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Papers citing Machine learning integrated photocatalysis: progress and challenges

  1. Gallium Nitride in Heterogeneous Photocatalysis: Fundamental Insights and Emerging Trends

    ChemistryEurope · 2025

    Hyotaik Kang, C.‐J. LI

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  2. The role of artificial intelligence in optimizing photocatalytic degradation technologies of dyes in textile wastewater: Recent advances, challenges, and prospects

    Journal of Water Process Engineering · 2025

    Noureddine El Messaoudi, Youssef Miyah, Mohammed Chakib Benjelloun, Jordana Georgin, Dison S.P. Franco, Parminder Kaur, Vuanghao Lim, Salah Knani

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  3. Recent Advances in Photocatalysis: From Laboratory to Market

    Results in Chemistry · 2025

    Abdul Wafi, Demas Aji, Prof. Dr. Mohammad Mansoob Khan

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  4. AI‐Driven Modeling and Statistical Assessment of AgO/ZnO/g‐C 3 N 4 Photocatalysts on Wastewater Treatment: Impact of UV–Visible Light

    ChemistrySelect · 2025

    Büşra Yoney, Ömür Aras

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  5. Prospects of AI in advancing green hydrogen production: From materials to applications

    Applied Physics Reviews · 2025

    Doudou Zhang, Weisheng Pan, Haijiao Lu, Zhiliang Wang, Bikesh Gupta, Amanullah Maung Than Oo, Lianzhou Wang, Karsten Reuter, Haobo Li, Yijiao Jiang, Siva Krishna Karuturi

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  6. Recent advances in industrial photoreactors: A review from design to large-scale applications

    Journal of Water Process Engineering · 2025

    Borhan Pourtalebi, Reza Alizadeh, Seyed Majid Abdoli

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  7. Predictive Modeling and Data-Driven Optimization of CdFe2O4/p-Si Heterojunction Electrical Behavior

    ACS Omega · 2025

    Nejmeddine Yahyaoui, M. Hjiri, Salaheddine Mansouri, Fahrettin YAKUPHANOĞLU

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  8. Artificial Intelligence-Guided Supervised Learning Models for Photocatalysis in Wastewater Treatment

    AI · 2025

    Asma Rehman, Muhammad Adnan Iqbal, Mohammad Tauseef Haider, Adnan Majeed

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  9. Silicon Photocatalytic Water-Treatment: Synthesis, Modifications, and Machine Learning Insights

    Nanomaterials · 2025

    Abay S. Serikkanov, Nurlan B. Bakranov, Tunyk K. Idrissova, Dina I. Bakranova, Danil Bukhvalov

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  10. Cocatalyst is matter: Cocatalyst engineering of photocatalysts on hydrogen evolution and carbon dioxide reduction

    Bulletin of the Korean Chemical Society · 2025

    Kodong Bang, Jong‐Yeong Jung, Yunkyoung Han, Hyunjoon Song

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  11. Photo‐Assisted Lithium–Oxygen Batteries: Mechanisms, Materials, and Perspectives

    Advanced Materials · 2025

    Jing Li, Patrick Sanglier, Hongtao Qu, Zhonghao Miao, Y LI, Bao‐Lian Su

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  12. Artificial intelligence-guided design of metal-doped polymeric carbon nitride/clay composites for increased photocatalytic hydrogen evolution

    Acta Physico-Chimica Sinica · 2026

    Wenan Cai, Yulin Xu, Huiwei Ding, Hajime Miki, Youhei Kawamura, Keiko Sasaki

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  13. Beyond Hardness: Identifying the Controlling Microstructural Descriptors of Wear in High-Entropy Alloys and High-Entropy Coatings Using Explainable Machine Learning

    SSRN Electronic Journal · 2026

    arif baloch

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  14. Key components for realistic application of plastic photoreforming coupled with H2 evolution

    CHINESE JOURNAL OF CATALYSIS (CHINESE VERSION) · 2026

    Jinpeng Zhang, Teng Liang, Jaenudin Ridwan, Chen Tian, Elhussein M. Hashem, Meijun Guo, Amin Talebian‐Kiakalaieh, Le Yu, Ping She, Jingrun Ran

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  15. Multiscale Engineering of Graphitic Carbon Nitride for Photocatalytic Carbon Dioxide Reduction: From Atomic Structure to Smart Systems

