Snow Leopard Optimization Algorithm: A New Nature-Based Optimization Algorithm for Solving Optimization Problems

Numerous optimization problems have been defined in different disciplines of science that must be optimized using effective techniques. Optimization algorithms are an effective and widely used method of solving optimization problems that are able to provide suitable solutions for optimization proble...

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Autores principales:	Petr Coufal, Štěpán Hubálovský, Marie Hubálovská, Zoltan Balogh
Formato:	article
Lenguaje:	EN
Publicado:	MDPI AG 2021
Materias:	optimization optimization algorithm nature-based algorithm snow leopard optimization problem Mathematics QA1-939
Acceso en línea:	https://doaj.org/article/86e91d759b334555b323f275c8a3bac3
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id	oai:doaj.org-article:86e91d759b334555b323f275c8a3bac3
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spelling	oai:doaj.org-article:86e91d759b334555b323f275c8a3bac32021-11-11T18:21:24ZSnow Leopard Optimization Algorithm: A New Nature-Based Optimization Algorithm for Solving Optimization Problems10.3390/math92128322227-7390https://doaj.org/article/86e91d759b334555b323f275c8a3bac32021-11-01T00:00:00Zhttps://www.mdpi.com/2227-7390/9/21/2832https://doaj.org/toc/2227-7390Numerous optimization problems have been defined in different disciplines of science that must be optimized using effective techniques. Optimization algorithms are an effective and widely used method of solving optimization problems that are able to provide suitable solutions for optimization problems. In this paper, a new nature-based optimization algorithm called Snow Leopard Optimization Algorithm (SLOA) is designed that mimics the natural behaviors of snow leopards. SLOA is simulated in four phases including travel routes, hunting, reproduction, and mortality. The different phases of the proposed algorithm are described and then the mathematical modeling of the SLOA is presented in order to implement it on different optimization problems. A standard set of objective functions, including twenty-three functions, is used to evaluate the ability of the proposed algorithm to optimize and provide appropriate solutions for optimization problems. Also, the optimization results obtained from the proposed SLOA are compared with eight other well-known optimization algorithms. The optimization results show that the proposed SLOA has a high ability to solve various optimization problems. Also, the analysis and comparison of the optimization results obtained from the SLOA with the other eight algorithms shows that the SLOA is able to provide more appropriate quasi-optimal solutions and closer to the global optimal, and with better performance, it is much more competitive than similar algorithms.Petr CoufalŠtěpán HubálovskýMarie HubálovskáZoltan BaloghMDPI AGarticleoptimizationoptimization algorithmnature-based algorithmsnow leopardoptimization problemMathematicsQA1-939ENMathematics, Vol 9, Iss 2832, p 2832 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	optimization optimization algorithm nature-based algorithm snow leopard optimization problem Mathematics QA1-939
spellingShingle	optimization optimization algorithm nature-based algorithm snow leopard optimization problem Mathematics QA1-939 Petr Coufal Štěpán Hubálovský Marie Hubálovská Zoltan Balogh Snow Leopard Optimization Algorithm: A New Nature-Based Optimization Algorithm for Solving Optimization Problems
description	Numerous optimization problems have been defined in different disciplines of science that must be optimized using effective techniques. Optimization algorithms are an effective and widely used method of solving optimization problems that are able to provide suitable solutions for optimization problems. In this paper, a new nature-based optimization algorithm called Snow Leopard Optimization Algorithm (SLOA) is designed that mimics the natural behaviors of snow leopards. SLOA is simulated in four phases including travel routes, hunting, reproduction, and mortality. The different phases of the proposed algorithm are described and then the mathematical modeling of the SLOA is presented in order to implement it on different optimization problems. A standard set of objective functions, including twenty-three functions, is used to evaluate the ability of the proposed algorithm to optimize and provide appropriate solutions for optimization problems. Also, the optimization results obtained from the proposed SLOA are compared with eight other well-known optimization algorithms. The optimization results show that the proposed SLOA has a high ability to solve various optimization problems. Also, the analysis and comparison of the optimization results obtained from the SLOA with the other eight algorithms shows that the SLOA is able to provide more appropriate quasi-optimal solutions and closer to the global optimal, and with better performance, it is much more competitive than similar algorithms.
format	article
author	Petr Coufal Štěpán Hubálovský Marie Hubálovská Zoltan Balogh
author_facet	Petr Coufal Štěpán Hubálovský Marie Hubálovská Zoltan Balogh
author_sort	Petr Coufal
title	Snow Leopard Optimization Algorithm: A New Nature-Based Optimization Algorithm for Solving Optimization Problems
title_short	Snow Leopard Optimization Algorithm: A New Nature-Based Optimization Algorithm for Solving Optimization Problems
title_full	Snow Leopard Optimization Algorithm: A New Nature-Based Optimization Algorithm for Solving Optimization Problems
title_fullStr	Snow Leopard Optimization Algorithm: A New Nature-Based Optimization Algorithm for Solving Optimization Problems
title_full_unstemmed	Snow Leopard Optimization Algorithm: A New Nature-Based Optimization Algorithm for Solving Optimization Problems
title_sort	snow leopard optimization algorithm: a new nature-based optimization algorithm for solving optimization problems
publisher	MDPI AG
publishDate	2021
url	https://doaj.org/article/86e91d759b334555b323f275c8a3bac3
work_keys_str_mv	AT petrcoufal snowleopardoptimizationalgorithmanewnaturebasedoptimizationalgorithmforsolvingoptimizationproblems AT stepanhubalovsky snowleopardoptimizationalgorithmanewnaturebasedoptimizationalgorithmforsolvingoptimizationproblems AT mariehubalovska snowleopardoptimizationalgorithmanewnaturebasedoptimizationalgorithmforsolvingoptimizationproblems AT zoltanbalogh snowleopardoptimizationalgorithmanewnaturebasedoptimizationalgorithmforsolvingoptimizationproblems
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Snow Leopard Optimization Algorithm: A New Nature-Based Optimization Algorithm for Solving Optimization Problems

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