Improved Bacterial Foraging Optimization Algorithm with Information Communication Mechanism

被引:6
|
作者
Niu, Ben [1 ,2 ,3 ]
Liu, Jing [1 ]
Bi, Ying [1 ]
Xie, Ting [1 ]
Tan, Lijing [4 ]
机构
[1] Shenzhen Univ, Coll Management, Shenzhen 518060, Peoples R China
[2] Hong Kong Polytech Univ, Dept Ind & Syst Engn, Hong Kong, Hong Kong, Peoples R China
[3] Chinese Acad Sci, Hefei Inst Intelligent Machine, Hefei, Peoples R China
[4] Shenzhen Inst Informat Technol, Sch Business Adm, Shenzhen 518172, Peoples R China
关键词
Bacterial Foraging Optimization; neighborhood topology; information communication;
D O I
10.1109/CIS.2014.106
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, a Structure-Redesigned-Based Bacterial Foraging Optimization (SRBFO) proposed in the previous work is used to reduce the computational time. Then by transplanting information communication mechanism to SRBFO, we proposed several variants of SRBFO with different topology structures, which are called SRBFO-ST, SRBFO-FC, SRBFO-Ri, SRBFO-VN and SRBFO-DN, respectively. A series of experiments are conducted to test the performance of those proposed algorithms and the superiority of them have been demonstrated.
引用
收藏
页码:47 / 51
页数:5
相关论文
共 50 条
  • [21] Bacterial Foraging Optimization Algorithm for Menu Planning
    Hernandez-Ocana, Betania
    Chavez-Bosquez, Oscar
    Hernandez-Torruco, Jose
    Canul-Reich, Juana
    Pozos-Parra, Pilar
    IEEE ACCESS, 2018, 6 : 8619 - 8629
  • [22] Analysis and improvement of the bacterial foraging optimization algorithm
    Dang, J. (Dangjw@mail.lzjtu.cn), 1600, Korean Institute of Information Scientists and Engineers (08):
  • [23] The Core Mechanism of Adaptive Bacterial Foraging Optimization
    Liu, Wei
    Chen, H-X
    Chen, H-N
    Chen, M-Sh
    2010 THE 3RD INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND INDUSTRIAL APPLICATION (PACIIA2010), VOL VIII, 2010, : 92 - 95
  • [24] An Improved DV-HOP Algorithm for Indoor Positioning Based on Bacterial Foraging Optimization
    Huang, Hongji
    Chen, Hongli
    Cheng, Shuoya
    Li, Fei
    2016 8TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS & SIGNAL PROCESSING (WCSP), 2016,
  • [25] Dynamic Bayesian network structure learning based on an improved bacterial foraging optimization algorithm
    Meng, Guanglei
    Cong, Zelin
    Li, Tingting
    Wang, Chenguang
    Zhou, Mingzhe
    Wang, Biao
    SCIENTIFIC REPORTS, 2024, 14 (01) : 8266
  • [26] A Collision Avoidance Method for Intelligent Ship Based on the Improved Bacterial Foraging Optimization Algorithm
    Wang, Xingzhong
    Kou, Xinghua
    Huang, Jinfeng
    Tan, Xianchun
    JOURNAL OF ROBOTICS, 2021, 2021
  • [27] The Core Mechanism of Adaptive Bacterial Foraging Optimization
    Liu, Wei
    Chen, H. -X.
    Chen, H. -N.
    Chen, M. -Sh.
    2011 INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION AND INDUSTRIAL APPLICATION (ICIA2011), VOL III, 2011, : 92 - 95
  • [28] Incorporating Particle Swarm Optimization into Improved Bacterial Foraging Optimization Algorithm Applied to Classify Imbalanced Data
    Ye, Fu-Lan
    Lee, Chou-Yuan
    Lee, Zne-Jung
    Huang, Jian-Qiong
    Tu, Jih-Fu
    SYMMETRY-BASEL, 2020, 12 (02):
  • [29] An improved manta ray foraging optimization algorithm
    Qu, Pengju
    Yuan, Qingni
    Du, Feilong
    Gao, Qingyang
    SCIENTIFIC REPORTS, 2024, 14 (01)