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RESEARCH PAPER · Coordination Chemistry Reviews · 2025

Artificial intelligence interventions in 2D MXenes-based photocatalytic applications

Durga Madhab Mahapatra, Ashish Kumar, Rajesh Kumar, Navneet Kumar Gupta, Baranitharan Ethiraj, Lakhveer Singh

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Artificial intelligence interventions in 2D MXenes-based photocatalytic applicationsOriginalAdvances in copper-based electrocatalysts for electrochemical reduction of CO2 to ethanol: Operando, theoretical, and empirical perspectives6Advancing robust clustering verification for unsupervised photocatalytic data analysis2Triphase Photocatalysis: Beyond Conventional Diphase Photocatalytic Reactions28Hydrophilic PVDF membrane doped with Ti3C2 for piezocatalytic purification of water flow2When deep learning encounters Fenton like reactions: A paradigm shift in intelligent degradation of organic pollutants in high salt matrices4Self-cleaning photocatalytic membranes in oil-water separation: Design strategies and sustainability challenges22The role of artificial intelligence in optimizing photocatalytic degradation technologies of dyes in textile wastewater: Recent advances, challenges, and prospects13Recent Advances in Photocatalysis: From Laboratory to Market21A first-principles study of photovoltaic, photocatalytic, and photodetection properties in a novel two-dimensional MoISb monolayer0Artificial Intelligence-Guided Supervised Learning Models for Photocatalysis in Wastewater Treatment26Exploring MXene-based nanomaterials for multifunctional photocatalysis: Competitiveness, challenges, and future directions4Investigation of the influence of calcination temperature on the photocatalytic performance of TiO2 nanotubes doped with Ti3C2Tx MXene4Advanced turbulence modeling approaches for water treatment processes: a comprehensive review5Electrospun g-C3N4/Ti3C2Tx/Cu2O Z-scheme heterojunction nanofibers for efficient visible-light photocatalytic degradation of dyes and PPCPs with robust reusability1Enhanced built-in electric field and strong interfacial electronic coupling in 2D/2D BiO2-x/Ti3C2 Schottky heterojunction boost exciton dissociation for sustainable molecular oxygen activation toward 100 % singlet oxygen generation10Artificial Intelligence and IoT-Driven Technologies for Environmental Chromium Toxicity Monitoring and Management1Electronic Modulation of Unsymmetrical NCN Copper(II) N-Heterocyclic Carbene Pincer Complexes: Structural, Redox, and Catalytic Investigations0Insights into the OER/ORR/HER activity of a new MXene-family SnSiGeN 4 photocatalyst for water splitting: a first-principles study1MXenes as emerging 2D materials for hydrogen generation: advances and future prospects11Chitosan/MXene hydrogels for biomedical and self-powered health-monitoring bioelectronics: Challenges and strategic solutions6Enabling Rotated Stacking Displacement in Two‐Dimensional Covalent Organic Frameworks via Interlayer Electrostatic Repulsion7Enabling Rotated Stacking Displacement in Two‐Dimensional Covalent Organic Frameworks via Interlayer Electrostatic Repulsion0Photoactive Nanomaterials for Mitigating Food Risk Factors: Advances, Mechanisms, and Future Perspectives1AI-Driven Modeling and Optimization of 3D Graphene–MXene Hybrid Nanocomposites0Interface and band structure modulation strategies in photoelectrodes for efficient solar water splitting-focus on synthesis, interface engineering, and bandwidth tuning8Systematic comparison of SrTiO3 loading methods combined with machine learning for high-performance photocatalytic membrane reactors in cephalexin removal0Revolutionizing layered double hydroxides for adsorption, catalysis and energy storage through artificial intelligence and machine learning: A critical review3Engineering two-dimensional MXene based materials for photocatalytic organic pollutant degradation: Progress, challenges, and future perspectives1MXene–semiconductor hybrid photocatalysts for solar-driven hydrogen energy production: A review0Acid Economic Sustainability of Reconstructed Two-Dimensional Photocatalysts for Carbon-Neutral Fuel Production0From the Haber–Bosch Process to the Green Ammonia Production: Advances and Challenges in Photocatalytic Ammonia Synthesis1Treatment of textile wastewater by advanced oxidation process: Effects of pH and oxidant dosage0High-Entropy MAX Phases: Synthesis, Structure, Properties, and Design Challenges1Potential applications of artificial intelligence in photocatalysis performance enhancement: a review0MXenes From Fundamentals to Market: Structural Characteristics, Emerging Synthesis Routes, Applications, and AI‐Accelerated Innovations0Next-gen MXene materials for nano/micro-plastic detection and remediation0Two-Dimensional MXene-Reinforced Polymer Nanocomposites: Synthesis, Multifaceted-Properties, Applications, and Perspectives0Machine Learning-Driven Catalyst Screening, Mechanism Elucidation, and Process Optimization for CO2 Reduction0

