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RESEARCH PAPER · Environmental Technology & Innovation · 2021

Application of artificial intelligence for predicting reaction results in advanced oxidation processes

Cheng Zhang, Wenjing Sun, Huangzhao Wei, Chenglin Sun

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42 direct citing works

Application of artificial intelligence for predicting reaction results in advanced oxidation processesOriginalVisible Light-Assisted Deposition of Cobalt Co-Catalyst on Tio2 Nanosheets as Hybrid Photocatalysts: Combined Experimental and Computational Analysis0Niger Seed Oil-Based Biodiesel Production Using Transesterification Process: Experimental Investigation and Optimization for Higher Biodiesel Yield Using Box–Behnken Design and Artificial Intelligence Tools26Comparative assessment on ammonia nitrogen adsorption onto a saline soil–groundwater environment: distribution, multi-factor interaction, and optimization using response surface methodology and artificial neural network3Pharmaceutical wastewater treatment using TiO 2 nanosheets deposited by cobalt co-catalyst as hybrid photocatalysts: combined experimental study and artificial intelligence modeling3Tratamientos avanzados para la regeneración de aguas residuales2Implementation of information and communication technologies to increase sustainable productivity in freshwater finfish aquaculture – A review24Optimization of adsorption performance of cerium-loaded intercalated bentonite by CCD-RSM and GA-BPNN and its application in simultaneous removal of phosphorus and ammonia nitrogen28Enhancing biodegradability of refractory insensitive munition preparation wastewater via advanced oxidation treatment: Experimental study and process parameters optimization4Wet Oxidation of Pharmaceutical Sludge for the Treatment and Production of Value-Added Materials5Interpretable artificial intelligence for advanced oxidation systems: Principle, operations and performance23Enhancing sodium percarbonate catalytic wet peroxide oxidation with artificial intelligence-optimized swirl flow: Ni single atom sites on carbon nanotubes for improved reactivity and silicon resistance5Optimizing the UV-Fenton Degradation of m -Cresol Wastewater: An Experimental and Artificial Intelligence Modeling Approach15Model Prediction and Optimization of Cefixime Trihydrate Removal from Simulated Wastewater through Advanced Plasma Technology10Predictive modeling of Enterococcus sp. removal with limited data from different advanced oxidation processes: A machine learning approach25Artificial intelligence integration in conventional wastewater treatment techniques: techno-economic evaluation, recent progress and its future direction31Development of an artificial neural network (ANN) for the prediction of a pilot scale mobile wastewater treatment plant performance28Toward the development of an ML-driven decision support system for wastewater treatment: A bacterial inactivation prediction approach in solar photochemical processes3Application of machine learning algorithms for the prediction of metformin removal with hydroxyl radical-based photochemical oxidation and optimization of process parameters12The Evolving Landscape of Advanced Oxidation Processes in Wastewater Treatment: Challenges and Recent Innovations170Performance evaluation and optimization of pharmaceutical removal with sulfate radical-based photooxidation processes by machine learning algorithms8Necessary and Sufficient Conditions for Accurate Reduced Kinetic Mechanisms to Have Fidelity in Reactive Flow Simulations0Frequency-domain analysis of response surface methodology for chemical process optimization: A heterogeneous photo-Fenton case study with amorphous iron-based catalyst4Advancement in Machine Learning‐Aided Advanced Oxidation Processes for Water Treatment6Vinyl Chloride Degradation Using Ozone-Based Advanced Oxidation Processes: Bridging Groundwater Treatment and Machine Learning for Smarter Solutions1Design-Oriented Interpretation of Chlorophenol Oxidation Kinetics in Advanced Oxidation Processes via Interpretable Machine Learning0Reduction of COD and TSS in a real oil refinery effluent using sonolysis and solar photo-oxidation: AI-correlation analysis of operating factors1Harnessing Machine Learning to Enhance UV-based Advanced Oxidation Processes for Sustainable Micropollutant Abatement0

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  1. Visible Light-Assisted Deposition of Cobalt Co-Catalyst on Tio2 Nanosheets as Hybrid Photocatalysts: Combined Experimental and Computational Analysis

    SSRN Electronic Journal · 2022-01-01

    Salar Heydari Shalmani, Azadeh Ebrahimian Pirbazari, Fatemeh Esmaeili Khalil Saraei, Fatemeh‐Sadat Tabatabai‐Yazdi, Ali Derakhshesh, Amin Esmaeili, Ali Ebrahimian Pirbazari

