DocumentCode :
230950
Title :
Performance evaluation of a new modified firefly algorithm
Author :
Goel, Shivani ; Panchal, V.K.
Author_Institution :
Comput. Sci. Dept., Maharaja Surajmal Inst. of Technol., New Delhi, India
fYear :
2014
fDate :
8-10 Oct. 2014
Firstpage :
1
Lastpage :
6
Abstract :
New advancements in Meta-heuristics have forced the researchers to modify the existing algorithms in order to make them widely applicable to a large pool of complex problem set. Firefly Algorithm being a new nature-inspired algorithm has been used extensively for solving various optimization problems. The standard version namely, Standard Firefly Algorithm(SFA) was introduced in 2008 which uses the flashing behaviour of fireflies during night to obtain an optimization solution to a given problem. Two new modified variants of the SFA were introduced in 2012 which eliminated some of the limitations of the SFA. In this work, a new modified version of the current algorithm namely, New Modified Firefly Algorithm (NMFA) has been proposed and later its performance on various parameters is compared with SFA and its two more variants. Results demonstrate that the proposed algorithm is better in performance in comparison to all the other three algorithms when executed under a given set of control parameters. Other useful results of SFA and its variants are also tabulated.
Keywords :
optimisation; swarm intelligence; NMFA; SFA; control parameters; meta-heuristics; modified firefly algorithm; nature-inspired algorithm; new modified firefly algorithm; optimization problems; performance evaluation; standard firefly algorithm; Algorithm design and analysis; Convergence; Equations; Linear programming; Optimization; Sociology; Statistics; Artificial Intelligence; Meta-heuristic Algorithms; Modified Firefly Algorithms; New Modified Firefly Algorithm; Standard Firefly Algorithm; Swarm Intelligence;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Reliability, Infocom Technologies and Optimization (ICRITO) (Trends and Future Directions), 2014 3rd International Conference on
Conference_Location :
Noida
Print_ISBN :
978-1-4799-6895-4
Type :
conf
DOI :
10.1109/ICRITO.2014.7014717
Filename :
7014717
Link To Document :
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