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  1. Advances in copper-based electrocatalysts for electrochemical reduction of CO2 to ethanol: Operando, theoretical, and empirical perspectives

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  2. Advancing robust clustering verification for unsupervised photocatalytic data analysis

    Coordination Chemistry Reviews · 2025-04-10

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  3. Triphase Photocatalysis: Beyond Conventional Diphase Photocatalytic Reactions

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  4. Hydrophilic PVDF membrane doped with Ti3C2 for piezocatalytic purification of water flow

    Journal of environmental chemical engineering · 2025-07-03

    Ning Chen, Jun Han, Xingchen He, Junhui Shao, Najun Li, Dongyun Chen, Jianmei Lu

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  5. When deep learning encounters Fenton like reactions: A paradigm shift in intelligent degradation of organic pollutants in high salt matrices

    Industrial Crops and Products · 2025-07-24

    Dandan Chen, Yan Guo, Yuanchuan Ren, Ding Yuan, Qiang Niu, Fenghui Wu

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  6. Self-cleaning photocatalytic membranes in oil-water separation: Design strategies and sustainability challenges

    Chemical Engineering Journal · 2025-07-30

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  7. 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 · 2025-08-08

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

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  8. Recent Advances in Photocatalysis: From Laboratory to Market

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

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  9. A first-principles study of photovoltaic, photocatalytic, and photodetection properties in a novel two-dimensional MoISb monolayer

    Physica Scripta · 2025-09-01

    Liang Zhang, Xihao Chen, Abuduwayiti Aierken, Jinshun Bi, Xuefei Liu

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

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

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  11. Exploring MXene-based nanomaterials for multifunctional photocatalysis: Competitiveness, challenges, and future directions

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    Muniyandi Govinda raj, Murugan Komal, Nalandhiran Pugazhenthiran, Victor Vinoth, Panneerselvam Sathishkumar, Santhanakrishnan Suresh, Werayut Srituravanich, Seerangaraj Vasantharaj, Sambandam Anandan

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  12. Investigation of the influence of calcination temperature on the photocatalytic performance of TiO2 nanotubes doped with Ti3C2Tx MXene

    Surfaces and Interfaces · 2025-11-19

    N. Alduhisan, A. AL-Zahrani, Yasmeen M. AlZahrani, H. Alghamdi, Hafedh Kochkar, G. Berhault, Bandar Alqahtani, Mohammed Youssif Al-Nasser, G. AlOnizan, Afnan M. Ajeebi, M. Younas

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  13. Advanced turbulence modeling approaches for water treatment processes: a comprehensive review

    Journal of Water Process Engineering · 2025-11-20

    Gülnur Haçat, Mesut Yılmazoğlu, Aytekin Çıbık, Noureddine El Messaoudi, Youssef Miyah, Salah Knani, Mouslim Messali

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  14. Electrospun g-C3N4/Ti3C2Tx/Cu2O Z-scheme heterojunction nanofibers for efficient visible-light photocatalytic degradation of dyes and PPCPs with robust reusability

