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Renewable energy powered membrane technology: Electro-hydraulic control system design for managing pump shutdowns in a photovoltaic-membrane water desalination system
IF 8.3 1区 工程技术
Desalination Pub Date : 2025-03-06 DOI: 10.1016/j.desal.2025.118784
Emmanuel O. Ogunniyi, Bryce S. Richards
{"title":"Renewable energy powered membrane technology: Electro-hydraulic control system design for managing pump shutdowns in a photovoltaic-membrane water desalination system","authors":"Emmanuel O. Ogunniyi,&nbsp;Bryce S. Richards","doi":"10.1016/j.desal.2025.118784","DOIUrl":"10.1016/j.desal.2025.118784","url":null,"abstract":"<div><div>The electrical shutdown of the pump during the period of solar irradiance (SI) fluctuations is one of the major challenges of a photovoltaic-powered membrane desalination (PV-membrane) system, leading to intermittent operation, reduced daily production and lower water quality. Conventional energy buffering methods, using electrical storage (batteries or supercapacitors) or mechanical storage (pressure accumulators), provide only temporary buffering, however, cannot prevent pump shutdowns. Direct control of PV-membrane hydrodynamics, independent of energy buffering systems, remains an underexplored solution to this issue. In this study, an electrohydraulic control system (EHCS) was developed to dynamically minimise pump shutdowns during unfavorable weather conditions across different membrane types. The system achieves this by rapidly reducing the load pressure on the pump via fast-response control actions using an electrically actuated valve. Experimental results demonstrate that the EHCS (without buffering support) increased daily water production by 7.5 % for the BW30 membrane and 14.6 % for the NF90 membrane under highly cloudy conditions. Additionally, pump shutdowns were reduced by 86 % for the BW30 membrane and 57 % for the NF90 membrane. The findings highlight the EHCS as an effective alternative for managing PV-membrane system performance during SI fluctuations, offering a robust solution without reliance on energy buffering systems.</div></div>","PeriodicalId":299,"journal":{"name":"Desalination","volume":"608 ","pages":"Article 118784"},"PeriodicalIF":8.3,"publicationDate":"2025-03-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143725075","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A pH-responsive covalent organic framework membrane based on flexible building blocks for superhigh-flux dye/salt separation
IF 8.3 1区 工程技术
Desalination Pub Date : 2025-03-06 DOI: 10.1016/j.desal.2025.118783
Bo Zhao , Cuiqing Luo , Yunwei Feng , Bai Wang , Zhangpei Chen , Jianshe Hu
{"title":"A pH-responsive covalent organic framework membrane based on flexible building blocks for superhigh-flux dye/salt separation","authors":"Bo Zhao ,&nbsp;Cuiqing Luo ,&nbsp;Yunwei Feng ,&nbsp;Bai Wang ,&nbsp;Zhangpei Chen ,&nbsp;Jianshe Hu","doi":"10.1016/j.desal.2025.118783","DOIUrl":"10.1016/j.desal.2025.118783","url":null,"abstract":"<div><div>The purification of dyeing wastewater has become an urgent demand in recent years. In this context, the covalent organic framework (COF) membranes are envisioned as promising materials for dye separations in wastewater due to their advantages of low energy consumption, high efficiency, low maintenance cost and high economic benefit. In this work, a pH-responsive hydrazone bonded flexible building blocks (FBBs) based COFs membrane was successfully prepared via an interfacial polymerization process. Systemical characterization analysis demonstrated that the as-synthesized membrane exhibited good crystallinity with flexible, continuous, as well as self-standing properties. Interestingly, it showed an extremely high-water flux of 1162.5 LMH/bar and maintained good rejection rates. In addition, the membrane exhibits a sensitive pH responsive behaver showing reversible discoloration at different pH, and the rejection rate of methylene blue (MB) could be elevated to 99.9 % when increased the pH value to 12, revealing the “functional group interaction and adsorption” separation mechanism. This work is the pioneering exploitation in FBBs based COFs self-standing membrane for dye/salt separation, which may provide useful information for development of new functional membranes.</div></div>","PeriodicalId":299,"journal":{"name":"Desalination","volume":"606 ","pages":"Article 118783"},"PeriodicalIF":8.3,"publicationDate":"2025-03-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143593640","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Relative assessment of constrained multiple objective optimization techniques for optimal pumping strategy design to mitigate saline water intrusion in coastal groundwater systems