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  2. Niger Seed Oil-Based Biodiesel Production Using Transesterification Process: Experimental Investigation and Optimization for Higher Biodiesel Yield Using Box–Behnken Design and Artificial Intelligence Tools

    Applied Sciences · 2022-06-12

    Srikanth Holalu Venkataramana, Kanchiraya Shivalingaiah, Mahesh Basetteppa Davanageri, Chithirai Pon Selvan, Avinash Lakshmikanthan, Manjunath Patel Gowdru Chandrashekarappa, Abdul Razak, B. A. Praveena, Emanoil Linul

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  3. Comparative assessment on ammonia nitrogen adsorption onto a saline soil–groundwater environment: distribution, multi-factor interaction, and optimization using response surface methodology and artificial neural network

    Environmental Geochemistry and Health · 2022-12-12

    Juanjuan Wu, Jianmin Bian, Xiaoqing Sun

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  4. Pharmaceutical wastewater treatment using TiO 2 nanosheets deposited by cobalt co-catalyst as hybrid photocatalysts: combined experimental study and artificial intelligence modeling

    Chemical Product and Process Modeling · 2023-01-23

    Amin Esmaeili, Salar Heydari Shalmani, Azadeh Ebrahimian Pirbazari, Azadeh Ebrahimian Pirbazari, Fatemeh Esmaeili Khalil Saraei, Fatemeh‐Sadat Tabatabai‐Yazdi, Ali Ebrahimian Pirbazari, Ali Ebrahimian Pirbazari, Ali Derakhshesh

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  5. Tratamientos avanzados para la regeneración de aguas residuales

    Unknown journal · 2023-02-06

    Sonia Guerra Rodríguez

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  6. Implementation of information and communication technologies to increase sustainable productivity in freshwater finfish aquaculture – A review

    Journal of Cleaner Production · 2023-04-13

    Faisal Bernal Higuita, Melisa Acosta-Coll, F. Ballester, Emiro De-La-Hoz-Franco

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  7. Optimization of adsorption performance of cerium-loaded intercalated bentonite by CCD-RSM and GA-BPNN and its application in simultaneous removal of phosphorus and ammonia nitrogen

    Chemosphere · 2023-06-15

    Mingrong Lu, Shuju Fang, Guizhen Li, Wei Wang, Xuewen Tan, Wanqin Wu

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  8. Enhancing biodegradability of refractory insensitive munition preparation wastewater via advanced oxidation treatment: Experimental study and process parameters optimization

    Journal of Water Process Engineering · 2023-09-04

    Zhongtian Dong, Fenghe Wang, Mingzhu Xia, Fengyun Wang, Shuaiqi Ning

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  9. Wet Oxidation of Pharmaceutical Sludge for the Treatment and Production of Value-Added Materials

    Processes · 2023-09-14

    Kaiyu Fang, Xu Zeng, Guodong Yao, Siqing Xia, Jianfu Zhao, Yangyuan Zhou, Yuting Zhu, Xiaojing Li, Chanjuan Qu

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  10. Interpretable artificial intelligence for advanced oxidation systems: Principle, operations and performance

    Process Safety and Environmental Protection · 2023-10-09

    Zhi Zhen Huang, Yu Yan Jiang, Yu Yan Jiang, Xiao Shao, Yinying Jiang, Jie Yu, Jie Yu, Siwei Deng, Peirou Li

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  11. Enhancing sodium percarbonate catalytic wet peroxide oxidation with artificial intelligence-optimized swirl flow: Ni single atom sites on carbon nanotubes for improved reactivity and silicon resistance

    Chemosphere · 2023-11-06

    Chenxing Yao, Jing Zhang, Liansong Gao, Chengyu Jin, Shengzhe Wang, Wenshuo Jiang, Hanrui Liang, Pan Feng, Xianru Li, Lei Ma, Huangzhao Wei, Chenglin Sun

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  12. Optimizing the UV-Fenton Degradation of m -Cresol Wastewater: An Experimental and Artificial Intelligence Modeling Approach

    Industrial & Engineering Chemistry Research · 2024-01-06

    Jing Zhang, Xiaolong Yao, Yüe Zhao, Rengui Li, Xiaofei Chen, Haibo Jin, Huangzhao Wei, Lei Ma, Zhao Mu, Xiaowei Liu

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  13. Model Prediction and Optimization of Cefixime Trihydrate Removal from Simulated Wastewater through Advanced Plasma Technology

