Migrating Birds Optimization: A new metaheuristic approach and its performance on quadratic assignment problem

被引:206
作者
Duman, Ekrem [1 ]
Uysal, Mitat [2 ]
Alkaya, Ali Fuat [3 ]
机构
[1] Ozyegin Univ, Dept Ind Engn, Istanbul, Turkey
[2] Dogus Univ, Dept Comp Engn, Istanbul, Turkey
[3] Marmara Univ, Dept Comp Engn, Istanbul, Turkey
关键词
Metaheuristics; Optimization; Birds' migration; V-shape topology; Benefit mechanism; HYBRID GENETIC ALGORITHMS; FORMATION FLIGHT; DIFFERENTIAL EVOLUTION; ENERGY SAVINGS; SEARCH; FORMULATION;
D O I
10.1016/j.ins.2012.06.032
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We propose a new nature inspired metaheuristic approach based on the V flight formation of the migrating birds which is proven to be an effective formation in energy saving. Its performance is tested on quadratic assignment problem instances arising from a real life problem and very good results are obtained. The quality of the solutions we report are better than simulated annealing, tabu search, genetic algorithm, scatter search, particle swarm optimization, differential evolution and guided evolutionary simulated annealing approaches. The proposed method is also tested on a number of benchmark problems obtained from the QAPLIB and in most cases it was able to obtain the best known solutions. These results indicate that our new metaheuristic approach could be an important player in metaheuristic based optimization. (C) 2012 Elsevier Inc. All rights reserved.
引用
收藏
页码:65 / 77
页数:13
相关论文
共 54 条
[1]   On the use of multi neighbourhood structures within a Tabu-based memetic approach to university timetabling problems [J].
Abdullah, Salwani ;
Turabieh, Hamza .
INFORMATION SCIENCES, 2012, 191 :146-168
[2]   A survey of very large-scale neighborhood search techniques [J].
Ahuja, RK ;
Ergun, Ö ;
Orlin, JB ;
Punnen, AP .
DISCRETE APPLIED MATHEMATICS, 2002, 123 (1-3) :75-102
[3]   Kin selection and reciprocity in flight formation? [J].
Andersson, M ;
Wallander, J .
BEHAVIORAL ECOLOGY, 2004, 15 (01) :158-162
[4]   Application of Harmony Search algorithm to the solution of groundwater management models [J].
Ayvaz, M. Tamer .
ADVANCES IN WATER RESOURCES, 2009, 32 (06) :916-924
[5]   ENERGY SAVINGS THROUGH FORMATION FLIGHT - A REEXAMINATION OF THE VEE FORMATION [J].
BADGEROW, JP ;
HAINSWORTH, FR .
JOURNAL OF THEORETICAL BIOLOGY, 1981, 93 (01) :41-52
[6]   Routing design for less-than-truckload motor carriers using Ant Colony Optimization [J].
Barcos, L. ;
Rodriguez, V. ;
Alvarez, M. J. ;
Robuste, F. .
TRANSPORTATION RESEARCH PART E-LOGISTICS AND TRANSPORTATION REVIEW, 2010, 46 (03) :367-383
[7]  
Burkard R.E., 2010, QAPLIB QUADRATIC ASS
[8]   Comparative study of bio-inspired algorithms applied to the optimization of type-1 and type-2 fuzzy controllers for an autonomous mobile robot [J].
Castillo, Oscar ;
Martinez-Marroquin, Ricardo ;
Melin, Patricia ;
Valdez, Fevrier ;
Soria, Jose .
INFORMATION SCIENCES, 2012, 192 :19-38
[9]   GENETIC ALGORITHMS IN ASTRONOMY AND ASTROPHYSICS [J].
CHARBONNEAU, P .
ASTROPHYSICAL JOURNAL SUPPLEMENT SERIES, 1995, 101 (02) :309-334
[10]  
CUTTS CJ, 1994, J EXP BIOL, V189, P251