Artificial neural network modeling for the prediction, estimation, and treatment of diverse wastewaters: a comprehensive review and future perspective

M Ibrahim, A Haider, JW Lim, B Mainali, M Aslam… - Chemosphere, 2024 - Elsevier
The application of artificial neural networks (ANNs) in the treatment of wastewater has
achieved increasing attention, as it enhances the efficiency and sustainability of wastewater …

Machine learning for the advancement of membrane science and technology: A critical review

G Ignacz, L Bader, AK Beke, Y Ghunaim… - Journal of Membrane …, 2024 - Elsevier
Abstract Machine learning (ML) has been rapidly transforming the landscape of natural
sciences and has the potential to revolutionize the process of data analysis and hypothesis …

Effective design of sustainable energy productivity based on the experimental investigation of the humidification-dehumidification-desalination system using hybrid …

DU Lawal, J Usman, SI Abba, LT Yogarathinam… - Energy Conversion and …, 2024 - Elsevier
Reliable and cost-effective industrial-based sustainable desalination technologies are
crucial for efficient and effective desalination of saline water. Seawater desalination …

Estimation and sensitivity analysis of fouling resistance in phosphoric acid/steam heat exchanger using artificial neural networks and regression methods

R Jradi, C Marvillet, MR Jeday - Scientific Reports, 2023 - nature.com
One of the most frequent problem in phosphoric acid concentration plant is the heat
exchanger build-up. This problem causes a reduction of the performance of this equipment …

[HTML][HTML] Utilising Artificial Intelligence to Predict Membrane Behaviour in Water Purification and Desalination

R Shahouni, M Abbasi, M Dibaj, M Akrami - Water, 2024 - mdpi.com
Water scarcity is a critical global issue, necessitating efficient water purification and
desalination methods. Membrane separation methods are environmentally friendly and …

[HTML][HTML] Membrane Technologies for Sustainable Development Goals: A Critical Review of Bright Horizons

AA Ali, A Al-Othman, M Tawalbeh, A Ali… - Journal of …, 2024 - Elsevier
With the emergence of global challenges, sustainability has become a pivotal element in the
world's development agendas. To achieve global development, 17 sustainability …

Insight into soft chemometric computational learning for modelling oily-wastewater separation efficiency and permeate flux of polypyrrole-decorated ceramic-polymeric …

U Baig, J Usman, SI Abba, LT Yogarathinam… - … of Chromatography A, 2024 - Elsevier
Reliable modeling of oily wastewater emphasizes the paramount importance of sustainable
and health-conscious wastewater management practices, which directly aligns with the …

Prediction of membrane flux in membrane bioreactors through dimensionless analysis and correlations

M Liu, B Liao - Journal of Membrane Science, 2025 - Elsevier
Abstract Membrane flux (J, m 3/m 2· s) is a key design and operation parameter of
membrane bioreactor (MBR) wastewater treatment plants. In this study, the impact of mixed …

Comprehensive updates on recent advances, fouling mechanisms, and future perspectives of nanofiltration

M Al Kholif, J Hermana, MR Bilad, HP Chao - Journal of Water Process …, 2024 - Elsevier
Nanofiltration (NF) has gained significant recognition for various industrial applications.
However, NF faces challenges, such as membrane fouling, thermal stability, and …

Robust intelligent paradigms for estimating fouling in phosphoric acid/steam heat exchanger

R Jradi, C Marvillet, MR Jeday - Energy, 2025 - Elsevier
Heat exchanger fouling has several adverse effects on the performance of chemical process
industry, including reducing operating cycles, deterioration of apparatus and increase …