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Erschienen in: Water Resources Management 10/2016

01.08.2016

A Comprehensive Approach for Spatial and Temporal Water Demand Profiling to Improve Management in Network Areas

verfasst von: Dália Loureiro, Aisha Mamade, Marta Cabral, Conceição Amado, Dídia Covas

Erschienen in: Water Resources Management | Ausgabe 10/2016

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Abstract

The aim of this paper is to present a comprehensive approach for spatial and temporal demand profiling in water distribution systems. Multiple linear regression models for estimating network design parameters and decision trees for predicting daily demand patterns are presented. Proposed approach is a four-step procedure: data collection, data processing, data characterization, and spatial and temporal demand profiling. Continuous flow measurements and infrastructure and billing data were collected from a large set of water network areas and combined with census data. Main results indicate that family structures (i.e., families with elderly or adolescents), individuals’ mobility (i.e., people employed in the tertiary sector and university graduates) and public consumption (i.e., public spaces’ irrigation) are key-variables to profile water demand. Profiling models are of the utmost importance to describe water demand in areas with no monitoring but with similar socio-demographic characteristics to the ones analyzed, to improve network operation and to support network planning and design in new areas. Obtained models have been tested for new areas, showing good prediction performances.

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Literatur
Zurück zum Zitat Alcocer-Yamanaka VH, Tzatchkov VG (2012) Modeling of drinking water distribution networks using stochastic demand. Water Resour Manag 26:1779–1792CrossRef Alcocer-Yamanaka VH, Tzatchkov VG (2012) Modeling of drinking water distribution networks using stochastic demand. Water Resour Manag 26:1779–1792CrossRef
Zurück zum Zitat Alvisi S, Franchini M, Marinelli A (2007) A short-term, pattern-based model for water-demand forecasting. J Hydroinf 9:39–50CrossRef Alvisi S, Franchini M, Marinelli A (2007) A short-term, pattern-based model for water-demand forecasting. J Hydroinf 9:39–50CrossRef
Zurück zum Zitat Al-Zahrani MA, Abo-Monasar A (2015) Urban residential water demand prediction based on artificial neural networks and time series models. Water Resour Manag 29:3651–3662CrossRef Al-Zahrani MA, Abo-Monasar A (2015) Urban residential water demand prediction based on artificial neural networks and time series models. Water Resour Manag 29:3651–3662CrossRef
Zurück zum Zitat Arbués F, Villanúa I, Barberán R (2010) Household size and residential water demand: an empirical approach*. Aust J Agric Resour Econ 54(1):61–80CrossRef Arbués F, Villanúa I, Barberán R (2010) Household size and residential water demand: an empirical approach*. Aust J Agric Resour Econ 54(1):61–80CrossRef
Zurück zum Zitat Beal C, Stewart RA (2011) South East Queensland residential end use study: final report. Griffith University Beal C, Stewart RA (2011) South East Queensland residential end use study: final report. Griffith University
Zurück zum Zitat Breiman L, Friedman JH, Olshen RA, Stone CJ (1984) Classification and regression trees. Wadsworth & Brooks/Cole Advanced Books & Software, Monterey, CA Breiman L, Friedman JH, Olshen RA, Stone CJ (1984) Classification and regression trees. Wadsworth & Brooks/Cole Advanced Books & Software, Monterey, CA
Zurück zum Zitat Browne A, Medd W, Anderson B (2013) Developing novel approaches to tracking domestic water demand under uncertainty—a reflection on the “up scaling” of social science approaches in the United Kingdom. Water Resour Manag 27:1013–1035. doi:10.1007/s11269-012-0117-y CrossRef Browne A, Medd W, Anderson B (2013) Developing novel approaches to tracking domestic water demand under uncertainty—a reflection on the “up scaling” of social science approaches in the United Kingdom. Water Resour Manag 27:1013–1035. doi:10.​1007/​s11269-012-0117-y CrossRef