    Environmental Technology & Innovation · 2025-11-24

    Zilin Chen, Dan Liao, Madiha Rafiq, Changkun Liu

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  15. Enhanced built-in electric field and strong interfacial electronic coupling in 2D/2D BiO2-x/Ti3C2 Schottky heterojunction boost exciton dissociation for sustainable molecular oxygen activation toward 100 % singlet oxygen generation

    Journal of environmental chemical engineering · 2025-11-28

    Chongyang Yang, Song Feng Tian, Yanyan Liu, Liguo Shen, Cheng Chen, Yanchao Xu, Leihong Zhao, Bisheng Li, Mingzhu Zhou, Hongjun Lin

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  16. Artificial Intelligence and IoT-Driven Technologies for Environmental Chromium Toxicity Monitoring and Management

    Springer eBooks · 2026-01-01

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  17. Electronic Modulation of Unsymmetrical NCN Copper(II) N-Heterocyclic Carbene Pincer Complexes: Structural, Redox, and Catalytic Investigations

    SSRN Electronic Journal · 2026-01-01

    Li Chen

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  18. Insights into the OER/ORR/HER activity of a new MXene-family SnSiGeN 4 photocatalyst for water splitting: a first-principles study

    Catalysis Science & Technology · 2026-01-01

    C. B. Subba, B. Chettri, A. Laref, Zeesham Abbas, Amna Parveen, D. P. Rai, Zaithanzauva Pachuau

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  19. MXenes as emerging 2D materials for hydrogen generation: advances and future prospects

    Journal of Materials Chemistry A · 2026-01-01

    Pooja Varma, Sukanya Saha, Nithin Kumar Banoth, Chokkapu Appala Naidu, S.J. Lee, Bokinala Moses Abraham, D. Amaranatha Reddy, Ujjwal Pal

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  20. Chitosan/MXene hydrogels for biomedical and self-powered health-monitoring bioelectronics: Challenges and strategic solutions

    International Journal of Biological Macromolecules · 2026-01-26

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  21. Enabling Rotated Stacking Displacement in Two‐Dimensional Covalent Organic Frameworks via Interlayer Electrostatic Repulsion

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  22. Enabling Rotated Stacking Displacement in Two‐Dimensional Covalent Organic Frameworks via Interlayer Electrostatic Repulsion

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  23. Photoactive Nanomaterials for Mitigating Food Risk Factors: Advances, Mechanisms, and Future Perspectives

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  24. AI-Driven Modeling and Optimization of 3D Graphene–MXene Hybrid Nanocomposites

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  25. Interface and band structure modulation strategies in photoelectrodes for efficient solar water splitting-focus on synthesis, interface engineering, and bandwidth tuning

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  27. Revolutionizing layered double hydroxides for adsorption, catalysis and energy storage through artificial intelligence and machine learning: A critical review

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  28. Engineering two-dimensional MXene based materials for photocatalytic organic pollutant degradation: Progress, challenges, and future perspectives

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  29. MXene–semiconductor hybrid photocatalysts for solar-driven hydrogen energy production: A review

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  30. Acid Economic Sustainability of Reconstructed Two-Dimensional Photocatalysts for Carbon-Neutral Fuel Production

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  31. From the Haber–Bosch Process to the Green Ammonia Production: Advances and Challenges in Photocatalytic Ammonia Synthesis

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  32. Treatment of textile wastewater by advanced oxidation process: Effects of pH and oxidant dosage

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  33. High-Entropy MAX Phases: Synthesis, Structure, Properties, and Design Challenges

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

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  35. MXenes From Fundamentals to Market: Structural Characteristics, Emerging Synthesis Routes, Applications, and AI‐Accelerated Innovations

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  36. Next-gen MXene materials for nano/micro-plastic detection and remediation

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  37. Two-Dimensional MXene-Reinforced Polymer Nanocomposites: Synthesis, Multifaceted-Properties, Applications, and Perspectives

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  38. Machine Learning-Driven Catalyst Screening, Mechanism Elucidation, and Process Optimization for CO2 Reduction

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