Discovering a robust machine learning model for predicting the productivity of a solar-driven humidification-dehumidification system

M An, K Zhang, F Song, X Chen, SW Sharshir… - Applied Thermal …, 2023 - Elsevier
This work introduces a complete study of freshwater productivity prediction of a solar-driven
humidification-dehumidification unit (HDH) based on experimental and machine learning …

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 …

Optimization of humidification-dehumidification solar desalination unit: comparative analysis

AS Easa, RA Khalaf-Allah, SM Mohamed… - Applied Thermal …, 2024 - Elsevier
Water is essential for life on Earth. By turning saline water into drinkable water, desalination
technology may help solve water scarcity. The present work uses artificial neural networks …

Predictive modelling for solar power-driven hybrid desalination system using artificial neural network regression with Adam optimization

H Salem, AE Kabeel, EMS El-Said, OM Elzeki - Desalination, 2022 - Elsevier
Today artificial intelligence is a major utility technology that can help industry and research
in many fields, including solar thermal energy for water desalination purposes. Hence, the …

Experimental and analytical study on productivity augmentation of a novel solar humidification–dehumidification (HDH) system

NAS Elminshawy, FR Siddiqui, MF Addas - Desalination, 2015 - Elsevier
The aim of this study is to investigate analytically and experimentally the effect of using an
induced atmospheric air, water heaters, external reflector and weather condition on the …

Development of artificial neural networks for performance prediction of a heat pump assisted humidification-dehumidification desalination system

M Faegh, P Behnam, MB Shafii, M Khiadani - Desalination, 2021 - Elsevier
In this study, the application of data-driven methods for performance prediction of a heat
pump assisted humidification-dehumidification (HDH-HP) desalination system was …

[HTML][HTML] On using artificial neural network models for a thermodynamically-balanced humidification-dehumidification system: design and rating analysis

MAM Ahmed, NAA Qasem, MA Abido, MA Antar… - Energy Conversion and …, 2023 - Elsevier
This research focuses on rating and sizing a thermodynamically-balanced humidification-
dehumidification (HDH) system with zero, single, and double extractions of humid air from …

Experimental validation of an optimized solar humidification-dehumidification desalination unit

SM Soufari, M Zamen, M Amidpour - Desalination and Water …, 2009 - Taylor & Francis
This paper presents experimental validation of a solar humidification-dehumidification (HD)
desalination unit which has been constructed based on optimization results reported in …

Performance evaluation of a solar and vacuum assisted multi-stage humidification-dehumidification desalination system

Z Rahimi-Ahar, MS Hatamipour - Process Safety and Environmental …, 2021 - Elsevier
This study compares the freshwater productivity of a three-stage vacuum humidification-
dehumidification (VHDH) desalination system to a single-stage VHDH system. Experimental …

Prediction of outlet air characteristics and thermal performance of a symmetrical solar air heater via machine learning to develop a model-based operational control …

M Moghadasi, H Ghadamian, M Moghadasi… - … Science and Pollution …, 2023 - Springer
This study develops reliable and robust machine learning (ML) models to predict the outlet
air temperature and humidity and thermal efficiency of a solar air heater (SAH). Also, the …