Segmentation analysis of residential water-electricity demand for customized demand-side management programs. (20th January 2018)
- Record Type:
- Journal Article
- Title:
- Segmentation analysis of residential water-electricity demand for customized demand-side management programs. (20th January 2018)
- Main Title:
- Segmentation analysis of residential water-electricity demand for customized demand-side management programs
- Authors:
- Cominola, A.
Spang, E.S.
Giuliani, M.
Castelletti, A.
Lund, J.R.
Loge, F.J. - Abstract:
- Abstract: With increasing water and energy use in the residential sector, due to population growth, urbanization, and climate change, demand-side management (DSM) is essential to complement supply-side interventions to meet future demands and reduce costs. This paper explores how customer segmentation analysis can support customized water and electricity DSM. We contribute a three-phase customer segmentation analysis of over 1000 residential accounts in the Los Angeles County (Southern California) to explore the heterogeneity of residential water-electricity demand profiles and provide insights for coordinated water-energy DSM. Results show that, on the one hand, daily water and electricity consumption are correlated, thus groups of high consumers can be targeted with coordinated water-electricity DSM interventions. On the other hand, the absence of a relevant causal nexus between water and electricity daily load shapes suggests that DSM actions for water should be differentiated from those for electricity. Finally, both objective (e.g., presence of swimming pool) and subjective psychographic features (e.g., conservation attitude) are found to be relevant potential drivers of water-electricity demands. Based on these findings, we propose recommendations for designing a portfolio of mixed customized water-electricity DSM interventions to foster conservation or peak shifting objectives. Graphical abstract: Image 1 Highlights: We contribute a customer segmentation of over 1000Abstract: With increasing water and energy use in the residential sector, due to population growth, urbanization, and climate change, demand-side management (DSM) is essential to complement supply-side interventions to meet future demands and reduce costs. This paper explores how customer segmentation analysis can support customized water and electricity DSM. We contribute a three-phase customer segmentation analysis of over 1000 residential accounts in the Los Angeles County (Southern California) to explore the heterogeneity of residential water-electricity demand profiles and provide insights for coordinated water-energy DSM. Results show that, on the one hand, daily water and electricity consumption are correlated, thus groups of high consumers can be targeted with coordinated water-electricity DSM interventions. On the other hand, the absence of a relevant causal nexus between water and electricity daily load shapes suggests that DSM actions for water should be differentiated from those for electricity. Finally, both objective (e.g., presence of swimming pool) and subjective psychographic features (e.g., conservation attitude) are found to be relevant potential drivers of water-electricity demands. Based on these findings, we propose recommendations for designing a portfolio of mixed customized water-electricity DSM interventions to foster conservation or peak shifting objectives. Graphical abstract: Image 1 Highlights: We contribute a customer segmentation of over 1000 residential accounts in the Los Angeles County. We explore the heterogeneity of typical residential water-electricity demand profiles. We propose recommendations to design customized water-electricity demand management actions. … (more)
- Is Part Of:
- Journal of cleaner production. Volume 172(2018)
- Journal:
- Journal of cleaner production
- Issue:
- Volume 172(2018)
- Issue Display:
- Volume 172, Issue 2018 (2018)
- Year:
- 2018
- Volume:
- 172
- Issue:
- 2018
- Issue Sort Value:
- 2018-0172-2018-0000
- Page Start:
- 1607
- Page End:
- 1619
- Publication Date:
- 2018-01-20
- Subjects:
- Water-energy nexus -- Demand management -- Customer segmentation -- Smart metering -- User profiling
Factory and trade waste -- Management -- Periodicals
Manufactures -- Environmental aspects -- Periodicals
Déchets industriels -- Gestion -- Périodiques
Usines -- Aspect de l'environnement -- Périodiques
628.5 - Journal URLs:
- http://www.sciencedirect.com/science/journal/09596526 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.jclepro.2017.10.203 ↗
- Languages:
- English
- ISSNs:
- 0959-6526
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4958.369720
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 21620.xml