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author:

Dong, Chen (Dong, Chen.) [1] (Scholars:董晨) | Xiong, Ziqi (Xiong, Ziqi.) [2] | Liu, Ximeng (Liu, Ximeng.) [3] (Scholars:刘西蒙) | Ye, Yin (Ye, Yin.) [4] | Yang, Yang (Yang, Yang.) [5] | Guo, Wenzhong (Guo, Wenzhong.) [6] (Scholars:郭文忠)

Indexed by:

EI Scopus SCIE

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 Levy 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-ofthe-art algorithms in solving optimization engineering design problems.

Keyword:

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

Community:

  • [ 1 ] [Dong, Chen]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350116, Fujian, Peoples R China
  • [ 2 ] [Xiong, Ziqi]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350116, Fujian, Peoples R China
  • [ 3 ] [Liu, Ximeng]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350116, Fujian, Peoples R China
  • [ 4 ] [Ye, Yin]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350116, Fujian, Peoples R China
  • [ 5 ] [Yang, Yang]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350116, Fujian, Peoples R China
  • [ 6 ] [Guo, Wenzhong]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350116, Fujian, Peoples R China
  • [ 7 ] [Dong, Chen]Fujian Prov Key Lab Informat Secur Network Syst, Fuzhou 350116, Fujian, Peoples R China
  • [ 8 ] [Xiong, Ziqi]Fujian Prov Key Lab Informat Secur Network Syst, Fuzhou 350116, Fujian, Peoples R China
  • [ 9 ] [Liu, Ximeng]Fujian Prov Key Lab Informat Secur Network Syst, Fuzhou 350116, Fujian, Peoples R China
  • [ 10 ] [Ye, Yin]Fujian Prov Key Lab Informat Secur Network Syst, Fuzhou 350116, Fujian, Peoples R China
  • [ 11 ] [Yang, Yang]Fujian Prov Key Lab Informat Secur Network Syst, Fuzhou 350116, Fujian, Peoples R China
  • [ 12 ] [Dong, Chen]Fujian Prov Key Lab Network Comp & Intelligent In, Fuzhou 350116, Fujian, Peoples R China
  • [ 13 ] [Guo, Wenzhong]Fujian Prov Key Lab Network Comp & Intelligent In, Fuzhou 350116, Fujian, Peoples R China

Reprint 's Address:

  • 郭文忠

    [Guo, Wenzhong]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350116, Fujian, Peoples R China;;[Guo, Wenzhong]Fujian Prov Key Lab Network Comp & Intelligent In, Fuzhou 350116, Fujian, Peoples R China

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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 Discipline: ENGINEERING;

ESI HC Threshold:150

JCR Journal Grade:1

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count: 13

SCOPUS Cited Count: 17

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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