基于智能水网数据过滤分析新冠肺炎疫情防控政策对饮用水消费的影响

IF 4.3 Q2 Environmental Science
S. Evangelista, Mariantonia Nardi, R. Padulano, C. Di Cristo, G. Del Giudice
{"title":"基于智能水网数据过滤分析新冠肺炎疫情防控政策对饮用水消费的影响","authors":"S. Evangelista, Mariantonia Nardi, R. Padulano, C. Di Cristo, G. Del Giudice","doi":"10.2166/ws.2023.208","DOIUrl":null,"url":null,"abstract":"\n \n People's habits changed during the COVID-19 pandemic and the consequent containment policies, with numerous implications in all fields. In particular, restrictions had also important consequences on drinking water consumption. The present work analyses this influence in the Soccavo district of Naples (Campania), in Italy, during the two periods of strongest restrictions in 2020: the national lockdown (11 March–3 May) and the autumn red zone (November 16–December 6). A large amount of data, referred to single-household flowmeters connected to a Smart Water Grid acquisition system, was collected for the years 2019 (considered the average reference year) and 2020. The first step was the preliminary filtering of the data, by identification and elimination of anomalies and outliers, as well as anomalous annual patterns, through clustering and classification. The second step consisted of the comparison of the same meters in 2 consecutive years considering the daily and weekly average hourly patterns, the average daily patterns of midweek days, Saturdays, and Sundays, respectively, and the total daily volumes. The results are consistent with those in the literature. Some general trends in literature data were sought and pointed out in the present paper.","PeriodicalId":17553,"journal":{"name":"Journal of Water Supply Research and Technology-aqua","volume":null,"pages":null},"PeriodicalIF":4.3000,"publicationDate":"2023-08-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Analysis of the effects of COVID-19 restriction policies on drinking water consumption by smart water network data filtering\",\"authors\":\"S. Evangelista, Mariantonia Nardi, R. Padulano, C. Di Cristo, G. Del Giudice\",\"doi\":\"10.2166/ws.2023.208\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"\\n \\n People's habits changed during the COVID-19 pandemic and the consequent containment policies, with numerous implications in all fields. In particular, restrictions had also important consequences on drinking water consumption. The present work analyses this influence in the Soccavo district of Naples (Campania), in Italy, during the two periods of strongest restrictions in 2020: the national lockdown (11 March–3 May) and the autumn red zone (November 16–December 6). A large amount of data, referred to single-household flowmeters connected to a Smart Water Grid acquisition system, was collected for the years 2019 (considered the average reference year) and 2020. The first step was the preliminary filtering of the data, by identification and elimination of anomalies and outliers, as well as anomalous annual patterns, through clustering and classification. The second step consisted of the comparison of the same meters in 2 consecutive years considering the daily and weekly average hourly patterns, the average daily patterns of midweek days, Saturdays, and Sundays, respectively, and the total daily volumes. The results are consistent with those in the literature. Some general trends in literature data were sought and pointed out in the present paper.\",\"PeriodicalId\":17553,\"journal\":{\"name\":\"Journal of Water Supply Research and Technology-aqua\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":4.3000,\"publicationDate\":\"2023-08-17\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Water Supply Research and Technology-aqua\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.2166/ws.2023.208\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"Environmental Science\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Water Supply Research and Technology-aqua","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.2166/ws.2023.208","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"Environmental Science","Score":null,"Total":0}
引用次数: 0

摘要

在2019冠状病毒病大流行和随之而来的遏制政策期间,人们的习惯发生了变化,对各个领域产生了许多影响。特别是,限制也对饮用水消费产生了重要影响。本研究分析了意大利那不勒斯(坎帕尼亚)Soccavo区在2020年两个最严格的限制时期的影响:全国封锁(3月11日至5月3日)和秋季红色区域(11月16日至12月6日)。收集了2019年(视为平均参考年)和2020年的大量数据,涉及连接到智能水网采集系统的单户流量计。第一步是对数据进行初步过滤,通过聚类和分类确定和消除异常和离群值以及异常的年度模式。第二步是比较连续两年的同一米,考虑每天和每周的平均小时模式,周中、周六和周日的平均小时模式,以及每天的总流量。研究结果与文献一致。本文从文献资料中寻找并指出了一些总体趋势。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Analysis of the effects of COVID-19 restriction policies on drinking water consumption by smart water network data filtering
People's habits changed during the COVID-19 pandemic and the consequent containment policies, with numerous implications in all fields. In particular, restrictions had also important consequences on drinking water consumption. The present work analyses this influence in the Soccavo district of Naples (Campania), in Italy, during the two periods of strongest restrictions in 2020: the national lockdown (11 March–3 May) and the autumn red zone (November 16–December 6). A large amount of data, referred to single-household flowmeters connected to a Smart Water Grid acquisition system, was collected for the years 2019 (considered the average reference year) and 2020. The first step was the preliminary filtering of the data, by identification and elimination of anomalies and outliers, as well as anomalous annual patterns, through clustering and classification. The second step consisted of the comparison of the same meters in 2 consecutive years considering the daily and weekly average hourly patterns, the average daily patterns of midweek days, Saturdays, and Sundays, respectively, and the total daily volumes. The results are consistent with those in the literature. Some general trends in literature data were sought and pointed out in the present paper.
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
CiteScore
4.70
自引率
0.00%
发文量
74
审稿时长
4.5 months
期刊介绍: Journal of Water Supply: Research and Technology - Aqua publishes peer-reviewed scientific & technical, review, and practical/ operational papers dealing with research and development in water supply technology and management, including economics, training and public relations on a national and international level.
×
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:481959085
Book学术官方微信