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author:

Chen, Jinghui (Chen, Jinghui.) [1] | Dong, Chen (Dong, Chen.) [2] (Scholars:董晨) | He, Guorong (He, Guorong.) [3] | Zhang, Xiaoyu (Zhang, Xiaoyu.) [4]

Indexed by:

EI Scopus SCIE

Abstract:

In order to achieve high precision on indoor location, a Wi-Fi indoor location method based on improved back propagation (BP) neural network is proposed. The classical BP neural network is optimized in real time by the ant colony optimization algorithm. Meanwhile, the momentum term is introduced to construct an improved four-layer BP neural network model. The model uses the Wi-Fi signal feature as the input of the BP neural network and succeeds in the area classification under multiple Wi-Fi signal features. The experimental results demonstrate that the improved BP neural network can increase the classification accuracy of the classifier effectively, and achieve a high-precision indoor area location. Furthermore, it performs better practical results while ensuring the time complexity. The advantages of this method are high practicability, low cost, high prediction classification accuracy, and robust stability, which can achieve the efficient classification of the short-range area.

Keyword:

ant colony optimization algorithm back propagation neural network Indoor Wi-Fi location momentum term

Community:

  • [ 1 ] [Chen, Jinghui]Fuzhou Univ, Coll Math & Comp Sci, Key Lab Spatial Data Min & Informat Sharing, Minist Educ, Fuzhou, Fujian, Peoples R China
  • [ 2 ] [Dong, Chen]Fuzhou Univ, Coll Math & Comp Sci, Key Lab Spatial Data Min & Informat Sharing, Minist Educ, Fuzhou, Fujian, Peoples R China
  • [ 3 ] [He, Guorong]Fuzhou Univ, Coll Math & Comp Sci, Key Lab Spatial Data Min & Informat Sharing, Minist Educ, Fuzhou, Fujian, Peoples R China
  • [ 4 ] [Zhang, Xiaoyu]Fuzhou Univ, Coll Math & Comp Sci, Key Lab Spatial Data Min & Informat Sharing, Minist Educ, Fuzhou, Fujian, Peoples R China
  • [ 5 ] [Dong, Chen]Fujian Prov Key Lab Network Comp & Intelligent In, Fuzhou, Fujian, Peoples R China
  • [ 6 ] [Chen, Jinghui]Fujian Prov Key Lab Informat Secur Network Syst, Fuzhou, Fujian, Peoples R China
  • [ 7 ] [Dong, Chen]Fujian Prov Key Lab Informat Secur Network Syst, Fuzhou, Fujian, Peoples R China
  • [ 8 ] [He, Guorong]Fujian Prov Key Lab Informat Secur Network Syst, Fuzhou, Fujian, Peoples R China

Reprint 's Address:

  • 董晨

    [Dong, Chen]Fuzhou Univ, Coll Math & Comp Sci, Key Lab Spatial Data Min & Informat Sharing, Minist Educ, Fuzhou, Fujian, Peoples R China;;[Dong, Chen]Fujian Prov Key Lab Network Comp & Intelligent In, Fuzhou, Fujian, Peoples R China;;[Dong, Chen]Fujian Prov Key Lab Informat Secur Network Syst, Fuzhou, Fujian, Peoples R China

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Source :

TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES

ISSN: 1300-0632

Year: 2019

Issue: 4

Volume: 27

Page: 2511-2525

0 . 6 8 2

JCR@2019

1 . 2 0 0

JCR@2023

ESI Discipline: ENGINEERING;

ESI HC Threshold:150

JCR Journal Grade:4

CAS Journal Grade:4

Cited Count:

WoS CC Cited Count: 10

SCOPUS Cited Count: 14

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 2

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