TY - JOUR
T1 - Optimization of problems with multiple objectives using the multi-verse optimization algorithm
AU - Mirjalili, Seyedali
AU - Jangir, Pradeep
AU - Mirjalili, Seyedeh Zahra
AU - Saremi, Shahrzad
AU - Trivedi, Indrajit N.
PY - 2017/10/15
Y1 - 2017/10/15
N2 - This work proposes the multi-objective version of the recently proposed Multi-Verse Optimizer (MVO) called Multi-Objective Multi-Verse Optimizer (MOMVO). The same concepts of MVO are used for converging towards the best solutions in a multi-objective search space. For maintaining and improving the coverage of Pareto optimal solutions obtained, however, an archive with an updating mechanism is employed. To test the performance of MOMVO, 80 case studies are employed including 49 unconstrained multi-objective test functions, 10 constrained multi-objective test functions, and 21 engineering design multi-objective problems. The results are compared quantitatively and qualitatively with other algorithms using a variety of performance indicators, which show the merits of this new MOMVO algorithm in solving a wide range of problems with different characteristics.
AB - This work proposes the multi-objective version of the recently proposed Multi-Verse Optimizer (MVO) called Multi-Objective Multi-Verse Optimizer (MOMVO). The same concepts of MVO are used for converging towards the best solutions in a multi-objective search space. For maintaining and improving the coverage of Pareto optimal solutions obtained, however, an archive with an updating mechanism is employed. To test the performance of MOMVO, 80 case studies are employed including 49 unconstrained multi-objective test functions, 10 constrained multi-objective test functions, and 21 engineering design multi-objective problems. The results are compared quantitatively and qualitatively with other algorithms using a variety of performance indicators, which show the merits of this new MOMVO algorithm in solving a wide range of problems with different characteristics.
KW - Algorithm
KW - Benchmark
KW - Genetic algorithm
KW - Heuristic algorithm
KW - Multi-objective optimization
KW - Optimization
KW - Particle swarm optimization
UR - http://www.scopus.com/inward/record.url?scp=85027262522&partnerID=8YFLogxK
U2 - 10.1016/j.knosys.2017.07.018
DO - 10.1016/j.knosys.2017.07.018
M3 - Article
AN - SCOPUS:85027262522
SN - 0950-7051
VL - 134
SP - 50
EP - 71
JO - Knowledge-Based Systems
JF - Knowledge-Based Systems
ER -