The Ant Lion Optimizer

•The Ant Lion Optimizer inspired by the hunting mechanism of antlions is proposed.•The ALO algorithm is benchmarked on 29 well-known test functions.•The results on the unimodal functions show the superior exploitation of ALO.•The exploratory ability of ALO is confirmed by the results on multimodal f...

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Vydané v:	Advances in engineering software (1992) Ročník 83; s. 80 - 98
Hlavný autor:	Mirjalili, Seyedali
Médium:	Journal Article
Jazyk:	English
Vydavateľské údaje:	Elsevier Ltd 01.05.2015
Predmet:	Algorithm Algorithms Ants Benchmark Constrained optimization Constraints Construction Genetic algorithm Heuristic algorithm Hunting Mathematical analysis Optimization Particle swarm optimization Propellers Searching Heuristic algorithm Genetic algorithm Benchmark Particle swarm optimization Algorithm Optimization Constrained optimization
ISSN:	0965-9978
On-line prístup:	Získať plný text
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Abstract	•The Ant Lion Optimizer inspired by the hunting mechanism of antlions is proposed.•The ALO algorithm is benchmarked on 29 well-known test functions.•The results on the unimodal functions show the superior exploitation of ALO.•The exploratory ability of ALO is confirmed by the results on multimodal functions.•The results on real problems confirm the performance of ALO in practice. This paper proposes a novel nature-inspired algorithm called Ant Lion Optimizer (ALO). The ALO algorithm mimics the hunting mechanism of antlions in nature. Five main steps of hunting prey such as the random walk of ants, building traps, entrapment of ants in traps, catching preys, and re-building traps are implemented. The proposed algorithm is benchmarked in three phases. Firstly, a set of 19 mathematical functions is employed to test different characteristics of ALO. Secondly, three classical engineering problems (three-bar truss design, cantilever beam design, and gear train design) are solved by ALO. Finally, the shapes of two ship propellers are optimized by ALO as challenging constrained real problems. In the first two test phases, the ALO algorithm is compared with a variety of algorithms in the literature. The results of the test functions prove that the proposed algorithm is able to provide very competitive results in terms of improved exploration, local optima avoidance, exploitation, and convergence. The ALO algorithm also finds superior optimal designs for the majority of classical engineering problems employed, showing that this algorithm has merits in solving constrained problems with diverse search spaces. The optimal shapes obtained for the ship propellers demonstrate the applicability of the proposed algorithm in solving real problems with unknown search spaces as well. Note that the source codes of the proposed ALO algorithm are publicly available at http://www.alimirjalili.com/ALO.html.
AbstractList	This paper proposes a novel nature-inspired algorithm called Ant Lion Optimizer (ALO). The ALO algorithm mimics the hunting mechanism of antlions in nature. Five main steps of hunting prey such as the random walk of ants, building traps, entrapment of ants in traps, catching preys, and re-building traps are implemented. The proposed algorithm is benchmarked in three phases. Firstly, a set of 19 mathematical functions is employed to test different characteristics of ALO. Secondly, three classical engineering problems (three-bar truss design, cantilever beam design, and gear train design) are solved by ALO. Finally, the shapes of two ship propellers are optimized by ALO as challenging constrained real problems. In the first two test phases, the ALO algorithm is compared with a variety of algorithms in the literature. The results of the test functions prove that the proposed algorithm is able to provide very competitive results in terms of improved exploration, local optima avoidance, exploitation, and convergence. The ALO algorithm also finds superior optimal designs for the majority of classical engineering problems employed, showing that this algorithm has merits in solving constrained problems with diverse search spaces. The optimal shapes obtained for the ship propellers demonstrate the applicability of the proposed algorithm in solving real problems with unknown search spaces as well. Note that the source codes of the proposed ALO algorithm are publicly available at http://www.alimirjalili.com/ALO.html. •The Ant Lion Optimizer inspired by the hunting mechanism of antlions is proposed.•The ALO algorithm is benchmarked on 29 well-known test functions.•The results on the unimodal functions show the superior exploitation of ALO.•The exploratory ability of ALO is confirmed by the results on multimodal functions.•The results on real problems confirm the performance of ALO in practice. This paper proposes a novel nature-inspired algorithm called Ant Lion Optimizer (ALO). The ALO algorithm mimics the hunting mechanism of antlions in nature. Five main steps of hunting prey such as the random walk of ants, building traps, entrapment of ants in traps, catching preys, and re-building traps are implemented. The proposed algorithm is benchmarked in three phases. Firstly, a set of 19 mathematical functions is employed to test different characteristics of ALO. Secondly, three classical engineering problems (three-bar truss design, cantilever beam design, and gear train design) are solved by ALO. Finally, the shapes of two ship propellers are optimized by ALO as challenging constrained real problems. In the first two test phases, the ALO algorithm is compared with a variety of algorithms in the literature. The results of the test functions prove that the proposed algorithm is able to provide very competitive results in terms of improved exploration, local optima avoidance, exploitation, and convergence. The ALO algorithm also finds superior optimal designs for the majority of classical engineering problems employed, showing that this algorithm has merits in solving constrained problems with diverse search spaces. The optimal shapes obtained for the ship propellers demonstrate the applicability of the proposed algorithm in solving real problems with unknown search spaces as well. Note that the source codes of the proposed ALO algorithm are publicly available at http://www.alimirjalili.com/ALO.html.
Author	Mirjalili, Seyedali
Author_xml	– sequence: 1 givenname: Seyedali surname: Mirjalili fullname: Mirjalili, Seyedali email: seyedali.mirjalili@griffithuni.edu.au organization: School of Information and Communication Technology, Griffith University, Nathan, Brisbane, QLD 4111, Australia
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Snippet	•The Ant Lion Optimizer inspired by the hunting mechanism of antlions is proposed.•The ALO algorithm is benchmarked on 29 well-known test functions.•The... This paper proposes a novel nature-inspired algorithm called Ant Lion Optimizer (ALO). The ALO algorithm mimics the hunting mechanism of antlions in nature....
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SubjectTerms	Algorithm Algorithms Ants Benchmark Constrained optimization Constraints Construction Genetic algorithm Heuristic algorithm Hunting Mathematical analysis Optimization Particle swarm optimization Propellers Searching
Title	The Ant Lion Optimizer
URI	https://dx.doi.org/10.1016/j.advengsoft.2015.01.010 https://www.proquest.com/docview/1770326097
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