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author:

Dong, C. (Dong, C..) [1] | Xiong, Z. (Xiong, Z..) [2] | Liu, X. (Liu, X..) [3] | Ye, Y. (Ye, Y..) [4] | Yang, Y. (Yang, Y..) [5] | Guo, W. (Guo, W..) [6]

Indexed by:

Scopus

Abstract:

With the development of science and technology, the accuracy requirements for solving engineering problems are getting stricter than before. Most structural design optimization problems in civil and mechanical engineering have proven to be the non-deterministic polynomial hard problems. The artificial bee colony (ABC) algorithm has been proven to be an effective method of design optimization problems. This paper proposes an improved ABC algorithm (DSM-ABC) combined with dual-search mechanism containing Lévy flight and differential self-perturbation and applies it to three classical structural design problems, including cantilever beam design, gear train design, and three-bar truss design. The experimental results of benchmark functions from CEC2005 reveal that the proposed DSM-ABC algorithm accelerates the convergence and improves the performance. Eventually, the obtained results of optimization structural design problems prove that the DSM-ABC algorithm has a strong superiority compared with the state-of-the-art algorithms in solving optimization engineering design problems. © 2013 IEEE.

Keyword:

Artificial bee colony algorithm; differential self-disturbance mechanism; dual search mechanism; engineering optimization; Lévy flight

Community:

  • [ 1 ] [Dong, C.]College of Mathematics and Computer Science, Fuzhou University, Fuzhou, Fujian, 350116, China
  • [ 2 ] [Dong, C.]Fujian Provincial Key Laboratory of Information Security of Network Systems, Fuzhou, Fujian, 350116, China
  • [ 3 ] [Dong, C.]Fujian Provincial Key Laboratory of Network Computing and Intelligent Information Processing, Fuzhou, Fujian, 350116, China
  • [ 4 ] [Xiong, Z.]College of Mathematics and Computer Science, Fuzhou University, Fuzhou, Fujian, 350116, China
  • [ 5 ] [Xiong, Z.]Fujian Provincial Key Laboratory of Information Security of Network Systems, Fuzhou, Fujian, 350116, China
  • [ 6 ] [Liu, X.]College of Mathematics and Computer Science, Fuzhou University, Fuzhou, Fujian, 350116, China
  • [ 7 ] [Liu, X.]Fujian Provincial Key Laboratory of Information Security of Network Systems, Fuzhou, Fujian, 350116, China
  • [ 8 ] [Ye, Y.]College of Mathematics and Computer Science, Fuzhou University, Fuzhou, Fujian, 350116, China
  • [ 9 ] [Ye, Y.]Fujian Provincial Key Laboratory of Information Security of Network Systems, Fuzhou, Fujian, 350116, China
  • [ 10 ] [Yang, Y.]College of Mathematics and Computer Science, Fuzhou University, Fuzhou, Fujian, 350116, China
  • [ 11 ] [Yang, Y.]Fujian Provincial Key Laboratory of Information Security of Network Systems, Fuzhou, Fujian, 350116, China
  • [ 12 ] [Guo, W.]College of Mathematics and Computer Science, Fuzhou University, Fuzhou, Fujian, 350116, China
  • [ 13 ] [Guo, W.]Fujian Provincial Key Laboratory of Network Computing and Intelligent Information Processing, Fuzhou, Fujian, 350116, China

Reprint 's Address:

  • [Guo, W.]College of Mathematics and Computer Science, Fuzhou UniversityChina

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Source :

IEEE Access

ISSN: 2169-3536

Year: 2019

Volume: 7

Page: 24571-24584

3 . 7 4 5

JCR@2019

3 . 4 0 0

JCR@2023

ESI HC Threshold:150

JCR Journal Grade:1

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 18

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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