    Chemical Engineering and Processing - Process Intensification · 2024-03-03

    Jia-Wei Song, Jia Bao, Yang Liu, Xin Wang, Li Cui

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  14. Predictive modeling of Enterococcus sp. removal with limited data from different advanced oxidation processes: A machine learning approach

    Journal of environmental chemical engineering · 2024-03-19

    Pavel Pascacio, David J. Vicente, Fernando Salazar, Sonia Guerra-Rodríguez, Jorge Rodríguez‐Chueca

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  15. Artificial intelligence integration in conventional wastewater treatment techniques: techno-economic evaluation, recent progress and its future direction

    International Journal of Environmental Science and Technology · 2024-05-26

    B. Senthil Rathi, P. Senthil Kumar, S. Sanjay, M. Prem Kumar, Gayathri Rangasamy

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  16. Development of an artificial neural network (ANN) for the prediction of a pilot scale mobile wastewater treatment plant performance

    Journal of Environmental Management · 2024-07-05

    Walter M. Warren‐Vega, Kevin D. Montes-Peña, Luis A. Romero Cano, Ana I. Zárate‐Guzmán

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  17. Toward the development of an ML-driven decision support system for wastewater treatment: A bacterial inactivation prediction approach in solar photochemical processes

    Journal of Environmental Management · 2024-12-23

    Pavel Pascacio, David J. Vicente, Ilaria Berruti, Samira Nahim–Granados, I. Oller, María Inmaculada Polo-López, Fernando Salazar

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  18. Application of machine learning algorithms for the prediction of metformin removal with hydroxyl radical-based photochemical oxidation and optimization of process parameters

    Journal of Hazardous Materials · 2025-02-09

    Narmin Garazade, Emine Can‐Güven, Fatih Güven, Senem Yazıcı Güvenç, Gamze Varank

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  19. The Evolving Landscape of Advanced Oxidation Processes in Wastewater Treatment: Challenges and Recent Innovations

    Processes · 2025-03-26

    Satyam Satyam, Sanjukta Patra

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  20. Performance evaluation and optimization of pharmaceutical removal with sulfate radical-based photooxidation processes by machine learning algorithms

    Separation and Purification Technology · 2025-06-18

    Narmin Garazade, Emine Can‐Güven, Fatih Güven, Senem Yazıcı Güvenç, Gamze Varank

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  21. Necessary and Sufficient Conditions for Accurate Reduced Kinetic Mechanisms to Have Fidelity in Reactive Flow Simulations

    Combustion Science and Technology · 2025-07-02

    Josette Bellan

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  22. Frequency-domain analysis of response surface methodology for chemical process optimization: A heterogeneous photo-Fenton case study with amorphous iron-based catalyst

    Chemical Engineering Science · 2025-07-23

    Tianchen Zhao, Haishun Liu, Xiang Zhang, Wen Yuan

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  23. Advancement in Machine Learning‐Aided Advanced Oxidation Processes for Water Treatment

    Unknown journal · 2025-09-12

    Prashant Kumar, Suparna Bhattacharyya, Biswajit Debnath

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  24. Vinyl Chloride Degradation Using Ozone-Based Advanced Oxidation Processes: Bridging Groundwater Treatment and Machine Learning for Smarter Solutions

    Molecules · 2025-12-11

    Jelena Molnar Jazić, Marko Arsenović, Tajana Simetić, Slaven Tenodi, Marijana Kragulj Isakovski, Aleksandra Tubić, Jasmina R. Agbaba

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  25. Design-Oriented Interpretation of Chlorophenol Oxidation Kinetics in Advanced Oxidation Processes via Interpretable Machine Learning

    Ozone Science and Engineering · 2026-04-25

    Elif Nagihan Kahraman, Zehra Semra Can

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  26. Reduction of COD and TSS in a real oil refinery effluent using sonolysis and solar photo-oxidation: AI-correlation analysis of operating factors

    Journal of the Indian Chemical Society · 2026-07-15

    Djedouani Djamila, Amira Almansba, Manel Boudjemia, Nesrine Ouslimani, Youcef Rechedi

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  27. Harnessing Machine Learning to Enhance UV-based Advanced Oxidation Processes for Sustainable Micropollutant Abatement

    Environmental Science & Technology · 2026-08-19

    Bohan Li, Zhongyan Zhang, Xinyuan Yi, Chii Shang, Yingzheng Fan, Jinfeng Wang, Ran Yin, Xinkun Ren

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