Global S&T Development Trend Analysis Platform of Resources and Environment
DOI | 10.1016/j.enpol.2018.03.059 |
Discriminant effects of consumer electronics use-phase attributes on household energy prediction | |
Mashhadi, Ardeshir Raihanian1; Behdad, Sara2 | |
2018-07-01 | |
发表期刊 | ENERGY POLICY
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ISSN | 0301-4215 |
EISSN | 1873-6777 |
出版年 | 2018 |
卷号 | 118页码:346-355 |
文章类型 | Article |
语种 | 英语 |
国家 | USA |
英文摘要 | The aim of this study is to provide a better understanding of the heterogeneities in user-product relationships and their consequences regarding the household energy predictions. Several supervised and unsupervised machine learning algorithms have been applied to a comprehensive data set of residential energy consumptions collected by the US Energy Information Association. The results of the analyses reveal that, while the heterogeneities in the use-phase of consumer electronics could skew their environmental assessment results, they do not possess the same discriminant influences on the household electricity consumption compared to certain socio-demographics or usage of home appliances. Various cross-comparisons among product features and use-phase behaviors have been made and the most important predictors of the residential electricity consumption based on the data have been introduced. Product-level and user-level discussions on the findings have also been provided. |
英文关键词 | Residential electricity consumption Consumer behavior User-product interactions Machine learning |
领域 | 气候变化 |
收录类别 | SCI-E ; SSCI |
WOS记录号 | WOS:000435050000032 |
WOS关键词 | ELECTRICITY CONSUMPTION ; REGRESSION-ANALYSIS ; SAVING BEHAVIOR ; IMPACTS ; DETERMINANTS ; SECTOR ; MODEL ; STOCK ; TIME |
WOS类目 | Economics ; Energy & Fuels ; Environmental Sciences ; Environmental Studies |
WOS研究方向 | Business & Economics ; Energy & Fuels ; Environmental Sciences & Ecology |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.173/C666/handle/2XK7JSWQ/18445 |
专题 | 气候变化 |
作者单位 | 1.SUNY Buffalo, Mech & Aerosp Engn Dept, Buffalo, NY USA; 2.SUNY Buffalo, Dept Ind & Syst Engn, Mech & Aerosp Engn Dept, Buffalo, NY 14260 USA |
推荐引用方式 GB/T 7714 | Mashhadi, Ardeshir Raihanian,Behdad, Sara. Discriminant effects of consumer electronics use-phase attributes on household energy prediction[J]. ENERGY POLICY,2018,118:346-355. |
APA | Mashhadi, Ardeshir Raihanian,&Behdad, Sara.(2018).Discriminant effects of consumer electronics use-phase attributes on household energy prediction.ENERGY POLICY,118,346-355. |
MLA | Mashhadi, Ardeshir Raihanian,et al."Discriminant effects of consumer electronics use-phase attributes on household energy prediction".ENERGY POLICY 118(2018):346-355. |
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