优化太阳能脱盐:集成纳米流体、二氧化钛涂层盆地和神经网络预测

IF 6 2区 工程技术 Q2 ENERGY & FUELS
Halana Santos Lisboa , Victor Ruan Silva Nascimento , Alan Rozendo Campos da Silva , Iraí Tadeu Ferreira de Resende , Ram Naresh Bharagava , Sikandar I. Mulla , Rijuta Ganesh Saratale , Ganesh Dattatraya Saratale , Iruan dos Santos , Jonathas Eduardo Miranda Gomes , Renan Tavares Figueiredo , Luiz Fernando Romanholo Ferreira
{"title":"优化太阳能脱盐:集成纳米流体、二氧化钛涂层盆地和神经网络预测","authors":"Halana Santos Lisboa ,&nbsp;Victor Ruan Silva Nascimento ,&nbsp;Alan Rozendo Campos da Silva ,&nbsp;Iraí Tadeu Ferreira de Resende ,&nbsp;Ram Naresh Bharagava ,&nbsp;Sikandar I. Mulla ,&nbsp;Rijuta Ganesh Saratale ,&nbsp;Ganesh Dattatraya Saratale ,&nbsp;Iruan dos Santos ,&nbsp;Jonathas Eduardo Miranda Gomes ,&nbsp;Renan Tavares Figueiredo ,&nbsp;Luiz Fernando Romanholo Ferreira","doi":"10.1016/j.solener.2025.113744","DOIUrl":null,"url":null,"abstract":"<div><div>With increasing global water scarcity, sustainable desalination technologies are becoming essential. This study presents an improved solar still that operates entirely without electricity, offering a low-cost and environmentally friendly solution for freshwater production in remote or off-grid areas. Performance was enhanced by incorporating Al<sub>2</sub>O<sub>3</sub>/water nanofluid, a TiO<sub>2</sub>-coated absorber reservoir, copper fins for improved heat transfer, and a passive solar preheater. These modifications led to a 58 % increase in water yield compared to a conventional solar still (SSU), with a total cost of US$164.65. The levelized cost of water (LCOW) was estimated at US$0.05 per liter, proving more cost-effective than traditional basin stills and reverse osmosis units. Environmental analysis showed that for every unit of emission generated, over 800 were mitigated, with total reductions of 5.96 t (CO<sub>2</sub>), 35.80 t (SO<sub>2</sub>), and 137.23 t (NO), due to the exclusive use of solar energy. A predictive artificial neural network (ANN) model was also developed using environmental inputs, achieving high accuracy (R<sup>2</sup> = 0.9948). Variable importance was evaluated through the Garson algorithm, supporting further optimization of the system. Overall, the proposed design offers a replicable, economical, and sustainable solution for decentralized desalination, contributing to SDGs 6, 7, 12, and 13.</div></div>","PeriodicalId":428,"journal":{"name":"Solar Energy","volume":"299 ","pages":"Article 113744"},"PeriodicalIF":6.0000,"publicationDate":"2025-07-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Optimized solar desalination: integrating nanofluids, TiO2-coated basins, and neural network prediction\",\"authors\":\"Halana Santos Lisboa ,&nbsp;Victor Ruan Silva Nascimento ,&nbsp;Alan Rozendo Campos da Silva ,&nbsp;Iraí Tadeu Ferreira de Resende ,&nbsp;Ram Naresh Bharagava ,&nbsp;Sikandar I. Mulla ,&nbsp;Rijuta Ganesh Saratale ,&nbsp;Ganesh Dattatraya Saratale ,&nbsp;Iruan dos Santos ,&nbsp;Jonathas Eduardo Miranda Gomes ,&nbsp;Renan Tavares Figueiredo ,&nbsp;Luiz Fernando Romanholo Ferreira\",\"doi\":\"10.1016/j.solener.2025.113744\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>With increasing global water scarcity, sustainable desalination technologies are becoming essential. This study presents an improved solar still that operates entirely without electricity, offering a low-cost and environmentally friendly solution for freshwater production in remote or off-grid areas. Performance was enhanced by incorporating Al<sub>2</sub>O<sub>3</sub>/water nanofluid, a TiO<sub>2</sub>-coated absorber reservoir, copper fins for improved heat transfer, and a passive solar preheater. These modifications led to a 58 % increase in water yield compared to a conventional solar still (SSU), with a total cost of US$164.65. The levelized cost of water (LCOW) was estimated at US$0.05 per liter, proving more cost-effective than traditional basin stills and reverse osmosis units. Environmental analysis showed that for every unit of emission generated, over 800 were mitigated, with total reductions of 5.96 t (CO<sub>2</sub>), 35.80 t (SO<sub>2</sub>), and 137.23 t (NO), due to the exclusive use of solar energy. A predictive artificial neural network (ANN) model was also developed using environmental inputs, achieving high accuracy (R<sup>2</sup> = 0.9948). Variable importance was evaluated through the Garson algorithm, supporting further optimization of the system. Overall, the proposed design offers a replicable, economical, and sustainable solution for decentralized desalination, contributing to SDGs 6, 7, 12, and 13.</div></div>\",\"PeriodicalId\":428,\"journal\":{\"name\":\"Solar Energy\",\"volume\":\"299 \",\"pages\":\"Article 113744\"},\"PeriodicalIF\":6.0000,\"publicationDate\":\"2025-07-11\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Solar Energy\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0038092X25005079\",\"RegionNum\":2,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"ENERGY & FUELS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Solar Energy","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0038092X25005079","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENERGY & FUELS","Score":null,"Total":0}
引用次数: 0

