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Papers citing Machine learning integrated photocatalysis: progress and challenges

  1. A comprehensive machine learning strategy for designing high-performance photoanode catalysts

    Journal of Materials Chemistry A · 2023

    Mei‐Rong Huang, Sutong Wang, Hongwei Zhu

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  2. Strategies to improve the photocatalytic performance of covalent triazine frameworks

    Journal of Materials Chemistry A · 2023

    Yubing Liu, Hao Wu, Qian Wang

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  3. Light-driven simultaneous water purification and green energy production by photocatalytic fuel cell: A comprehensive review on current status, challenges, and perspectives

    Chemical Engineering Journal · 2023

    Jiahua Ni, Yanjun Wen, Donglai Pan, Jing Yang Bai, Baoxue Zhou, Shuaifei Zhao, Zhuan Wang, Yanbiao Liu, Qingyi Zeng

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  4. Recent advances in structural modification on graphitic carbon nitride (g-C 3N 4)-based photocatalysts for high-efficiency photocatalytic H 2O 2production

    Nano Research Energy · 2023

    Feng Ming Yap, Grayson Zhi Sheng Ling, Brenden Jing Su, Jian Yiing Loh, Wee‐Jun Ong

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  5. LnVO4 (Ln=La, Ce, Pr, Nd, etc.)-based photocatalysts: Synthesis, design, and applications

    Journal of Material Science and Technology · 2023

    Liquan Jing, Yuanguo Xu, Meng Xie, Chongchong Wu, Heng Zhao, Jiu Wang, Hui Wang, Yubo Yan, Na Zhong, Huaming Li, Ian Donald Gates, Jinguang Hu

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  6. MatGPT: A Vane of Materials Informatics from Past, Present, to Future

    Advanced Materials · 2023

    Zhilong Wang, An Chen, Kehao Tao, Yanqiang Han, Jinjin Li

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  7. Superior Prediction of Graphene Nanoflake Properties withUnbiased Graph Embedding

    ChemRxiv · 2023

    Nathan Hu, Amanda J. Parker

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  8. Machine learning analysis to interpret the effect of the photocatalytic reaction rate constant (k) of semiconductor-based photocatalysts on dye removal

    Journal of Hazardous Materials · 2023

    Chang‐Min Kim, Zeeshan Haider Jaffari, Ather Abbas, Mir Ferdous Chowdhury, Kyung Hwa Cho

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  9. Advances in the optical and electronic properties and applications of bismuth-based semiconductor materials

    Journal of Materials Chemistry C · 2023

    Peng Xia, Yuanjun Song, Yuze Liu, Mei-Xuan Long, Cheng Xi Yang, Xiao‐Yang Zhang, Tong Zhang

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  10. Advances in perovskite-based photovoltaics and photocatalysis: a journey fueled by ChemComm

    Chemical Communications · 2024

    Haoxin Mai, Rachel A. Caruso

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  11. Based on T.E.S.T toxicity prediction and machine learning to forecast toxicity dynamics in the photocatalytic degradation of tetracycline

    Physical Chemistry Chemical Physics · 2024

    Kaihang Liu, Wenhui Ni, Qiaoyu Zhang, Xu Huang, Tao Luo, Jian Huang, Hua Zhang, Yongcai Zhang, Fumin Peng

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  12. Two-dimensional carbon/boron nitrides: modification, machine learning and beyond

    Journal of Materials Chemistry A · 2024

    Qi Wu, YangRui Lin, Yangwenting Ou, Changhua Wang, He Ma, Rui Wang, Yuanyuan Li, Xintong Zhang

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  13. Recent Advances in Diverse MXenes‐Based Structures for Photocatalytic CO 2 Reduction into Renewable Hydrocarbon Fuels

    Advanced Functional Materials · 2024

    Qijun Tang, Tianhao Li, Wenguang Tu, Haiqiang Wang, Yong Lian Zhou, Zhigang Zou

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  14. Combination of ensemble machine learning models in photocatalytic studies using nano TiO2 - Lignin based biochar

    Chemosphere · 2024

    K C Abhayasimha, Chinta Sankar Rao, Vaishakh Nair

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  15. Recent progress in photocatalytic NAD(P)H regeneration for photocatalytic-enzymatic-coupling system

    Frontiers of Chemical Science and Engineering · 2024

    Wei Lan, Maodi Wang, Huicong Dai, Qihua Yang

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  16. Mechanochemical synthesis of novel Z-scheme ZnIn2S4/Zn–Al layered double hydroxides heterojunction with performed photodegradation of SIPX xanthate from aqueous solution

    Materials Science in Semiconductor Processing · 2024

    Mingfei Sun, Yongwei Mao, Yu Na, Yumo Liu, Zhao Li, Min Chen, Pengcheng Li, Shujuan Dai, Zhao Tonglin

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  17. Size dependent photogeneration charge carrier density of hollow ZnIn2S4 microspheres for enhanced photocatalytic activity