Zurück zum Zitat Cabral M, Loureiro D, Mamade A, Covas D (2014) Water demand projection in distribution systems using a novel scenario planning approach. Procedia Engineering 89:950–957CrossRef Cabral M, Loureiro D, Mamade A, Covas D (2014) Water demand projection in distribution systems using a novel scenario planning approach. Procedia Engineering 89:950–957CrossRef
Zurück zum Zitat Espinoza M, Joye C, Belmans R, De Moor B (2005) Short-term load forecasting, profile identification, and customer segmentation: a methodology based on periodic time series power systems. IEEE Transactions on 20:1622–1630 Espinoza M, Joye C, Belmans R, De Moor B (2005) Short-term load forecasting, profile identification, and customer segmentation: a methodology based on periodic time series power systems. IEEE Transactions on 20:1622–1630
Zurück zum Zitat Farley M, Trow S (2003) ) Losses in water distribution networks. A practitioner’s guide to assessment, monitoring and control. IWA Publishing, London Farley M, Trow S (2003) ) Losses in water distribution networks. A practitioner’s guide to assessment, monitoring and control. IWA Publishing, London
Zurück zum Zitat Fontdecaba S, Grima P, Marco L, Rodero L, Sánchez-Espigares J, Solé I, Tort-Martorell X, Demessence D, Martínez De Pablo V, Zubelzu J (2012) A methodology to model water demand based on the identification of homogenous client segments. Application to the city of Barcelona. Water Resour Manag 26:499–516. doi:10.1007/s11269-011-9928-5 CrossRef Fontdecaba S, Grima P, Marco L, Rodero L, Sánchez-Espigares J, Solé I, Tort-Martorell X, Demessence D, Martínez De Pablo V, Zubelzu J (2012) A methodology to model water demand based on the identification of homogenous client segments. Application to the city of Barcelona. Water Resour Manag 26:499–516. doi:10.​1007/​s11269-011-9928-5 CrossRef
Zurück zum Zitat Grafton RQ, Ward MB, To H, Kompas T (2011) Determinants of residential water consumption: evidence and analysis from a 10-country household survey. Water Resour Res 47. doi:10.1029/2010WR009685 Grafton RQ, Ward MB, To H, Kompas T (2011) Determinants of residential water consumption: evidence and analysis from a 10-country household survey. Water Resour Res 47. doi:10.​1029/​2010WR009685
Zurück zum Zitat Hollermann B, Giertz S, Diekkruger B (2010) Benin 2025-balancing future water availability and demand using the WEAP 'Water evaluation and Planning' system. Water Resour Manag 24:3591–3613CrossRef Hollermann B, Giertz S, Diekkruger B (2010) Benin 2025-balancing future water availability and demand using the WEAP 'Water evaluation and Planning' system. Water Resour Manag 24:3591–3613CrossRef
Zurück zum Zitat Idowu OA, Awomeso JA, Martins O (2012) An evaluation of demand for and supply of potable water in an Urban Centre of Abeokuta and environs, southwestern Nigeria. Water Resour Manag 26:2109–2121CrossRef Idowu OA, Awomeso JA, Martins O (2012) An evaluation of demand for and supply of potable water in an Urban Centre of Abeokuta and environs, southwestern Nigeria. Water Resour Manag 26:2109–2121CrossRef
Zurück zum Zitat INE (2012) Census 2011: final results - Portugal. Instituto Nacional de Estatística - Statistics Portugal, Lisbon INE (2012) Census 2011: final results - Portugal. Instituto Nacional de Estatística - Statistics Portugal, Lisbon
Zurück zum Zitat Jankovic-Nišic B, Maksimovic C, Butler D, Graham NJ (2004) Use of flow meters for managing water supply networks. J Water Resour Plan Manag 130:171–179CrossRef Jankovic-Nišic B, Maksimovic C, Butler D, Graham NJ (2004) Use of flow meters for managing water supply networks. J Water Resour Plan Manag 130:171–179CrossRef
Zurück zum Zitat Jolliffe I (2002) Principal component analysis. Wiley Online Library Jolliffe I (2002) Principal component analysis. Wiley Online Library