摘要

随着全球水资源日益短缺,可持续的海水淡化技术变得至关重要。这项研究提出了一种改进的太阳能蒸馏器,它完全没有电力,为偏远或离网地区的淡水生产提供了一种低成本和环保的解决方案。通过加入Al2O3/水纳米流体、tio2涂层吸收器、铜翅片(用于改善传热)和被动式太阳能预热器,提高了性能。与传统的太阳能蒸馏器(SSU)相比,这些改进使产水量增加了58%,总成本为164.65美元。水的平准化成本(LCOW)估计为每升0.05美元,证明比传统的盆式蒸馏器和反渗透装置更具成本效益。环境分析表明,由于完全利用太阳能,每产生一个单位的排放可以减轻800多个,总减少5.96 t (CO2), 35.80 t (SO2)和137.23 t (NO)。利用环境输入建立了预测人工神经网络(ANN)模型,准确率较高(R2 = 0.9948)。通过Garson算法对变量重要性进行评估,支持系统的进一步优化。总体而言,拟议的设计为分散式海水淡化提供了可复制、经济和可持续的解决方案,有助于实现可持续发展目标6、7、12和13。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Optimized solar desalination: integrating nanofluids, TiO2-coated basins, and neural network prediction

Optimized solar desalination: integrating nanofluids, TiO2-coated basins, and neural network prediction
With increasing global water scarcity, sustainable desalination technologies are becoming essential. This study presents an improved solar still that operates entirely without electricity, offering a low-cost and environmentally friendly solution for freshwater production in remote or off-grid areas. Performance was enhanced by incorporating Al2O3/water nanofluid, a TiO2-coated absorber reservoir, copper fins for improved heat transfer, and a passive solar preheater. These modifications led to a 58 % increase in water yield compared to a conventional solar still (SSU), with a total cost of US$164.65. The levelized cost of water (LCOW) was estimated at US$0.05 per liter, proving more cost-effective than traditional basin stills and reverse osmosis units. Environmental analysis showed that for every unit of emission generated, over 800 were mitigated, with total reductions of 5.96 t (CO2), 35.80 t (SO2), and 137.23 t (NO), due to the exclusive use of solar energy. A predictive artificial neural network (ANN) model was also developed using environmental inputs, achieving high accuracy (R2 = 0.9948). Variable importance was evaluated through the Garson algorithm, supporting further optimization of the system. Overall, the proposed design offers a replicable, economical, and sustainable solution for decentralized desalination, contributing to SDGs 6, 7, 12, and 13.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Solar Energy
Solar Energy 工程技术-能源与燃料
CiteScore
13.90
自引率
9.00%
发文量
0
审稿时长
47 days
期刊介绍: Solar Energy welcomes manuscripts presenting information not previously published in journals on any aspect of solar energy research, development, application, measurement or policy. The term "solar energy" in this context includes the indirect uses such as wind energy and biomass
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信