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Deep learning models for groundwater level prediction based on delay penalty 基于延迟惩罚的地下水位预测深度学习模型
Water Supply Pub Date : 2024-01-19 DOI: 10.2166/ws.2024.009
Chenjia Zhang, Tianxin Xu, Yan Zhang, Daokun Ma
{"title":"Deep learning models for groundwater level prediction based on delay penalty","authors":"Chenjia Zhang, Tianxin Xu, Yan Zhang, Daokun Ma","doi":"10.2166/ws.2024.009","DOIUrl":"https://doi.org/10.2166/ws.2024.009","url":null,"abstract":"\u0000 In irrigation agriculture, predicting groundwater level (GWL) using deep learning models can help decision-makers coordinate surface water and groundwater usage, thus aiding in the sustainable development and utilization of groundwater. However, when making a long sequence prediction, prediction sequences often have severe delays affecting the availability of prediction results. In this paper, a new loss function is proposed to minimize the lag and oversmoothing on the prediction of GWLs. GWL, meteorology, and pumping data are collected via an irrigation Internet of Things system in Hutubi County, Xinjiang. Through Pearson's correlation analysis, historical potential evapotranspiration (ET0), groundwater extraction, and GWL were chosen to predict GWLs. Datasets were constructed through the proposed spatiotemporal data fusion method; then, the best model from the six deep learning models was selected by comparing the prediction capability of the datasets. Finally, the mean-squared error (MSE) loss function is replaced by the proposed loss function. Compared to the mean absolute error, MSE, and predicted sequence graphs, the new loss function significantly depresses the time delay with similar prediction accuracy.","PeriodicalId":509977,"journal":{"name":"Water Supply","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-01-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139613071","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Assessment of customer satisfaction with the water supply system in low-income countries: a case of Adama City, Ethiopia 低收入国家客户对供水系统满意度的评估:埃塞俄比亚阿达玛市的案例
Water Supply Pub Date : 2024-01-18 DOI: 10.2166/ws.2024.006
Abelkassim Aminu Beshir, Daniel Reddythota, Esayas Alemayehu
{"title":"Assessment of customer satisfaction with the water supply system in low-income countries: a case of Adama City, Ethiopia","authors":"Abelkassim Aminu Beshir, Daniel Reddythota, Esayas Alemayehu","doi":"10.2166/ws.2024.006","DOIUrl":"https://doi.org/10.2166/ws.2024.006","url":null,"abstract":"\u0000 \u0000 In developing countries like Ethiopia, ensuring the sustainability of water supply systems is a significant challenge. To achieve the sustainable development goal 6 of providing clean water to people worldwide, understanding customer perceptions and satisfaction is crucial. This study conducted questionnaire surveys and interviews with key stakeholders in Adama town to assess customer satisfaction and service quality dimensions. Of 435 participants, 275 (63.22%) were females and 160 (36.78%) were males. The analysis revealed that all dimensions of service quality significantly affected customer satisfaction at a 5% level of significance. Specifically, tangibility, responsiveness, and assurance had a highly significant effect on customer satisfaction (p = 0.001). However, reliability, tangibility, and responsiveness scored below 50% in the overall Customer Satisfaction Index, indicating customer dissatisfaction. On the other hand, assurance and empathy scored above or equal to 50%, suggesting satisfactory levels of customer satisfaction. The study highlighted the importance of addressing Adama's pressure and billing problems to improve the empathy dimension. Enhancing services in these areas would contribute to overall customer satisfaction. The findings of this study are valuable for appropriate municipal service planning and management, facilitating service enhancement and cost recovery efforts.","PeriodicalId":509977,"journal":{"name":"Water Supply","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-01-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139615891","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comparison of naphthalene degradation by hydrogen peroxide, nano-calcium peroxide, peroxydisulfate, and peroxymonosulfate in the Fe(II)-citric acid catalytic environments 过氧化氢、纳米过氧化钙、过氧化二硫酸盐和过氧化单硫酸盐在铁(II)-柠檬酸催化环境中降解萘的比较
Water Supply Pub Date : 2024-01-17 DOI: 10.2166/ws.2024.004
Ruzhuang Zhang, Xingbin Fang, Yulong Liu, Ming Li, Guilu Zeng, Rumin Yang, Yiqin Qiu, Shuguang Lyu