IF 8.3 1区 工程技术
Desalination Pub Date : 2025-03-06 DOI: 10.1016/j.desal.2025.118773
Dilip Kumar Roy , Bithin Datta
{"title":"Relative assessment of constrained multiple objective optimization techniques for optimal pumping strategy design to mitigate saline water intrusion in coastal groundwater systems","authors":"Dilip Kumar Roy ,&nbsp;Bithin Datta","doi":"10.1016/j.desal.2025.118773","DOIUrl":"10.1016/j.desal.2025.118773","url":null,"abstract":"<div><div>Saltwater intrusion (SWI) degrades water quality in coastal groundwater systems. Over-abstraction from these aquifers accelerates SWI, necessitating practical measures to prevent it and enable sustainable extraction of groundwater resources. Simulation-optimization (S/O) methods have been widely adopted for developing optimized groundwater extraction strategies, with optimization algorithms playing a critical role. This study compared several constrained multi-objective optimization algorithms (CMOOAs) for designing pumping schemes to mitigate SWI in coastal aquifers. The evaluated algorithms included the Controlled Elitist Multi-Objective Genetic Algorithm (CEMOGA), Multi-Objective Feasibility Enhanced Particle Swarm Optimization (MOFEPSO), Multi-Objective Lichtenberg Algorithm (MOLA), and Multi-Objective Pareto Search (MOPS). A bi-objective SWI management model was developed using an S/O approach, with the FEMWATER code replaced by a surrogate model based on Multivariate Adaptive Regression Spline (MARS) to improve computational efficiency. The MARS model effectively captured aquifer processes, demonstrating strong correlation metrics (R = 0.986–0.999) and low error indicators (NRMSE = 0.001–0.019, MAE = 0.522–6.291 mg/l). This surrogate model was integrated with each CMOOA to design optimal pumping strategies that maximize beneficial abstraction while minimizing SWI. Multiple independent MARS-assisted optimization runs were conducted for a robust comparison of solution accuracy and convergence time. Results showed that MARS-CEMOGA outperformed other algorithms, delivering the highest solution quality and computational efficiency, requiring just 323.86 s compared to 388.12 s for MOPS, 999.18 s for MOFEPSO, and 2316.55 s for MOLA. The study demonstrates that MARS-CEMOGA is a highly efficient tool for developing SWI management models in coastal aquifers, although other CMOOAs also produced satisfactory results.</div></div>","PeriodicalId":299,"journal":{"name":"Desalination","volume":"606 ","pages":"Article 118773"},"PeriodicalIF":8.3,"publicationDate":"2025-03-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143611603","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Particle size reduction of manganese-doped Prussian blue analogues enhanced hybrid capacitive deionization performance
IF 8.3 1区 工程技术
Desalination Pub Date : 2025-03-06 DOI: 10.1016/j.desal.2025.118787
Taiyan Sun , Meiying Jia , Honglin Zhang , Lihaozhe Zou , Chang Zhao , Yanan Liu , Weiping Xiong , Zhaohui Yang
{"title":"Particle size reduction of manganese-doped Prussian blue analogues enhanced hybrid capacitive deionization performance","authors":"Taiyan Sun ,&nbsp;Meiying Jia ,&nbsp;Honglin Zhang ,&nbsp;Lihaozhe Zou ,&nbsp;Chang Zhao ,&nbsp;Yanan Liu ,&nbsp;Weiping Xiong ,&nbsp;Zhaohui Yang","doi":"10.1016/j.desal.2025.118787","DOIUrl":"10.1016/j.desal.2025.118787","url":null,"abstract":"<div><div>The hybrid capacitive deionization (HCDI) technology has demonstrated improved efficiency compared to conventional capacitive deionization (CDI). Prussian blue analogues (PBAs) possess high capacity and rapid ion transfer capability, recognized as promising materials for HCDI electrodes. PBAs with a more uniform morphology and smaller particle size could enhance contact with the electrolyte, and facilitate rapid ion transport. It has been observed that adding manganese can reduce the particle size of these materials and lead to a more uniform structure. In this study, nickel-based Prussian blue analogues were modified with varying manganese doping ratios to enhance desalination properties. The optimal desalination performance was achieved when the atomic ratio of manganese to nickel was 3:7 (MNP-3), yielding a maximum deionization rate of 20.59 mg·(g·min)<sup>−1</sup> and a high desalination capacity of 58.82 mg·g<sup>−1</sup> in batch mode testing at an applied voltage of 1.2 V in a 500 mg·L<sup>−1</sup> NaCl feed solution. Furthermore, MNP-3 exhibited higher specific capacitance and smaller transfer resistance than the undoped material, which were advantageous for sodium ion storage. This study emphasizes the impact of particle size on HCDI performance, providing valuable insights for future HCDI application studies.</div></div>","PeriodicalId":299,"journal":{"name":"Desalination","volume":"606 ","pages":"Article 118787"},"PeriodicalIF":8.3,"publicationDate":"2025-03-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143600645","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Enhanced inhibition of calcium phosphate scale by polyaspartic acid modified with sulfur-nitrogen co-doped carbon quantum dots