Zurück zum Zitat Kaiser HF (1970) A second generation little jiffy. Psychometrika 35:401–415CrossRef Kaiser HF (1970) A second generation little jiffy. Psychometrika 35:401–415CrossRef
Zurück zum Zitat Loureiro D (2010) Consumption analysis methodologies for the efficient management of water distribution systems (in portuguese). PhD Thesis, Universidade Técnica de Lisboa Loureiro D (2010) Consumption analysis methodologies for the efficient management of water distribution systems (in portuguese). PhD Thesis, Universidade Técnica de Lisboa
Zurück zum Zitat Loureiro D, Amado C, Martins A, Vitorino D, Mamade A, Coelho ST (2015) Water distribution systems flow monitoring and anomalous event detection: A practical approach. Urban Water J:1–11. doi:10.1080/1573062X.2014.988733 Loureiro D, Amado C, Martins A, Vitorino D, Mamade A, Coelho ST (2015) Water distribution systems flow monitoring and anomalous event detection: A practical approach. Urban Water J:1–11. doi:10.​1080/​1573062X.​2014.​988733
Zurück zum Zitat Mamade A (2013) Profiling consumption patterns using extensive measurements - a spatial and temporal forecasting approach for water distribution systems. Universidade Técnica de Lisboa, MSc Thesis Mamade A (2013) Profiling consumption patterns using extensive measurements - a spatial and temporal forecasting approach for water distribution systems. Universidade Técnica de Lisboa, MSc Thesis
Zurück zum Zitat Polebitski AS, Palmer RN (2010) Seasonal residential water demand forecasting for census tracts. J Water Resour Plan Manag 136:27–36CrossRef Polebitski AS, Palmer RN (2010) Seasonal residential water demand forecasting for census tracts. J Water Resour Plan Manag 136:27–36CrossRef
Zurück zum Zitat Polycarpou A, Zachariadis T (2013) An econometric analysis of residential water demand in Cyprus. Water Resour Manag 27:309–317CrossRef Polycarpou A, Zachariadis T (2013) An econometric analysis of residential water demand in Cyprus. Water Resour Manag 27:309–317CrossRef
Zurück zum Zitat Scheepers H, Jacobs H (2014) Simulating residential indoor water demand by means of a probability based end-use model. J Water Supply Res Technol AQUA 63(6):476–488CrossRef Scheepers H, Jacobs H (2014) Simulating residential indoor water demand by means of a probability based end-use model. J Water Supply Res Technol AQUA 63(6):476–488CrossRef
Zurück zum Zitat Tanverakul SA, Lee J (2012) Historical review of U.S. residential water demand. In: World Environmental and Water Resources Congress 2012:3122–3136. doi:10.1061/9780784412312.313 Tanverakul SA, Lee J (2012) Historical review of U.S. residential water demand. In: World Environmental and Water Resources Congress 2012:3122–3136. doi:10.​1061/​9780784412312.​313
Zurück zum Zitat Vandekerckhove J, Matzke D, Wagenmakers EJ (2014) Model comparison and the principle of parsimony. In: Busemeyer JR, Townsend Z, Wang J, Eidels A (eds) Oxford handbook of computational and mathematical psychology. Oxford University Press, Oxford In press Vandekerckhove J, Matzke D, Wagenmakers EJ (2014) Model comparison and the principle of parsimony. In: Busemeyer JR, Townsend Z, Wang J, Eidels A (eds) Oxford handbook of computational and mathematical psychology. Oxford University Press, Oxford In press
Zurück zum Zitat Wright D (2009) Profiling the European Citizen: Cross-Disciplinary Perspectives info 11:96–98 Wright D (2009) Profiling the European Citizen: Cross-Disciplinary Perspectives info 11:96–98
Metadaten
Titel
A Comprehensive Approach for Spatial and Temporal Water Demand Profiling to Improve Management in Network Areas
verfasst von
Dália Loureiro
Aisha Mamade
Marta Cabral
Conceição Amado
Dídia Covas
Publikationsdatum
01.08.2016
Verlag
Springer Netherlands
Erschienen in
Water Resources Management / Ausgabe 10/2016
Print ISSN: 0920-4741
Elektronische ISSN: 1573-1650
DOI
https://doi.org/10.1007/s11269-016-1361-3

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