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Author:

Gao, Yang (Gao, Yang.) | Liu, Xudong (Liu, Xudong.) | Li, Xiaoli (Li, Xiaoli.) (Scholars:李晓理) | Gu, Liu (Gu, Liu.) | Cui, Jiarui (Cui, Jiarui.) | Yang, Xu (Yang, Xu.)

Indexed by:

CPCI-S

Abstract:

This paper proposes a prediction approach on energy consumption for public buildings based on mind evolutionary algorithm and BP neural network. The actual real-time data of some layer in a public building can be obtained online by our implemented building monitoring system, then several key factors which affect building energy consumption can be analyzed and determined by correlation analysis method. By using the mind evolutionary algorithm, the ideal weight values and threshold values of BP neural network are calculated, which can solve its problems of low efficiency and slow convergence. Finally, the performance and effectiveness of the proposed forecasting model are demonstrated through a case study of a building energy consumption monitoring system from practical engineering.

Keyword:

Mind Evolutionary Algorithm BP Neural Network Building Monitoring System Energy Consumption

Author Community:

  • [ 1 ] [Gao, Yang]Beijing Inst Residential Bldg Design & Res Co LTD, Res Ctr, Beijing 100005, Peoples R China
  • [ 2 ] [Liu, Xudong]Univ Sci & Technol Beijing, Sch Automat & Elect Engn, Key Lab Knowledge Automat Ind Proc, Minist Educ, Beijing 100083, Peoples R China
  • [ 3 ] [Gu, Liu]Univ Sci & Technol Beijing, Sch Automat & Elect Engn, Key Lab Knowledge Automat Ind Proc, Minist Educ, Beijing 100083, Peoples R China
  • [ 4 ] [Cui, Jiarui]Univ Sci & Technol Beijing, Sch Automat & Elect Engn, Key Lab Knowledge Automat Ind Proc, Minist Educ, Beijing 100083, Peoples R China
  • [ 5 ] [Yang, Xu]Univ Sci & Technol Beijing, Sch Automat & Elect Engn, Key Lab Knowledge Automat Ind Proc, Minist Educ, Beijing 100083, Peoples R China
  • [ 6 ] [Li, Xiaoli]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 7 ] [Li, Xiaoli]Minist Educ, Engn Res Ctr Digital Community, Beijing 100124, Peoples R China

Reprint Author's Address:

  • [Yang, Xu]Univ Sci & Technol Beijing, Sch Automat & Elect Engn, Key Lab Knowledge Automat Ind Proc, Minist Educ, Beijing 100083, Peoples R China

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Source :

PROCEEDINGS OF 2018 IEEE 7TH DATA DRIVEN CONTROL AND LEARNING SYSTEMS CONFERENCE (DDCLS)

Year: 2018

Page: 385-389

Language: English

Cited Count:

WoS CC Cited Count: 3

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 8

Online/Total:233/10507819
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