IF 8.3 1区 工程技术
Desalination Pub Date : 2025-03-05 DOI: 10.1016/j.desal.2025.118786
Yijie Cai , Daquan Zhang , Dongdong Liu , Jiawei Hou
{"title":"Enhanced inhibition of calcium phosphate scale by polyaspartic acid modified with sulfur-nitrogen co-doped carbon quantum dots","authors":"Yijie Cai ,&nbsp;Daquan Zhang ,&nbsp;Dongdong Liu ,&nbsp;Jiawei Hou","doi":"10.1016/j.desal.2025.118786","DOIUrl":"10.1016/j.desal.2025.118786","url":null,"abstract":"<div><div>In this study, a novel hybrid scale inhibitor, sulfur‑nitrogen co-doped carbon quantum dots modified polyaspartic acid (SN-CDs/PASP), was developed to mitigate calcium phosphate (Ca<img>P), an area that remains largely underexplored. The synthesis and properties of the SN-CDs/PASP composite were characterized using Raman, FTIR, XPS, and TEM. Static scale inhibition experiments and electrochemical tests revealed that the composite significantly outperforms pure PASP, achieving a maximum inhibition rate of 98 % at 10 mg/L with an optimized Polysuccinimide (PSI):SN-CDs ratio of 10:1. Unlike traditional scale inhibitors such as phosphonates or ordinary PASP, which lack multifunctionality and exhibit limited specific surface area, the SN-CDs/PASP composite offers increased surface area due to the nanoscale SN-CDs, enhancing ion chelation. Compared to other nanomaterial-based inhibitors, such as common carbon quantum dots, the sulfonic and amino groups from SN-CDs further improve chelation and electrostatic repulsion, disrupting Ca<img>P crystal formation. Additionally, its fluorescence intensity correlates linearly with concentration, enabling real-time dosage monitoring—a feature absent in conventional inhibitors. This environmentally friendly composite provides new insights into advanced, high-efficiency scale inhibition for industrial applications.</div></div>","PeriodicalId":299,"journal":{"name":"Desalination","volume":"606 ","pages":"Article 118786"},"PeriodicalIF":8.3,"publicationDate":"2025-03-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143562906","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
How should flow electrode capacitive deionization (FCDI) be operated to achieve efficient desalination and scalability?
IF 8.3 1区 工程技术
Desalination Pub Date : 2025-03-04 DOI: 10.1016/j.desal.2025.118769
H.M. Saif , J.G. Crespo , S. Pawlowski
{"title":"How should flow electrode capacitive deionization (FCDI) be operated to achieve efficient desalination and scalability?","authors":"H.M. Saif ,&nbsp;J.G. Crespo ,&nbsp;S. Pawlowski","doi":"10.1016/j.desal.2025.118769","DOIUrl":"10.1016/j.desal.2025.118769","url":null,"abstract":"<div><div>Flow electrode capacitive deionization (FCDI) is an emerging desalination technology that utilises flowable electrodes and can be operated in diverse configuration modes. This study provides a systematic assessment of the three main configuration arrangements under a voltage range between 0.8 and 2.0 V: isolated closed-cycle (ICC), short-circuited closed-cycle (SCC), and single-cycle with separate concentrate chamber (SCSC). The ICC mode shows the highest specific energy consumption (up to 72.02 Wh/mol of NaCl at 2.0 V) and low operational stability manifested by extreme alteration of pH in the electrode compartments (anode compartment pH down to 2.17; cathode compartment pH up to 12.08), which leads to the need for frequent electrode regeneration or replacement. In comparison to the ICC mode, the SCC mode exhibited superior performance, with a 44.3 % increase in salt removal and up to 3.95 % higher current efficiency at 2.0 V, due to the regeneration of electrodes through short-circuiting, as it reduces the electrical resistance and minimises the side reactions. The SCSC mode emerged as the most stable and reliable among the three, with uniform current and conductivity profiles, as well as minimal pH fluctuations, which is critical to produce treated water within desired quality standards. These findings highlight the promising potential of SCSC mode as an optimal configuration for scalable, continuous and energy-efficient FCDI systems, providing a balanced solution for long-term desalination with reduced operational complexity and costs.</div></div>","PeriodicalId":299,"journal":{"name":"Desalination","volume":"606 ","pages":"Article 118769"},"PeriodicalIF":8.3,"publicationDate":"2025-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143552365","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A lignin-wood Janus membrane with three-dimensional interconnected layered micro/nano channels for on-demand separation of surfactant-stabilized oil/water emulsions