    Coordination Chemistry Reviews · 2026

    Meijia Wang, Na Zhang, Xianyun Ma, Jiale Zhang, Yihe Zhang

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  16. Paradox in Visible‐Light: O 2 •‒ Generation by CsPbBr 3 Perovskite Nanocrystals

    Small · 2026

    Pravat Nayek, Lipika Bardhan, Prasenjit Mal

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  17. Current state of the art and future perspectives for photocatalytic CO2 reduction

    Journal of Energy Chemistry · 2026

    Pınar Özdemir, Ramazan Yıldırım

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  18. Data‐Guided Photocatalysis: Supervised Machine Learning in Water Splitting and CO 2 Conversion

    Advanced Intelligent Discovery · 2026

    Paul Rossener Regonia, Christian Mark Pelicano

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  19. Influence of synthesis parameters on BiOBr: Taguchi-assisted defect and morphology control for enhanced photocatalytic activity

    Ceramics International · 2026

    Raúl Olivera-Flores, Susana Citlaly Gaucin Gutiérrez, Claramaría Rodríguez González, Goldie Oza, Srinivas Godavarthi

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  20. From green routes to digital design: Two-dimensional photocatalysts at the interface of machine learning and environmental applications

    Journal of environmental chemical engineering · 2026

    Rupak Kumar Patnaik, Sujit Sen

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  21. Multifunctional SnS/SnS2/ZSM-5 nanocomposite for efficient photodegradation: Coupled with experimentally validated machine learning predictive modeling

    Surfaces and Interfaces · 2026

    Megha Parmar, Varya Joshi, Mahuya Bandyopadhyay, Rama Gaur, Mohammed E. Ali Mohsin, Suleiman Mousa, Syed Shahabuddin

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  22. Decoding the atomic architecture of photocatalytic active sites: From precise identification to rational design principles

    CHINESE JOURNAL OF CATALYSIS (CHINESE VERSION) · 2026

    Sixian Li, Sixian Li, Youyu Duan, Xinyuan Liang, Yuhan Li, Dieqing Zhang

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  23. Photocatalytic CO2 reduction using metal-organic frameworks: Recent advances, challenges and machine learning based future perspectives

    Journal of Environmental Management · 2026

    Sonam Goyal, Jiten Yadav, Maizatul Shima Shaharun, Monika Gupta, Pradeep Kumar, Surjeet Chahal, Lakshita Phor, Jaideep Malik

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  24. Solar Generated Hydrogen: 2D Heterostructures for Photocatalysts

    ACS Applied Nano Materials · 2026

    Saba Shoaib, Faiza Arshad, Zhiyi Sun, Zilong Wu, Zebiao Li, Xinxin Lu, Wei Guo, Zhuo Chen

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  25. Photoelectrochemical oxidation for biomass valorization: Upgrading biorefinery-derived feedstocks into value-added chemicals

    Bioresource Technology · 2026

    Jiahao Tang, Jiahao Tang, Shuang Gao, Qi Dang, Liang Tang

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  26. TiO2 Photocatalysis for Sustainable Treatment of Oil Produced Water: A Computational Approach

    Water Conservation Science and Engineering · 2026

    Nayeemuddin Mohammed, Faizan Ahmed, Feroz Shaik, Hiren Mewada

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  27. Reactivity of Gas‐Phase Metal Clusters: Unlocking Mechanisms of Activation and Conversion of Small Molecules

    Advanced Materials · 2026

    Yu‐Ting Xiao, Yan‐Xia Zhao, Sheng‐Gui He

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  28. From Structure to Solar Reactivity: Unraveling the Photocatalytic Ammonia Production on Perovskite Platforms

    ACS Catalysis · 2026

    Akshay Thakur, Kajal Chauhan, Mahender Singh, Bhagyashree Priyadarshini Mishra, Venkata Krishnan, Ashish Kumar

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  29. Interfacial Hydrophilicity Engineering in Photocatalysts: From Surface Reconstruction to Functional Applications

    ACS Catalysis · 2026

    Youyu Duan, Tao Yan, Xinxin Zhang, Yuhan Li

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  30. Potential applications of artificial intelligence in photocatalysis performance enhancement: a review

    Journal of Photochemistry and Photobiology A Chemistry · 2026

    Adnan Qahtan Ibrahim, Mirza Abdullah Rehan, Babar Hayat, Roosmayri Lovina Hermaputi