    Chemical Engineering Journal · 2024

    Pengfei Zhang, Jie Zhao, Chenyu Lu, Liang Huang, Liang Huang, Jianfeng Lin, Zhaoyong Lin, Donglei Bu, Shaoming Huang

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  18. Unveiling the photoelectric and photocatalytic promise of two-dimensional lead-free perovskite/InX (X=Se, Te) van der Waals heterostructures

    Surfaces and Interfaces · 2024

    Jiansen Wen, Maojie Xie, Baisheng Sa, Naihua Miao, Cuilian Wen, Bo Wu, Jian Xin Zhou, Zhimei Sun

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  19. Electrophotocatalysis Versus Indirect Electrolysis: Electrochemical Selenocyclization of 3‐Aza‐1,5‐dienes Facilitated by Energy Transfer, Direct Photolysis or N‐Hydroxyphthalimide

    Chemistry - A European Journal · 2024

    Dongyin Wang, Li Zeng, Jifu Shi, Shulin Gao, Lou Shi, Lou Shi, Shaoguang Sun, Shaoguang Sun, Deqiang Liang

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  20. Photoactive materials

    Elsevier eBooks · 2024

    Canan Acar, İbrahim Dinçer

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  21. Engineering of Graphitic Carbon Nitride (g‐C 3 N 4 ) Based Photocatalysts for Atmospheric Protection: Modification Strategies, Recent Progress, and Application Challenges

    Small · 2024

    Tao Zhong, Wenbin Huang, Zhangnan Yao, Xianhu Long, Wei Qu, Huinan Zhao, Shuanghong Tian, Dong Shu, Chun He

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  22. Convert Polymer Self‐Assembly Nanostructures into Target Functional Materials: An Art of Embattling Molecules

    Advanced Functional Materials · 2024

    Zhi Gao Zhao, Xiaotong Zheng, Yurong Li, Xuan Yao, Haibin Wang, Xiaoyan Song

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  23. Defect engineering in two-dimensional materials for photocatalysis: A mini-review of first-principles design

    Frontiers in Energy · 2024

    Yiqing Chen, Xiao-Yan Li, Pengfei Ou

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  24. Integrating experimental and machine learning approaches for predictive analysis of photocatalytic hydrogen evolution using Cu/g-C3N4

    Renewable Energy · 2024

    Bahriyenur Arabacı, Rezan Bakır, Ceren Orak, Aslı Yüksel

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  25. Recent Advancements in Applying Machine Learning in Power-to-X Processes: A Literature Review

    Sustainability · 2024

    S. Mohammad Shojaei, Reihaneh Aghamolaei, Mohammad Reza Ghaani

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  26. Machine learning-enhanced photocatalysis for environmental sustainability: Integration and applications

    Materials Science and Engineering R Reports · 2024

    Augustine Jaison, Anandhu Mohan, Young‐Chul Lee

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  27. An in-depth study by machine learning models of the absorbance properties of stable Ta2O5 nanotubes decorated by PbS nanoparticles for photocatalytic applications

    Materials Research Bulletin · 2024

    Ines Khemissi, Radhouane Laajimi, Kawther Ben Mabrouk, Anouar Hajjaji, Mehdi Rahmani

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  28. Machine learning for a sustainable energy future

    Chemical Communications · 2024

    Burcu Oral, Ahmet Çoşgun, Aysegul Kilic, Damla Eroğlu, Mehmet Erdem Günay, Ramazan Yıldırım

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  29. Machine Learning-Assisted Screening of Hexagonal 2D van der Waals Bilayers for Photocatalysis

    The Journal of Physical Chemistry C · 2024

    Arooba Kanwal, Abdul Jalil, Syed Raza Ali Raza

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  30. Transformative strategies in photocatalyst design: merging computational methods and deep learning

    Journal of Materials Informatics · 2024

    Jianqiao Liu, Liqian Liang, Boru Su, Di Wu, Yuequ Zhang, Jianzhao Wu, Ce Fu

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  31. Feature-Driven Ensemble Machine Learning Prediction of Photocatalytic Discoloration of Dyes

    SSRN Electronic Journal · 2025

    Shubham Makwana, Leena V. Bora, Nisha V. Bora

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  32. Heterojunction photocatalysts: where are they headed?