IF 8.3 1区 工程技术
Desalination Pub Date : 2025-03-04 DOI: 10.1016/j.desal.2025.118772
Yifan Liu , Yufeng Miao , Zhuo Huang , Runxuan Wang , Yunyan Peng , Xiaolong Fang , Wenbo Che , Youming Yu
{"title":"A lignin-wood Janus membrane with three-dimensional interconnected layered micro/nano channels for on-demand separation of surfactant-stabilized oil/water emulsions","authors":"Yifan Liu ,&nbsp;Yufeng Miao ,&nbsp;Zhuo Huang ,&nbsp;Runxuan Wang ,&nbsp;Yunyan Peng ,&nbsp;Xiaolong Fang ,&nbsp;Wenbo Che ,&nbsp;Youming Yu","doi":"10.1016/j.desal.2025.118772","DOIUrl":"10.1016/j.desal.2025.118772","url":null,"abstract":"<div><div>Oil/water emulsion wastewater is a typical industrial and domestic wastewater that is harmful to human health and the environment. However, it is still challenging to fabricate membrane materials for separating complex surfactant-stabilized oil/water emulsions from biomass in a facile and sustainable approach. Herein, paper industry waste lignin was prepared by self-assembly and hydrophobization into modified lignin nanospheres, which were sprayed onto delignified wood to develop a lignin-wood Janus membrane with superhydrophilic and superhydrophobic surfaces. The prepared Janus wood (JW) membrane maintains its selective wettability even under harsh conditions, demonstrating excellent durability and stability. Moreover, it can efficiently separate surfactant-stabilized oil-in-water (O/W) and water-in-oil (W/O) emulsions on demand, with a separation efficiency of &gt;99 %. It is due to the distinct wettability and hierarchical structure of JW membranes, which feature three-dimensional interconnected layered micro/nano channels (tracheids and vessels) that enable multiple and continuous separation of oil/water emulsions. In addition, the JW membrane maintains a stable and efficient oil/water emulsion separation efficiency after 10 cycles, which offers an efficient, cost-effective, sustainable, and scalable approach for applications of all-wood-based separators in the oily wastewater treatment field.</div></div>","PeriodicalId":299,"journal":{"name":"Desalination","volume":"606 ","pages":"Article 118772"},"PeriodicalIF":8.3,"publicationDate":"2025-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143579266","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Investigation into highly selective uranium adsorption using a water-stable chitosan/ellagic acid/Cu-metal–organic framework material
IF 8.3 1区 工程技术
Desalination Pub Date : 2025-03-04 DOI: 10.1016/j.desal.2025.118768
Qi Xin , Hongqiang Wang , Eming Hu , Kaiwen Luo , Zhiwu Lei , Fang Hu , Xueping Liu , Jinming Hu , Qingliang Wang
{"title":"Investigation into highly selective uranium adsorption using a water-stable chitosan/ellagic acid/Cu-metal–organic framework material","authors":"Qi Xin ,&nbsp;Hongqiang Wang ,&nbsp;Eming Hu ,&nbsp;Kaiwen Luo ,&nbsp;Zhiwu Lei ,&nbsp;Fang Hu ,&nbsp;Xueping Liu ,&nbsp;Jinming Hu ,&nbsp;Qingliang Wang","doi":"10.1016/j.desal.2025.118768","DOIUrl":"10.1016/j.desal.2025.118768","url":null,"abstract":"<div><div>To mitigate the shortage of land uranium (U) resources and environmental pollution caused by uranium mining and smelting, a chitosan/ellagic acid/Cu-metal–organic framework (MOF) material (CEM) was synthesized for U extraction from seawater. CEM, a phenolic salt ligand MOF material, exhibited superior adsorption selectivity for uranium compared to an ellagic acid/Cu-MOF material (EM) according to the experimental results. The K<sub>d</sub> (distribution coefficient) of CEM for uranium was 16.4 times higher than that of EM, and its stability in water significantly exceeded that of EM. At 308 K, the U adsorption capacity of CEM reached 796 mg/g, maintaining a high rate above 93% even after 7 adsorption–desorption cycles. The uranium adsorption of CEM involves a spontaneous endothermic reaction with amino, hydroxyl, and carboxyl groups on the surface. In conclusion, CEM exhibits promising potential as an effective method for extracting U from seawater.</div></div>","PeriodicalId":299,"journal":{"name":"Desalination","volume":"606 ","pages":"Article 118768"},"PeriodicalIF":8.3,"publicationDate":"2025-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143562907","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Extreme chromium transformation and immobilization via ferrous coupling surfactant-enhanced nanofiltration process
