Modified differential evolution algorithm for solving minimum spanning tree

被引:4
|
作者
Jain, Sanjay [1 ]
Kumar, Sandeep [1 ]
Sharma, Vivek Kumar [2 ]
Poonia, Ramesh C. [3 ]
Lamba, Narendra Pal [4 ]
机构
[1] Amity Univ Jaipur, Dept Comp Sci & Engn, Jaipur 302002, Rajasthan, India
[2] Jagannath Univ, Dept Engn & Technol, Jaipur 303901, Rajasthan, India
[3] Norwegian Univ Sci & Technol, Fac Informat Technol & Elect Engn, Dept ICT & Nat Sci, Cyber Phys Syst Lab, Alesund, Norway
[4] Amity Univ Jaipur, Dept Chem, Jaipur 302002, Rajasthan, India
来源
关键词
Evolutionary intelligence; Optimization; Path planning; Nature inspired algorithm;
D O I
10.1080/02522667.2020.1733195
中图分类号
G25 [图书馆学、图书馆事业]; G35 [情报学、情报工作];
学科分类号
1205 ; 120501 ;
摘要
Differential evolution (DE) is a stochastic approach based on the concept of natural evolution. It is very simple and robust evolutionary algorithm. DE has three simple steps and it is easy to implement. It is a popular meta-heuristics that efficiently solved various complex optimization problems. This paper addressed the minimum spanning tree problem. Here a new variant of DE with new scaling factor inspired by peregrine preying pattern. In addition to new scaling factor it make use of global best solution for updating current solution. Results shows that modified DE performs significantly better than other competitive algorithms for considered minimum spanning tree.
引用
收藏
页码:633 / 639
页数:7
相关论文
共 50 条
  • [41] A genetic algorithm for the Capacitated Minimum Spanning Tree problem
    de Lacerda, Estefane George Macedo
    de Medeiros, Manoel Firmino
    [J]. 2006 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-6, 2006, : 725 - +
  • [42] An Improved Minimum Spanning Tree Stereo Matching Algorithm
    Liu, Zhigang
    Li, Keyu
    Zhang, Xiaoxue
    [J]. 2015 27TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2015, : 1866 - 1869
  • [43] A distributed algorithm for constructing a minimum diameter spanning tree
    Bui, M
    Butelle, F
    Lavault, C
    [J]. JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING, 2004, 64 (05) : 571 - 577
  • [44] A Distributed Parallel Algorithm for the Minimum Spanning Tree Problem
    Mazeev, Artem
    Semenov, Alexander
    Simonov, Alexey
    [J]. PARALLEL COMPUTATIONAL TECHNOLOGIES, PCT 2017, 2017, 753 : 101 - 113
  • [45] Algorithm of documents clustering based on Minimum Spanning Tree
    Zheng, XS
    He, PL
    Tian, M
    Yuan, FY
    [J]. 2003 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-5, PROCEEDINGS, 2003, : 199 - 203
  • [46] The design and analysis of algorithm of minimum cost spanning tree
    Xu, XS
    Liu, DC
    Wu, LH
    [J]. ACTA MATHEMATICA SCIENTIA, 1996, 16 (03) : 296 - 301
  • [47] A new algorithm for the minimum spanning tree verification problem
    Matthew Williamson
    K. Subramani
    [J]. Computational Optimization and Applications, 2015, 61 : 189 - 204
  • [48] A new proof of the GHS minimum spanning tree algorithm
    Moses, Yoram
    Shimony, Benny
    [J]. DISTRIBUTED COMPUTING, PROCEEDINGS, 2006, 4167 : 120 - +
  • [49] An Algorithm for the Minimum Spanning Tree Problem with Uncertain Structures
    Hernandes, F.
    Lourenco, M. H. R. S.
    [J]. IEEE LATIN AMERICA TRANSACTIONS, 2015, 13 (12) : 3885 - 3889
  • [50] A new efficient parallel algorithm for minimum spanning tree
    de Alencar Vasconcellos, Jucele Franca
    Caceres, Edson Norberto
    Mongelli, Henrique
    Song, Siang Wun
    [J]. 2018 30TH INTERNATIONAL SYMPOSIUM ON COMPUTER ARCHITECTURE AND HIGH PERFORMANCE COMPUTING (SBAC-PAD 2018), 2018, : 107 - 114