{"title":"Comparison of naphthalene degradation by hydrogen peroxide, nano-calcium peroxide, peroxydisulfate, and peroxymonosulfate in the Fe(II)-citric acid catalytic environments","authors":"Ruzhuang Zhang, Xingbin Fang, Yulong Liu, Ming Li, Guilu Zeng, Rumin Yang, Yiqin Qiu, Shuguang Lyu","doi":"10.2166/ws.2024.004","DOIUrl":"https://doi.org/10.2166/ws.2024.004","url":null,"abstract":"\u0000 \u0000 Naphthalene (NAP) was chosen as a target contaminant due to its increasing environmental concern in this work. Using hydrogen peroxide (H2O2), nano-calcium peroxide (nCP), peroxydisulfate (PDS), and peroxymonosulfate (PMS) as oxidants activated by Fe(II)-citric acid (CA) in aqueous solution, 92.8, 95.0, 97.5, and 99.9% of NAP were removed, respectively, in which CA could significantly enhance NAP degradation. HO• was demonstrated to be the major radical responsible for NAP removal in H2O2/Fe(II)/CA and nCP/Fe(II)/CA processes; both HO• and SO4•− were major radicals in PDS/Fe(II)/CA process, whereas SO4•− was the sole dominant radical in PMS/Fe(II)/CA process. The impacts of water matrices (anions, natural organic matters, and surfactants) and initial solution pH on NAP removal as well as the practicalities of these four systems in groundwater were explored. The efficient NAP degradation of nCP/Fe(II)/CA and PMS/Fe(II)/CA processes in the actual groundwater indicated that these two systems have great potential and advantages in the remediation of NAP-contaminated groundwater.","PeriodicalId":509977,"journal":{"name":"Water Supply","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139526693","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Coupling Monte Carlo simulation with CRITIC-enhanced water quality assessment for the Weishui Reservoir 将蒙特卡洛模拟与 CRITIC 增强型渭水水库水质评估相结合
Water Supply Pub Date : 2024-01-16 DOI: 10.2166/ws.2024.007
Hui Ye, Libin Chen, K. Zou, Wenqi Wu, Ruming Dan, Yiran Wang
{"title":"Coupling Monte Carlo simulation with CRITIC-enhanced water quality assessment for the Weishui Reservoir","authors":"Hui Ye, Libin Chen, K. Zou, Wenqi Wu, Ruming Dan, Yiran Wang","doi":"10.2166/ws.2024.007","DOIUrl":"https://doi.org/10.2166/ws.2024.007","url":null,"abstract":"\u0000 \u0000 Traditional methods for water quality assessment often overlook the uncertainty of water quality data during the sample collection process, leading to limitations in their application. Therefore, this study combines the comprehensive water quality index (CWQI) method and the improved CWQI method based on CRITIC with the Monte Carlo method to evaluate the water quality in the Weishui Reservoir watershed. The results indicate that (1) there is a noticeable difference in water quality between the Shaxiping and Dayanzui sampling points. The water quality at the Shaxiping sampling point is excellent, with a water quality classification of Class I. In contrast, the water quality at the Dayanzui sampling point is comparatively poorer, with an average water quality classification of Class III. (2) Sensitivity analysis shows that TN, NH4+-N, and TP are more sensitive than other indicators, suggesting that they are the primary factors influencing the evaluation results. (3) Compared to the traditional CWQI method, combining the CRITIC-based improved CWQI method with the Monte Carlo method is more scientifically rigorous. It considers the variety of evaluation indicators, allocates weights rationally, and provides evaluation results that align better with seasonal variations, resulting in higher discriminative power.","PeriodicalId":509977,"journal":{"name":"Water Supply","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139617872","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A potential solution for clean water supply: multi-effect solar still and water quality analysis 清洁水供应的潜在解决方案:多效太阳能蒸馏器和水质分析
Water Supply Pub Date : 2024-01-16 DOI: 10.2166/ws.2024.003
Akhlaq Ahmad, Zahid Mahmood Khan, H. Farid
{"title":"A potential solution for clean water supply: multi-effect solar still and water quality analysis","authors":"Akhlaq Ahmad, Zahid Mahmood Khan, H. Farid","doi":"10.2166/ws.2024.003","DOIUrl":"https://doi.org/10.2166/ws.2024.003","url":null,"abstract":"\u0000 \u0000 Access to clean and safe drinking water is a significant challenge for individuals residing in suburban and remote regions of Pakistan. This study aimed to design, fabricate, and test a multi-effect solar still with four U-shaped condensing stages as a low-cost solution to this problem. The solar still was evaluated for its efficacy in removing common pollutants found in contaminated water sources. The results revealed an impressive 99% efficacy in eliminating various water pollutants, including conductivity, total hardness, pH, fluoride, and nitrate using the solar still. Water quality tests conducted for conductivity, total hardness, pH, fluoride, and nitrate revealed complete elimination of these parameters in most samples. Microbiological pollutants were also assessed through the presence/absence tests for fecal coliform and Escherichia coli, showing no presence in the distillate. In addition, the solar still effectively removed organic parameters, including alachlor, lindane, and endrin, within acceptable international standards. Thus, the proposed solar still has the potential to serve as an alternate method for producing safe drinking water in areas where access to clean potable water is limited. The findings of this study provide valuable insights for policymakers and researchers interested in addressing water scarcity in remote and suburban areas of Pakistan.","PeriodicalId":509977,"journal":{"name":"Water Supply","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139620271","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Rainwater harvesting and its efficient utilization in mandarin (Citrus reticulata Blanco) orchards under a dry sub-humid tropical climate 亚湿润干旱热带气候下柑橘园的雨水收集及其有效利用
