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DOI | 10.1016/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 |
ISSN | 2210-6707 |
EISSN | 2210-6715 |
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
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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). |
条目包含的文件 | 条目无相关文件。 |
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