TY - JOUR
T1 - A binary coded firefly algorithm that solves the set covering problem
AU - Crawford, Broderick
AU - Soto, Ricardo
AU - Olivares-Suárez, Miguel
AU - Palma, Wenceslao
AU - Paredes, Fernando
AU - Olguín, Eduardo
AU - Norero, Enrique
PY - 2014
Y1 - 2014
N2 - This work presents a study of a new binary coded firefly algorithm. The firefly algorithm is a novel nature-inspired metaheuristic, inspired by the social behavior of fireflies, which is being applied to solve many optimization problems. We test the proposed binary coded firefly algorithm solving the non-unicost set covering problem which is a well-known NP-hard discrete optimization problem with many practical applications. To tackle the mapping from a continuous search space to a discrete search space we use different transfer functions which are investigated in terms of convergence speed and accuracy of results. The experimental results show the effectiveness of our approach where the binary coded firefly algorithm produce competitive results solving a portfolio of set covering problems from the OR-Library.
AB - This work presents a study of a new binary coded firefly algorithm. The firefly algorithm is a novel nature-inspired metaheuristic, inspired by the social behavior of fireflies, which is being applied to solve many optimization problems. We test the proposed binary coded firefly algorithm solving the non-unicost set covering problem which is a well-known NP-hard discrete optimization problem with many practical applications. To tackle the mapping from a continuous search space to a discrete search space we use different transfer functions which are investigated in terms of convergence speed and accuracy of results. The experimental results show the effectiveness of our approach where the binary coded firefly algorithm produce competitive results solving a portfolio of set covering problems from the OR-Library.
KW - Binary firefly algorithm
KW - Metaheuristic
KW - Set covering problem
UR - http://www.scopus.com/inward/record.url?scp=84929623628&partnerID=8YFLogxK
M3 - Article
AN - SCOPUS:84929623628
SN - 1453-8245
VL - 17
SP - 252
EP - 264
JO - Romanian Journal of Information Science and Technology
JF - Romanian Journal of Information Science and Technology
IS - 3
ER -