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Author:

Zhao, Xiao-Hua (Zhao, Xiao-Hua.) | Tan, Ling-Long (Tan, Ling-Long.) | Hu, Dun-Li (Hu, Dun-Li.)

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Abstract:

A new algorithm based on FCM, Sub_FCM is presented. This algorithm is combined with subtractive clustering and cluster validity evaluation. It can be used to determine the optimal cluster number and initialize clustering prototype automatically. An automatic classification model based on Alternative Optimization strategy and an unsupervised machine learning method are proposed. Experiments show that the internal structure of the traffic flow data is revealed correctly and the proper traffic flow range is determined automatically. The results lay the foundation for applying a proper control algorithm.

Keyword:

Traffic surveys Learning systems Automatic programming Clustering algorithms

Author Community:

  • [ 1 ] [Zhao, Xiao-Hua]Key Lab. of Transportation in Beijing, Beijing University of Technology, Beijing 100124, China
  • [ 2 ] [Tan, Ling-Long]School of Electromechanical Engineering, North China University of Technology, Beijing 100041, China
  • [ 3 ] [Hu, Dun-Li]School of Electromechanical Engineering, North China University of Technology, Beijing 100041, China

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Source :

Journal of Beijing University of Technology

ISSN: 0254-0037

Year: 2011

Issue: 8

Volume: 37

Page: 1169-1174

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: 3

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