Remote monitoring water consumption in bank branches using statistical control charts
DOI:
https://doi.org/10.18830/1679-09442025v18e53504Keywords:
Statistical control charts, Water consumption, Remote monitoring, Sustainability, Public buildings, Statistical monitoringAbstract
The aim of this work was to analyze the performance of two distinct types of statistical control charts, Shewhart and EWMA, when used to monitor water consumption in bank branches located in southern Brazil. The control charts were used in an attempt to detect unusual events that happened during the data collection period, ranging from 10/31/2018 to 11/03/2019. Three bank branches, located in the municipalities of Joinville, Criciúma and Curitiba were selected for this analysis. The Joinville’s branch daily water consumption averages found were 4.51m³/day, 81.82 L/employee/day, 11.14 L/service/day and 1.47L/m²/day. For the Criciúma’s branch the averages found were 4.18m³/day, 34.73 L/employee/day, 21.02/L/service/day and 1.27L/m²/day. After the replacement of all the drive mechanisms of the discharge valves, the consumption was reduced to 2.48 m³/day, totaling a saving of 298.69 m³. Finally, for Curitiba’s branch the averages found were 0.61m³/day, 34.69L/employee/day, 1.98L/service/day and 0.29L/m²/day. Both charts displayed an acceptable performance for detecting leakages, excessive water consumption and other unusual events. Furthermore, the EWMA chart displayed an improved performance for detecting small variations
References
ABNT - Associação Brasileira de Normas Técnicas. NBR 5626: Sistemas prediais de água fria e quente – Projeto, execução, operação e manutenção. Rio de Janeiro, 2020.
BRITTON, T.; COLE, G.; STEWART, R.; WISKAR, D. Remote Diagnosis of leakage in residential households. Water, Australia, v. 35, n. 6, p. 56-60, 2009.
CLARO, F. A. E.; COSTA, A. F. B.; MACHADO, M. A. G. Gráficos de controle de EWMA e de Xbar para monitoramento de processos autocorrelacionados. Produção, v. 17, n. 3, p. 536-546, 2007.
COMINOLA, A.; GIULIANI, M.; PIGA, D.; CASTELLETTI, A.; RIZZOLI, A. E. Benefits and challenges of using smart meters for advancing residential water demand modeling and management: A review, Environmental Modelling & Software, v. 72, p. 198-214, 2015.
COSGROVE, W. J.; LOUCKS, D. P. Water management: Current and future challenges and research directions, Water Resour. Res., v. 51, p. 4823– 4839, 2015.
FREITAS, L. L. G.; HENNING, E.; KALBUSCH, A.; KONRATH, A. C.; WALTER, O. F. C. Analysis of water consumption in toilets employing Shewhart, EWMA, and Shewhart-EWMA combined control charts. J. Clean. Prod., Brasil, v. 233, p. 1146-1157, 2019.
HACKBARTH, FRANCISCO BARBOSA; KALBUSCH, ANDREZA; HENNING, ELISA; NASCIMENTO, MARIA IZABEL DO; BRUHN, ANA LUÍZA. Water Consumption Modeling in Office Buildings: A Case Study in Southern Brazil. JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT, v. 149, p. 1-13, 2023. https://doi.org/10.1061/JWRMD5.WRENG-5850
KIM, Y.; SCHMID, T.; CHARBIWALA, Z. M.; FRIEDMAN, J.; SRIVASTAVA, M. B.; NAWMS: Nonintrusive autonomous water monitoring system. In: 6 ed. ASSOCIATION FOR COMPUTING MACHINERY - ACM CONFERENCE ON EMBEDDED NETWORK SENSOR SYSTEMS, 2008, Nova York. Anais Eletrônicos.
MONTGOMERY, Douglas C.; RUNGER, George C. Applied Statistics and Probability for Engineers. 3. ed. Estados Unidos da América: John Wiley & Sons. 2003.
MONTGOMERY, D. C. (2012). Introduction to Statistical Quality Control. 7. ed. Estados Unidos da América: John Wiley & Sons. 2012.
QIU, P. Introduction to statistical process control. Estados Unidos da America, Universidade da Florida: Chapman and Hall/CRC. 2014. Disponível em: https://www.routledge.com/Introduction-to-Statistical-Process-Control/Qiu/p/book/9781439847992. Acesso em: 10 dez. 2020.
R CORE TEAM. A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria, 2023. Disponível em: https://cran.r-project.org/bin/windows/. Acesso em 07. mar. 2023.
ROBERTS, S.W. Control Charts Tests Based on Geometric Moving Averages. Technometrics, Reino Unido, v. 42, p. 97-101, 2000. Disponível em: https://www.jstor.org/stable/1271439?seq=1#metadata_info_tab_contents. Acesso em: 19 mai. 2019.
SCRUCCA, L. qcc: An R package for quality control charting and statistical process control. R News 4/1, 11-17. 2004.
SHAMSUZZAMAN, M.; KHOO, M. B. C.; HARIDY, S.; ALSYOUF, I. An optimization design of the combined Shewhart-EWMA control chart. The International Journal of Advanced Manufacturing Technology, Londres, v. 86, p. 1627-1637, 2016.
VASCONCELLOS, Bruna T. C.; FILHO, Geraldo L. T.; BONATTO, Benedito D.; DE SOUZA JUNIOR, Oswaldo H. Applying an Exponentially Weighted Moving Average control chart using flow history and assured energy levels to small hydroelectric power plants, Brazilian Journal of Water Resources, Brasil, v. 25, 2020. https://doi.org/10.1590/2318-0331.252020190159.
WAN, Xi; FARMANI, Raziyeh; KEEDWELL, Edward. Online leakage detection system based on EWMA-enhanced - Tukey method for water distribution systems, Hydroinformatics, Reino Unido, v. 25, n. 1, p. 51-69, 2022. https://doi.org/10.1590/2318-0331.252020190159.
Downloads
Published
Issue
Section
License
Copyright (c) 2025 Paranoá

This work is licensed under a Creative Commons Attribution 4.0 International License.
Autores que publicam nesta revista concordam com os seguintes termos:
- Autores mantém os direitos autorais e concedem à revista o direito de primeira publicação, com o trabalho simultaneamente licenciado sob a Licença Creative Commons Attribution que permite o compartilhamento do trabalho com reconhecimento da autoria e publicação inicial nesta revista. http://creativecommons.org/licenses/by/4.0
- Autores têm autorização para assumir contratos adicionais separadamente, para distribuição não-exclusiva da versão do trabalho publicada nesta revista (ex.: publicar em repositório institucional ou como capítulo de livro), com reconhecimento de autoria e publicação inicial nesta revista.
- Autores têm permissão e são estimulados a publicar e distribuir seu trabalho online (ex.: em repositórios institucionais ou na sua página pessoal) a qualquer ponto antes ou durante o processo editorial, já que isso pode gerar alterações produtivas, bem como aumentar o impacto e a citação do trabalho publicado (Veja O Efeito do Acesso Livre).