Water Supply Pub Date : 2024-01-16 DOI: 10.2166/ws.2024.005
Pravukalyan Panigrahi
{"title":"Rainwater harvesting and its efficient utilization in mandarin (Citrus reticulata Blanco) orchards under a dry sub-humid tropical climate","authors":"Pravukalyan Panigrahi","doi":"10.2166/ws.2024.005","DOIUrl":"https://doi.org/10.2166/ws.2024.005","url":null,"abstract":"\u0000 \u0000 Water stress is a major factor affecting the productivity of citrus. Conservation and efficient use of rainfall–runoff may be an option for sustainable citriculture in water-scarce regions. A study, therefore, was conducted to evaluate the techno-economic feasibility of rainwater management strategies in citrus orchards of a water-scarce region of central India. The following three management strategies, namely (1) a continuous trench between plant rows (CTPR), (2) CTPR + rain water harvesting tank (RWHT)-based surface irrigation (IS), and (3) CTPR + RWHT-based solar-powered drip irrigation (ISD) were compared with rain-fed treatment (RFT) in citrus. Annually, CTPR + RWHT-based ISD conserved 4,556 m3 water ha−1, and resulted in higher fruit yield (219%), water productivity (85%), net profit (298%), net economic water productivity (130%), sustainable yield index (49%) and energy use efficiency (87%) compared with the RFT (fruit yield, 7.14 t ha−1; water productivity, 1.88 kg m−3; net profit, INR 59,704 ha−1; net economic water productivity, INR 15.75 m−3; sustainable yield index, 0.59; energy use efficiency,1.02 MJt−1) in citrus. The water balance of WHT indicated that 47% of harvested water could be utilized for irrigation in orchards. Overall, efficient rainwater management is suggested for citrus cultivation in water-scarce regions.","PeriodicalId":509977,"journal":{"name":"Water Supply","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139618685","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Molecular detection of Human Adenovirus and Human Bocavirus in wastewater and drain water in the western Nile Delta of Egypt 埃及尼罗河三角洲西部废水和排水中人类腺病毒和人类博卡病毒的分子检测
Water Supply Pub Date : 2024-01-11 DOI: 10.2166/ws.2024.001
K. R. Badr, Elmahdy M. Elmahdy, Mohamed Nasr Fathy Shaheen
{"title":"Molecular detection of Human Adenovirus and Human Bocavirus in wastewater and drain water in the western Nile Delta of Egypt","authors":"K. R. Badr, Elmahdy M. Elmahdy, Mohamed Nasr Fathy Shaheen","doi":"10.2166/ws.2024.001","DOIUrl":"https://doi.org/10.2166/ws.2024.001","url":null,"abstract":"\u0000 \u0000 Human Adenovirus (HAdV) and Human Bocavirus (HBoV) are frequently found in different water sources throughout the year. Due to their health impact on humans, continuous monitoring of these viruses is one of the important tools to evaluate their circulation within the society. This study aimed to investigate the prevalence of HAdV and HBoV in different environmental samples collected from the western Nile Delta of Egypt. A total of 264 samples were collected from treated and untreated sewage samples (48), sewage sludge samples (24), drainage water samples (96), and drainage sediment samples (96) from December 2019 to November 2021. Molecular detection by nested PCR was performed to detect both viruses in the collected samples. The results indicated that HAdV was more prevalent than HBoV in all types of sewage samples, with the highest detection rate in untreated sewage samples. The detection rates of both viruses were relatively lower in sludge sewage samples. In drainage water and sediment samples, HAdV and HBoV were detected with similar frequencies, although the detection rates were generally lower than those observed in sewage samples. The results of this study emphasize the importance of monitoring the presence of these viruses in environmental samples with proper treatment and disposal of sewage to ensure public health and safety.","PeriodicalId":509977,"journal":{"name":"Water Supply","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-01-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139625491","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","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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