Segmentation analysis of residential water-electricity demand for customized demand-side management programs

被引:55
|
作者
Cominola, A. [1 ]
Spang, E. S. [2 ,3 ]
Giuliani, M. [1 ]
Castelletti, A. [1 ,5 ]
Lund, J. R. [4 ]
Loge, F. J. [2 ,4 ]
机构
[1] Politecn Milan, Dept Elect Informat & Bioengn, Milan, Italy
[2] Univ Calif Davis, Ctr Water Energy Efficiency, Davis, CA 95616 USA
[3] Univ Calif Davis, Food Sci & Technol Dept, Davis, CA 95616 USA
[4] Univ Calif Davis, Dept Civil & Environm Engn, Davis, CA 95616 USA
[5] ETH, Inst Environm Engn, Zurich, Switzerland
关键词
Water-energy nexus; Demand management; Customer segmentation; Smart metering; User profiling; INCREASING ENERGY EFFICIENCY; URBAN WATER; CONSUMPTION; IDENTIFICATION; CONSERVATION; HOUSEHOLDS; BENEFITS; IMPACT;
D O I
10.1016/j.jclepro.2017.10.203
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
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 psycho graphic 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. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1607 / 1619
页数:13
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