DocumentCode :
83788
Title :
A Spatially Informative Optic Flow Model of Bee Colony With Saccadic Flight Strategy for Global Optimization
Author :
Das, S. ; Biswas, Santosh ; Panigrahi, B.K. ; Kundu, Sandipan ; Basu, Debdeep
Author_Institution :
Electron. & Commun. Sci. Unit, Indian Stat. Inst., Kolkata, India
Volume :
44
Issue :
10
fYear :
2014
fDate :
Oct. 2014
Firstpage :
1884
Lastpage :
1897
Abstract :
This paper presents a novel search metaheuristic inspired from the physical interpretation of the optic flow of information in honeybees about the spatial surroundings that help them orient themselves and navigate through search space while foraging. The interpreted behavior combined with the minimal foraging is simulated by the artificial bee colony algorithm to develop a robust search technique that exhibits elevated performance in multidimensional objective space. Through detailed experimental study and rigorous analysis, we highlight the statistical superiority enjoyed by our algorithm over a wide variety of functions as compared to some highly competitive state-of-the-art methods.
Keywords :
optimisation; search problems; artificial bee colony algorithm; global optimization; honeybees; minimal foraging; multidimensional objective space; robust search technique; saccadic flight strategy; search metaheuristic; search space; spatially informative optic flow model; Algorithm design and analysis; Biomedical optical imaging; Image color analysis; Optimization; Radiation detectors; Tin; Visualization; Artificial bee colony algorithm; foraging; global optimization; locomotion; metaheuristics; optic flow model; saccadic flight; swarm;
fLanguage :
English
Journal_Title :
Cybernetics, IEEE Transactions on
Publisher :
ieee
ISSN :
2168-2267
Type :
jour
DOI :
10.1109/TCYB.2014.2298916
Filename :
6729069
Link To Document :
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