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  31. Mechanistic Control of C─H Bond Activation and C─C Coupling in Light‐Driven Methane Conversion to C 2 + Products over Multifunctional Photocatalysts

    Advanced Functional Materials · 2026

    Di Hu, Yuheng Jiang, Vitaly V. Ordomsky, Bastian Timo Mei, Zhiyong Tang, Andreï Y. Khodakov

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  32. Recent Advances, Emerging Trends, and Technology Readiness Level of ZrO 2 ‐Based Nanomaterials for the Photocatalytic Degradation of Pharmaceutical Pollutants

    Advanced Engineering Materials · 2026

    Stephen Sunday Emmanuel, Ademidun Adeola Adesibikan, Ebenezer Temiloluwa Abimbola, Shepherd M. Tichapondwa

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  33. Machine Learning Meets Photocatalytic Water Splitting for Sustainable Hydrogen Production

    ChemPhotoChem · 2026

    Heesung Yoon, Jin Hyuk Cho, Wee‐Jun Ong, Soo Young Kim

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  34. Dual‐Site Photocatalysts for Selective CO 2 to C 2 + Conversion: Pathway Regulation and Machine Learning Guided Design

    Small · 2026

    Yicheng Li, Yingying Yang, Yue Lei, Hexiang Zhao, Tianhao Li, Yingnan Duan, Zhurui Shen

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  35. Spiramycin (SPR) antibiotics degradation with WO3 photocatalyst and ML XGBoost model for process parameters screening

    PLoS ONE · 2026

    Hayat Khan

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  36. Machine learning-derived decatungstate photocatalytic CH functionalization: from machine learning to predictive modeling

    Coordination Chemistry Reviews · 2026

    Yanjie Lv, Xinyu Zhao, Zhong‐Min Su, Wenxi Zhang, Xiao Li, Zhong‐Min Su

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  37. Data- and AI-Driven Catalysis Science: From Descriptors to Digital Catalysis for Next-Generation Catalysts

    Green Energy & Environment · 2026

    Linlin Sun, Xiaoshuo Liu, Ding Qianghua, Linda Zhang, Di Zhang, Piao Ma, Zhaoxin Wan, Jiayu Peng, Wenqiang Yang, Ang Cao, Weijie Yang, Hui Li

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  38. Rational construction of interfacial photocatalysts toward outstanding performance in energy and evironmental applications

    iScience · 2026

    Chengjie Chen, Qian Wang, Hongbo Cui, Guijian Guan, Ming‐Yong Han

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  39. Advances in visible light photocatalysis for harmful algal bloom mitigation from mechanistic understanding to sustainable application

    Discover Chemistry. · 2026

    Khayali Das, Nishant Kumar, Emmanuel Yakubu, Gaurav Sharma, Roshan Kumar Sharma, Sugandha Aachhera

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  40. Design roadmap, multi-physics modelling, and scale-up of slurry photocatalytic membrane reactors for water treatment

    Journal of environmental chemical engineering · 2026

    Maxwell Katambwa Mwelwa, Charmaine Sesethu Tshangana, Ilunga Alain Kamika, Alex Tawanda Kuvarega, Adolph Anga Muleja

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  41. Machine Learning/Artificial Intelligence-Driven Optimization of Photocatalytic Systems for Water Depollution and Antibacterial Applications

    Journal of Hazardous Materials Advances · 2026

    Charitha Jayaruk Thambiliyagodage, Hansani Weeratunge, Madara Jayanetti, Harinda Fernando, Supuni Wijayawardana

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  42. Advances in Bi-MOF-based heterostructures for CO2 photoconversion: Mechanistic insights, charge dynamics, and structure-function correlations

    Journal of Energy Chemistry · 2026

    Anchal Panwar, Naveen Thakur, Vatika Soni, Akshay Chawla, Pankaj Raizada, Pardeep Singh, Pankaj Thakur, Chaudhery Mustansar Hussain, Aftab Aslam Parwaz Khan, Sonu Sonu

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  43. A descriptor-oriented reporting framework for lanthanide-doped upconversion nanoparticle–semiconductor heterostructures in NIR-activated photocatalysis: Photophysics, interfaces, and ML-ready data

    Materials Science in Semiconductor Processing · 2026

    Shoaib Siddique, Muhammad Hilal, Tehreem Tariq, Surabhi Kamal, Sami Ullah, Bo‐Tau Liu

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