    RSC Applied Interfaces · 2025

    Hanggara Sudrajat, Maya Nobatova

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  33. Machine learning approach for surface morphology of nanoparticles: Image analysis and data mining techniques

    AIP conference proceedings · 2025

    Sorabh Lakhanpal, Abhishek Joshi, Kshama Sharma, Mohammed Ahmed Mohiuddin, Voruganti Sreevani

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  34. Machine Learning-Guided Optimization of Photocatalytic Algal Inactivation and dissolved inorganic Phosphorus Release by AgCl/g-C3N4/Cu-MOF photocatalyst

    SSRN Electronic Journal · 2025

    Wenjing Bian, Liangqi Chen, Xinyan Deng, Zhen Hua Yan, Jian Huang, Hua Zhang, Yong Zhang, Jinhua Wang, Shanshan Xi, Tao Luo

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  35. Metal–organic frameworks for photocatalytic CO 2 conversion: bridging fundamental insights to practical solutions

    Journal of Materials Chemistry A · 2025

    Venkadeshkumar Ramar, P. Sivakumar, Prabhu Sengodan, Shihua Huang

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  36. Selective heterogeneous photocatalytic activation for toluene oxidation: recent advances, challenges and perspective

    Chemical Synthesis · 2025

    Shiqin Gao, Lisu Bai, Tao Gan, Bolun Wang

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  37. Progress in prediction of photocatalytic CO2 reduction using machine learning approach: A mini review

    Next Materials · 2025

    Mir Mohammad Ali, Md. Arif Hossen, Azrina Abd Aziz

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  38. Predictive Modeling of Photocatalytic Hydrogen Production: Integrating Experimental Insights with Machine Learning on Fe/g-C3N4 Catalysts

    Industrial & Engineering Chemistry Research · 2025

    Bahriyenur Arabacı, Rezan Bakır, Ceren Orak, Aslı Yüksel

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  39. Applications of machine learning in surfaces and interfaces

    Chemical Physics Reviews · 2025

    Shaofeng Xu, Jing‐Yuan Wu, Ying Guo, Qing Zhang, Xiaoxia Zhong, Jinjin Li, Wei Li Ren

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  40. Photothermal-driven enhancing photocatalysis and photoelectrocatalysis: Advances and perspectives

    Journal of Energy Chemistry · 2025

    Wenfeng Li, Guocheng Lv, Meng Liu, Fanyue Zhao, Pengfei Shuai, Yanmei Feng, Daimei Chen, Libing Liao

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  41. Research progress of machine learning in the field of photocatalysis applications

    Journal of Industrial and Engineering Chemistry · 2025

    Kun Li, Haoyuan Du, Lei Liu, Hang Yang, Junfei Fang, Dong Li

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  42. Predicting photodegradation rate constants of water pollutants on TiO2 using graph neural network and combined experimental-graph features

    Scientific Reports · 2025

    Mahia V. Solout, Jahan Bakhsh Ghasemi

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  43. Adsorption and Photo(electro)catalysis for Micropollutant Degradation at the Outlet of Wastewater Treatment Plants: Bibliometric Analysis and Challenges to Implementation

    Processes · 2025

    Yunzhi Li, Julien G. Mahy, Stéphanie Lambert

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  44. Carbon nitride based photocatalysts for CO2 photoreduction: Recent advances and future perspectives

    Journal of Industrial and Engineering Chemistry · 2025

    Jiong-ran Lv, Rui‐tang Guo, Hao‐wen Zhu, Mingyang Liu, Wei-guo Pan

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  45. Recent advances in photocatalytic removal of antibiotic-based CECs: Materials, mechanism and applications

    Separation and Purification Technology · 2025

    Xuli Li, Haoran Li, Junyang Li, Shuxin Liu, Ruofei Zhao, Qing Wang, Xun Cao

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  46. Advancing Transition Metal Oxide Photoelectrodes for Efficient Solar‐Driven Hydrogen Generation: Strategies and Insights

    Advanced Energy Materials · 2025

    Abdul Ahad Mamun, Abir Hasan Chowdhury, Asif Billah, Jawadul Karim, Auronno Ovid Hussain, Faysal Rahman, Muhammad Anisuzzaman Talukder

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  47. Machine learning in photocatalysis: accelerating design, understanding, and environmental applications

    Science China Chemistry · 2025

    Siqing Tunala, Shaochong Zhai, Fuxiang Wu, Yi‐Hung Chen

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  48. A machine learning based strategy towards enhanced photocatalytic reduction of CO2 to fuels via g-C3N4/TiO2: A comprehensive exploration of optimum parameters

    Computational and Theoretical Chemistry · 2025

    Yash Kumar, Rishika Nair, J.R. Prashitha, G. Velvizhi

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  49. Ultrafast Charge Transfer and Delayed Recombination in a Type-II Ni3TeO6/MoSi2N4 Heterostructure: A Time-Domain Ab Initio Study

    ACS Applied Energy Materials · 2025

    Arooba Kanwal, Yixue Duan, Zhen‐Chao Dong, Zirui Jiang, Hao Fan, Abdul Jalil, Syed Raza Ali Raza, Mahalingam Ravi Varma

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  50. CsPbBr 3 Perovskite‐Based Heterostructures in Photocatalysis: Mechanisms, Stability, and Multifunctional Performance

    Advanced Science · 2025

    Kuanxin Lv, Zhenzhen Li, Xing Huang, Zetong Cheng, Zhongren Wang, Hang Zhao

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