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Author:

Gao, Sijia (Gao, Sijia.) | Pan, Song (Pan, Song.) (Scholars:潘嵩) | Liu, Yiqiao (Liu, Yiqiao.) | Zhu, Ning (Zhu, Ning.) | Cui, Tong (Cui, Tong.) | Chang, Li (Chang, Li.) | Han, Xiaofei (Han, Xiaofei.) | Cui, Ying (Cui, Ying.)

Indexed by:

EI Scopus SCIE

Abstract:

As the popularity of fresh air systems (FAS) in residential buildings increases, exploring the behavioral characteristics of their use can help to provide a comprehensive understanding of the potential for demand flexibility in residential buildings. However, few studies in the past have focused on the personalized usage behavior of FAS. To fill this gap, this study proposes a method based on data mining techniques to reveal the behavioral patterns of FAS usage and the motivations behind them, including motivational patterns, operation duration patterns, and human-machine interaction patterns, for 13 households in Beijing. The simultaneously obtained behavioral patterns, in turn, form the basis of association rules, which can classify FAS usage behavior into two typical residential user profiles containing user behavioral characteristics. This study can not only provide more accurate assumptions and inputs for behavioral stochastic models but also provide data support for the development and optimization of demand response strategies.

Keyword:

fresh air system behavioral patterns data mining occupant behavior residential buildings

Author Community:

  • [ 1 ] [Gao, Sijia]Beijing Univ Technol, Beijing Key Lab Green Built Environm & Energy Effi, Beijing 100124, Peoples R China
  • [ 2 ] [Pan, Song]Beijing Univ Technol, Beijing Key Lab Green Built Environm & Energy Effi, Beijing 100124, Peoples R China
  • [ 3 ] [Zhu, Ning]Beijing Univ Technol, Beijing Key Lab Green Built Environm & Energy Effi, Beijing 100124, Peoples R China
  • [ 4 ] [Liu, Yiqiao]Univ Malaya, Fac Engn, Dept Mech Engn, Kuala Lumpur 50603, Malaysia
  • [ 5 ] [Chang, Li]Univ Malaya, Fac Engn, Dept Mech Engn, Kuala Lumpur 50603, Malaysia
  • [ 6 ] [Cui, Ying]Univ Malaya, Fac Engn, Dept Mech Engn, Kuala Lumpur 50603, Malaysia
  • [ 7 ] [Cui, Tong]Changan Univ, Sch Civil Engn, Dept Bldg Environm & Energy Engn, Xian 710061, Peoples R China
  • [ 8 ] [Han, Xiaofei]Univ Malaya, Fac Built Environm, Ctr Bldg Construct & Trop Architecture, Kuala Lumpur 50603, Malaysia

Reprint Author's Address:

  • [Liu, Yiqiao]Univ Malaya, Fac Engn, Dept Mech Engn, Kuala Lumpur 50603, Malaysia;;[Cui, Tong]Changan Univ, Sch Civil Engn, Dept Bldg Environm & Energy Engn, Xian 710061, Peoples R China;;

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Source :

BUILDINGS

Year: 2024

Issue: 10

Volume: 14

3 . 8 0 0

JCR@2022

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 14

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