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Author:

Jiang, Weijin (Jiang, Weijin.) | Zhang, Xiaoqi (Zhang, Xiaoqi.) | Zhang, Changfan (Zhang, Changfan.) | Xu, Yusheng (Xu, Yusheng.) | Sun, Xingming (Sun, Xingming.)

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EI Scopus

Abstract:

Combining the BP algorithm and evolution algorithm, the gradient-BP algorithm (EBP) was proposed. Because BP algorithm used the idea of gradient descent, it was unavoidable that local minimalism unperfected exists. Evolution algorithm was a technique that simulates the evolution of animal. We introduced evolution algorithm into BP algorithm and it formed an evolution-BP algorithm. EBP algorithm absorbed nonlinear information of the error function, and it didn't depend on the gradient information of target function. It not just improves the speed of local constringency, but also has the ability of global constringency. It avoids the possibility of local minimalism, and improves model' precise and the speed of calculate.

Keyword:

Evolutionary algorithms Error analysis Mathematical models Nonlinear systems Neural networks Computer simulation

Author Community:

  • [ 1 ] [Jiang, Weijin]Department of Computer, Zhuzhou Institute of Technology, Zhuzhou 412008, China
  • [ 2 ] [Zhang, Xiaoqi]Department of Computer, Zhuzhou Institute of Technology, Zhuzhou 412008, China
  • [ 3 ] [Zhang, Changfan]Department of Computer, Zhuzhou Institute of Technology, Zhuzhou 412008, China
  • [ 4 ] [Xu, Yusheng]Coll. of Mech. Eng./Appl. Electron., Beijing University of Technology, Beijing 100022, China
  • [ 5 ] [Sun, Xingming]Department of Computer, Zhuzhou Institute of Technology, Zhuzhou 412008, China

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Source :

Year: 2004

Volume: 3

Page: 1963-1967

Language: Chinese

Cited Count:

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ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 10

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