopy in perovskite materials: From fundamentals to applications

    Inorganic Chemistry Communications · 2025-09-23

    Avadhesh Kumar Yadav, Raghvendra Pandey, Prabhakar Singh

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  8. An innovative machine learning based approach for predicting the efficiency of a chalcogenide perovskite semiconductor photovoltaic cell

    Optical and Quantum Electronics · 2025-09-27

    B. Bazeer Ahamed, Debashish Pal, Pranoy Ghosh, Arijit De

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  9. Material Modification Strategies for High-Performance Perovskite Optoelectronics: From Solar Cells to Photocatalysis

    ACS Applied Energy Materials · 2025-11-14

    Luyang Zhang, Bin Guan, Lei Zhu, Tiankui Zhu, Zhongqi Zhuang, Junyan Chen, Xuehan Hu, Chenyu Zhu, Sikai Zhao, Junjie Gao, Kaiyou Shu, Hongtao Dang, Yuan Li, L.X. Xu, Wenbo Zeng, Shuai Chen, Linhui Wang, Can Zhu, Jiaming He, Qinghan Xian, Mingyang Yang, Zhen Huang

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  10. Convergence of Computational Materials Science and AI for Next-Generation Energy Storage Materials

    Journal of Electronic Materials · 2025-11-21

    Xuexue Pan, Yuanlin Xie, Chujun Li, Yangyang He, Yitong Zhang, Yilin Wang, Zhichun Li, Peiyu Peng, Jun Wang

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  11. High-Performance Perovskite Photodetector through Plasmonic Enhancement of Carrier Dynamics

    ACS Nano · 2025-11-28

    Md. Anwar Sadath, Boyu Guo, Jiazhen Li, Dayang Lin, Evan Scalf, Jacob Davis, John F. Muth, Aram Amassian, Qing Gu

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  12. A hybrid WC and n-Si photodetector with high responsivity from ultraviolet to mid-infrared

    Journal of Optics · 2025-12-16

    Dinelka Somaweera, Haroldo Takashi Hattori, Sanjida Akter, Andergachew Mekonnen Berhe, Andrey E. Miroshnichenko, Khalil As’ham

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  13. Halide perovskite scintillators for X-ray detection: from structure to engineering

    Physical Chemistry Chemical Physics · 2026-01-01

    I. O. Simonenko, R. G. Nazmitdinov, Vladislav A. Kinev, Alexey Raisovich Tameev, Andreu Moià-Pol

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  14. Next-generation quantum dot solar cells: advances in materials, device engineering and performance optimization

    RSC Advances · 2026-01-01

    Umme Habiba, Muhammad Usman Khan, Nimra Sultan, Muhammad Ramzan Saeed Ashraf Janjua

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  15. Surface/Interface Engineering for High-Resolution Micro-/Nano-Photodetectors

    Nano-Micro Letters · 2026-01-03

    Jinlin Chang, Ting Liu, Geng Xiao, Genting Dai, Liangliang Yang, Mingjun Cheng, Linpan Jiang, Zechen Sun, Jianshe Liu, Wei Chen

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  16. AI-guided design and optimization of 2D-material-based optical polarizers

    Chip · 2026-02-18

    Rong Wang, Di Jin, Junkai Hu, Wenbo Liu, Yuning Zhang, Irfan Haider Abidi, Sumeet Walia, Baohua Jia, Duan Huang, Jiayang Wu, David Moss

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  17. Monolithic Integration of Rare-Earth-Doped Tellurite Thin Films with Silicon for Dual-Function Optical/Temperature Detectors in Single-Chip Heterojunction Devices

    ACS Applied Electronic Materials · 2026-04-01

    Ahmed M. El-Mahalawy, Rawya M. Ramadan, Samir Yousef Marzouk, Nehal Elkhoshkhany, Ahmed Ramzy Wassel

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  18. Halide Perovskite Single Crystals: A Promising Semiconductor Platform for Advanced X-ray Detection

    Chemistry of Materials · 2026-05-01

    Yunxia Zhang, Xinrong Wang, Yucheng Liu, S Liu

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  19. Intelligent X-ray Spectroscopy through Machine Learning for Energy Materials Discovery and Characterization

    Green Energy & Environment · 2026-06-01

    Xue Kong, Faiza Meharban, Lei Tan, Jingsan Xu, Xiaotong Wu, Chao Lin, Shuangqiang Chen, Zheng Jiang, Xiaopeng Li, Wei Luo

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  20. Physics-based large-signal modeling and load-pull optimization for MUTC-PDs

    Optics Express · 2026-06-16

    Shuhu Tan, Yongqing Huang, tianlin ma, XueJie Wang, 段晓峰, Kai Liu, Xiaomin Ren

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  21. MoS 2 interface engineering for lead-free RbGeI 3 perovskite photodetectors: SCAPS-1D and machine learning optimization

    Modern Physics Letters B · 2026-08-21

    Yuhan Zhang, Tianyu Shang, Jiang Zhao

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  22. Strategies for Boosting Performance of Perovskite Photodetectors: Synergistic Material and Device Optimization for Advanced Applications

    Nano-Micro Letters · 2026-10-01

    Ying Li, Xinmiao Li, Yancheng Chen, Guozhen Shen

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