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DOI10.1016/j.scs.2018.12.021
Household appliance recognition through a Bayes classification model
Yan, Da1; Jin, Yuan1; Sun, Hongsan1; Dong, Bing2; Ye, Zi1; Li, Zhaoxuan2; Yuan, Yanping3
发表日期2019
ISSN2210-6707
EISSN2210-6715
卷号46
英文摘要

With the acceleration of global warming and energy shortages, the smart grid has become the goal of power grid development, which makes intelligent household appliance control systems essential. To promote the integration of traditional household appliances into a new electrical system, this study focused on an appliance recognition algorithm applicable to traditional and typical household appliances. Using sequential appliance power consumption data from intelligent power sockets, this study generalized and extracted the characteristics of occupant behavior and power consumption of typical household appliances. A new recognition algorithm for household appliances, based on a Bayes classification model, is presented in this paper. Seven types of household appliances (refrigerator, electric cooker, air conditioner, television, laptop computer, washing machine, and water dispenser) were analyzed in 15 Beijing households. The proposed algorithm was proven to be applicable for appliance recognition.


WOS研究方向Construction & Building Technology ; Science & Technology - Other Topics ; Energy & Fuels
来源期刊SUSTAINABLE CITIES AND SOCIETY
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/95440
作者单位1.Tsinghua Univ, Sch Architecture, Beijing, Peoples R China;
2.Univ Texas San Antonio, Dept Mech Engn, San Antonio, TX USA;
3.Southwest Jiaotong Univ, Sch Mech Engn, Chengdu, Sichuan, Peoples R China
推荐引用方式
GB/T 7714
Yan, Da,Jin, Yuan,Sun, Hongsan,et al. Household appliance recognition through a Bayes classification model[J],2019,46.
APA Yan, Da.,Jin, Yuan.,Sun, Hongsan.,Dong, Bing.,Ye, Zi.,...&Yuan, Yanping.(2019).Household appliance recognition through a Bayes classification model.SUSTAINABLE CITIES AND SOCIETY,46.
MLA Yan, Da,et al."Household appliance recognition through a Bayes classification model".SUSTAINABLE CITIES AND SOCIETY 46(2019).
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