IF 8.3 1区 工程技术
Desalination Pub Date : 2025-03-04 DOI: 10.1016/j.desal.2025.118771
Bin Liu , Junlong Cai , Xin Mao , Fazhi Xie , Xuewu Zhu
{"title":"Extreme chromium transformation and immobilization via ferrous coupling surfactant-enhanced nanofiltration process","authors":"Bin Liu ,&nbsp;Junlong Cai ,&nbsp;Xin Mao ,&nbsp;Fazhi Xie ,&nbsp;Xuewu Zhu","doi":"10.1016/j.desal.2025.118771","DOIUrl":"10.1016/j.desal.2025.118771","url":null,"abstract":"<div><div>The efficient reduction and immobilization of highly toxic and migratory Cr(VI) present significant challenges in chromium-containing wastewater. This research demonstrates that the Fe(II)-coupled micelle-enhanced nanofiltration (MENF) system facilitated the rapid conversion and removal of Cr(VI). The co-complexation of cetyltrimethylammonium chloride (CTAC) and Fe(II) improved the molecular-level coordination and reduction capacity of Cr(VI), leading to its effective transformation to Cr(III) and a 41 % removal rate of Cr. The interaction between CTAC, Cr, and Fe generated larger aggregates, such as CTAC-Cr, (Fe<sub>x</sub>, Cr<sub>1<strong>−</strong>x</sub>)(OH)<sub>3</sub>, and CTAC-Cr-Fe, which enhanced Cr immobilization. Moreover, during the Fe(II)-coupled MENF process, a large amount of CTAC-Cr(III)-Fe(II, III) precipitates were removed during the complexation phase, while a small portion of the complexes adhered to the membrane surface, forming a porous cake layer. Due to the increased hydrodynamic diameter of the aforementioned Cr complexes, they could be easily retained by the nanofiltration membrane. Even under interference from high concentrations of anions and humic acids, the Fe(II)-coupled MENF system could still completely remove Cr(VI). This investigation contributes to a holistic understanding of the utilization of Fe(II)-coupled MENF systems and proposes effective sustainable strategies for Cr(VI) removal.</div></div>","PeriodicalId":299,"journal":{"name":"Desalination","volume":"606 ","pages":"Article 118771"},"PeriodicalIF":8.3,"publicationDate":"2025-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143552366","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Thermal behavior in solar distillation system using experimental and machine learning approach with scaled conjugated gradient algorithm
IF 8.3 1区 工程技术
Desalination Pub Date : 2025-03-04 DOI: 10.1016/j.desal.2025.118765
Yasin Özcan , Mehmet Gürdal , Emrah Deniz
{"title":"Thermal behavior in solar distillation system using experimental and machine learning approach with scaled conjugated gradient algorithm","authors":"Yasin Özcan ,&nbsp;Mehmet Gürdal ,&nbsp;Emrah Deniz","doi":"10.1016/j.desal.2025.118765","DOIUrl":"10.1016/j.desal.2025.118765","url":null,"abstract":"<div><div>This study investigates the thermal dynamics of solar stills by combining experimental methods with machine learning techniques. The experimental setup consisted of two single-slope basin solar stills, from which temperature data were collected for the still, water, vapour, and glass surfaces. A machine learning model, specifically an Artificial Neural Network (ANN) using the Scaled Conjugate Gradient algorithm, was used to predict temperature variations throughout the distillation process. The ANN model achieved high prediction accuracy, with Coefficient of Determination (R<sup>2</sup>) above 0.99 for all temperature components. The study highlights the effectiveness of integrating machine learning into solar distillation systems, providing valuable insights for the design of more efficient technologies. These findings contribute to the understanding of sustainable water production and highlights the significant role of machine learning in optimizing solar distillation. Experimentally, the maximum water temperature reached 58.5 °C, with the highest basin temperature at 61.4 °C. The vapour temperature followed a similar trend, peaking at around 60 °C, demonstrating the efficiency of the evaporation process. The ANN model showed an impressive reduction in prediction errors, with an average relative deviation (ARD%) of &lt;0.07 % and a mean square error (MSE) of 0.001227.</div></div>","PeriodicalId":299,"journal":{"name":"Desalination","volume":"606 ","pages":"Article 118765"},"PeriodicalIF":8.3,"publicationDate":"2025-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143552678","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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