GSTDTAP  > 气候变化
DOI10.1016/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
ISSN0301-4215
EISSN1873-6777
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.
条目包含的文件
条目无相关文件。
个性服务
推荐该条目
保存到收藏夹
查看访问统计
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Mashhadi, Ardeshir Raihanian]的文章
[Behdad, Sara]的文章
百度学术
百度学术中相似的文章
[Mashhadi, Ardeshir Raihanian]的文章
[Behdad, Sara]的文章
必应学术
必应学术中相似的文章
[Mashhadi, Ardeshir Raihanian]的文章
[Behdad, Sara]的文章
相关权益政策
暂无数据
收藏/分享
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。