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
来源
2014 TENTH INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY (CIS) | 2014年
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 12 条
[1]   Solution of Optimal Power Flow Subject to Security Constraints by a New Improved Bacterial Foraging Method [J].
Amjady, Nima ;
Fatemi, Hamzeh ;
Zareipour, Hamidreza .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2012, 27 (03) :1311-1323
[2]  
[Anonymous], P IEEE JOINT INT C P
[3]   Automatic circle detection on digital images with an adaptive bacterial foraging algorithm [J].
Dasgupta, Sambarta ;
Das, Swagatam ;
Biswas, Arijit ;
Abraham, Ajith .
SOFT COMPUTING, 2010, 14 (11) :1151-1164
[4]   Fuzzy Optimal Phase Balancing of Radial and Meshed Distribution Networks Using BF-PSO Algorithm [J].
Hooshmand, Rahmat Allah ;
Soltani, Shirin .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2012, 27 (01) :47-57
[5]   Bacteria Foraging Optimization Based Bidding Strategy Under Transmission Congestion [J].
Jain, Arvind Kumar ;
Srivastava, Suresh Chandra ;
Singh, Sri Niwas ;
Srivastava, Laxmi .
IEEE SYSTEMS JOURNAL, 2015, 9 (01) :141-151
[6]   An Exploration of Topologies and Communication in Large Particle Swarms [J].
McNabb, Andrew ;
Gardner, Matthew ;
Seppi, Kevin .
2009 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-5, 2009, :712-719
[7]   A hybrid least square-fuzzy bacterial foraging strategy for harmonic estimation [J].
Mishra, S .
IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2005, 9 (01) :61-73
[8]  
Niu B, 2014, LECT N BIOINFORMAT, V8590, P424, DOI 10.1007/978-3-319-09330-7_49
[9]  
Niu B, 2012, LECT NOTES ARTIF INT, V7390, P672, DOI 10.1007/978-3-642-31576-3_85
[10]   Hybrid Bacterial Foraging Optimization Strategy for Automated Experimental Control Design in Electrical Drives [J].
Okaeme, Nnamdi A. ;
Zanchetta, Pericle .
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2013, 9 (02) :668-678