TY - JOUR
T1 - Grasshopper Optimization Algorithm
T2 - Theory, Variants, and Applications
AU - Meraihi, Yassine
AU - Gabis, Asma Benmessaoud
AU - Mirjalili, Seyedali
AU - Ramdane-Cherif, Amar
N1 - Publisher Copyright:
CCBY
PY - 2021
Y1 - 2021
N2 - Grasshopper Optimization Algorithm (GOA) is a recent swarm intelligence algorithm inspired by the foraging and swarming behavior of grasshoppers in nature. The GOA algorithm has been successfully applied to solve various optimization problems in several domains and demonstrated its merits in the literature. This paper proposes a comprehensive review of GOA based on more than 120 scientific articles published by leading publishers: IEEE, Springer, Elsevier, IET, Hindawi, and others. It provides the GOA variants, including multi-objective and hybrid variants. It also discusses the main applications of GOA in various fields such as scheduling, economic dispatch, feature selection, load frequency control, distributed generation, wind energy system, and other engineering problems. Finally, the paper provides some possible future research directions in this area.
AB - Grasshopper Optimization Algorithm (GOA) is a recent swarm intelligence algorithm inspired by the foraging and swarming behavior of grasshoppers in nature. The GOA algorithm has been successfully applied to solve various optimization problems in several domains and demonstrated its merits in the literature. This paper proposes a comprehensive review of GOA based on more than 120 scientific articles published by leading publishers: IEEE, Springer, Elsevier, IET, Hindawi, and others. It provides the GOA variants, including multi-objective and hybrid variants. It also discusses the main applications of GOA in various fields such as scheduling, economic dispatch, feature selection, load frequency control, distributed generation, wind energy system, and other engineering problems. Finally, the paper provides some possible future research directions in this area.
KW - Economics
KW - Education
KW - Genetic algorithms
KW - GOA
KW - Grasshopper Optimization Algorithm
KW - Licenses
KW - Meta-heuristics
KW - MIMICs
KW - Optimization
KW - Particle swarm optimization
KW - Population-based Algorithm
KW - Swarm Intelligence
UR - http://www.scopus.com/inward/record.url?scp=85103244259&partnerID=8YFLogxK
U2 - 10.1109/ACCESS.2021.3067597
DO - 10.1109/ACCESS.2021.3067597
M3 - Article
AN - SCOPUS:85103244259
SN - 2169-3536
JO - IEEE Access
JF - IEEE Access
ER -