A strategy to assess water meter performance

Detalhes bibliográficos
Autor(a) principal: Cordeiro, Clara
Data de Publicação: 2021
Outros Autores: Borges, Ana, Ramos, Maria do Rosário
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10400.2/11641
Resumo: Apparent water losses can be problematic to water companies’ revenues. This type of loss is very difficult to detect and quantify and is often associated with water meter anomalies. This study was motivated by a water company’s challenge that links a decrease in water consumption to water meters’ malfunction. The aim is to develop a strategy to detect decreasing water usage patterns, contributing to meter performance assessment. The basis of the approach is a combination of statistical methods. First, the time series of billed water consumption is decomposed using Seasonal-Trend decomposition based on Loess. Next, breakpoint analysis is performed on the seasonally adjusted time series. After that, the Mann–Kendall test and Sen’s slope estimator are used to analyze periods of progressive decrease changes in water consumption, defined by breakpoints. A quantitative indicator of this change is proposed. The strategy was successfully applied to eight-time series of water consumption from the Algarve, Portugal.
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spelling A strategy to assess water meter performanceTime seriesWater metersBreakpointsApparent lossesMann-KendallSéries temporaisQuebrasPerdas de água aparentesODS::06:Água Potável e SaneamentoApparent water losses can be problematic to water companies’ revenues. This type of loss is very difficult to detect and quantify and is often associated with water meter anomalies. This study was motivated by a water company’s challenge that links a decrease in water consumption to water meters’ malfunction. The aim is to develop a strategy to detect decreasing water usage patterns, contributing to meter performance assessment. The basis of the approach is a combination of statistical methods. First, the time series of billed water consumption is decomposed using Seasonal-Trend decomposition based on Loess. Next, breakpoint analysis is performed on the seasonally adjusted time series. After that, the Mann–Kendall test and Sen’s slope estimator are used to analyze periods of progressive decrease changes in water consumption, defined by breakpoints. A quantitative indicator of this change is proposed. The strategy was successfully applied to eight-time series of water consumption from the Algarve, Portugal.The authors would like to thank the editors, two referees, and a reproducibility reviewer for their constructive comments and suggestions, which greatly improved this paper and the information available in the GitHub repository. The idea behind this work began at the 140th European Study Group with Industry (ESGI140), held in Portugal in June 2018, and it was motivated by the challenge proposed by Infraquinta (https://www.infraquinta.pt/en/) under the theme “Evaluating Water Meters.” The authors are grateful to the water company Infraquinta and Loulé Municipality (http:// www.cm-loule.pt/pt/Default.aspx) for providing the water consumption data and inside technical guidance. Clara Cordeiro is partially financed by national funds through FCT—Fundação para a Ciência e Tecnologia under the project UIDB/00006/2020. Ana Borges work has been supported by national funds through FCT—Fundação para a Ciência e Tecnologia through project UIDB/04728/2020. M. Rosário Ramos was partially supported by National Funding from FCT—Fundação para a Ciência e Tecnologia under the project UIDB/04561/2020.Repositório AbertoCordeiro, ClaraBorges, AnaRamos, Maria do Rosário2022-01-17T10:03:09Z2021-112021-11-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.2/11641engCordeiro, C., Borges, A., Ramos, M. Rosário, (2022). A Strategy to Assess Water Meter Performance. J. Water Resour. Plann. Manage. 148 (2): 050210270733-949610.1061/(ASCE)WR.1943-5452.0001492info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-11-16T15:40:04Zoai:repositorioaberto.uab.pt:10400.2/11641Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T22:50:59.913760Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv A strategy to assess water meter performance
title A strategy to assess water meter performance
spellingShingle A strategy to assess water meter performance
Cordeiro, Clara
Time series
Water meters
Breakpoints
Apparent losses
Mann-Kendall
Séries temporais
Quebras
Perdas de água aparentes
ODS::06:Água Potável e Saneamento
title_short A strategy to assess water meter performance
title_full A strategy to assess water meter performance
title_fullStr A strategy to assess water meter performance
title_full_unstemmed A strategy to assess water meter performance
title_sort A strategy to assess water meter performance
author Cordeiro, Clara
author_facet Cordeiro, Clara
Borges, Ana
Ramos, Maria do Rosário
author_role author
author2 Borges, Ana
Ramos, Maria do Rosário
author2_role author
author
dc.contributor.none.fl_str_mv Repositório Aberto
dc.contributor.author.fl_str_mv Cordeiro, Clara
Borges, Ana
Ramos, Maria do Rosário
dc.subject.por.fl_str_mv Time series
Water meters
Breakpoints
Apparent losses
Mann-Kendall
Séries temporais
Quebras
Perdas de água aparentes
ODS::06:Água Potável e Saneamento
topic Time series
Water meters
Breakpoints
Apparent losses
Mann-Kendall
Séries temporais
Quebras
Perdas de água aparentes
ODS::06:Água Potável e Saneamento
description Apparent water losses can be problematic to water companies’ revenues. This type of loss is very difficult to detect and quantify and is often associated with water meter anomalies. This study was motivated by a water company’s challenge that links a decrease in water consumption to water meters’ malfunction. The aim is to develop a strategy to detect decreasing water usage patterns, contributing to meter performance assessment. The basis of the approach is a combination of statistical methods. First, the time series of billed water consumption is decomposed using Seasonal-Trend decomposition based on Loess. Next, breakpoint analysis is performed on the seasonally adjusted time series. After that, the Mann–Kendall test and Sen’s slope estimator are used to analyze periods of progressive decrease changes in water consumption, defined by breakpoints. A quantitative indicator of this change is proposed. The strategy was successfully applied to eight-time series of water consumption from the Algarve, Portugal.
publishDate 2021
dc.date.none.fl_str_mv 2021-11
2021-11-01T00:00:00Z
2022-01-17T10:03:09Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10400.2/11641
url http://hdl.handle.net/10400.2/11641
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Cordeiro, C., Borges, A., Ramos, M. Rosário, (2022). A Strategy to Assess Water Meter Performance. J. Water Resour. Plann. Manage. 148 (2): 05021027
0733-9496
10.1061/(ASCE)WR.1943-5452.0001492
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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