Hybridizing cuckoo search algorithm with bat algorithm for global numerical optimization

The cuckoo search algorithm (CSA) is a promising metaheuristic algorithm for solving numerous problems in different fields. It adopts the Levy flight to guide the search process. Nonetheless, CSA has drawbacks, such as the utilization of global search; in certain cases, this technique may surround l...

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Vydáno v:The Journal of supercomputing Ročník 75; číslo 5; s. 2395 - 2422
Hlavní autoři: Shehab, Mohammad, Khader, Ahamad Tajudin, Laouchedi, Makhlouf, Alomari, Osama Ahmad
Médium: Journal Article
Jazyk:angličtina
Vydáno: New York Springer US 01.05.2019
Springer Nature B.V
Témata:
Algorithms
Compilers
Computer Science
Convergence
Heuristic methods
Interpreters
Optimization
Processor Architectures
Programming Languages
Search algorithms
Search process
Bat algorithm
Local optima
Cuckoo search algorithm
Levy flight
Slow convergence
Nature-inspired algorithms
ISSN:0920-8542, 1573-0484
On-line přístup:Získat plný text
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Abstract The cuckoo search algorithm (CSA) is a promising metaheuristic algorithm for solving numerous problems in different fields. It adopts the Levy flight to guide the search process. Nonetheless, CSA has drawbacks, such as the utilization of global search; in certain cases, this technique may surround local optima. Moreover, the results cannot be guaranteed if the step size is considerably large, thereby leading to a slow convergence rate. In this study, we introduce a new method for improving the search capability of CSA by combining it with the bat algorithm (BA) to solve numerical optimization problems. The proposed algorithm, called CSBA, begins by establishing the population of host nests in standard CSA and then obtains a solution through particular part to identify a new solution in BA (i.e., further exploitation). Therefore, CSBA overcomes the slow convergence of the standard CSA and avoids being trapped in local optima. The performance of CSBA is validated by applying it on a set of benchmark functions that are divided into unimodal and multimodal functions. Results indicate that CSBA performs better than the standard CSA and existing methods in the literature, particularly in terms of local search functions.
AbstractList The cuckoo search algorithm (CSA) is a promising metaheuristic algorithm for solving numerous problems in different fields. It adopts the Levy flight to guide the search process. Nonetheless, CSA has drawbacks, such as the utilization of global search; in certain cases, this technique may surround local optima. Moreover, the results cannot be guaranteed if the step size is considerably large, thereby leading to a slow convergence rate. In this study, we introduce a new method for improving the search capability of CSA by combining it with the bat algorithm (BA) to solve numerical optimization problems. The proposed algorithm, called CSBA, begins by establishing the population of host nests in standard CSA and then obtains a solution through particular part to identify a new solution in BA (i.e., further exploitation). Therefore, CSBA overcomes the slow convergence of the standard CSA and avoids being trapped in local optima. The performance of CSBA is validated by applying it on a set of benchmark functions that are divided into unimodal and multimodal functions. Results indicate that CSBA performs better than the standard CSA and existing methods in the literature, particularly in terms of local search functions.
Author Laouchedi, Makhlouf
Shehab, Mohammad
Khader, Ahamad Tajudin
Alomari, Osama Ahmad
Author_xml – sequence: 1
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  orcidid: 0000-0003-0211-3503
  surname: Shehab
  fullname: Shehab, Mohammad
  email: moh.shehab12@gmail.com
  organization: School of Computer Science, Universiti Sains Malaysia (USM)
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  givenname: Makhlouf
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  givenname: Osama Ahmad
  surname: Alomari
  fullname: Alomari, Osama Ahmad
  organization: School of Computer Science, Universiti Sains Malaysia (USM)
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Issue 5
Keywords Bat algorithm
Local optima
Cuckoo search algorithm
Levy flight
Slow convergence
Nature-inspired algorithms
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Snippet The cuckoo search algorithm (CSA) is a promising metaheuristic algorithm for solving numerous problems in different fields. It adopts the Levy flight to guide...
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SubjectTerms Algorithms
Compilers
Computer Science
Convergence
Heuristic methods
Interpreters
Optimization
Processor Architectures
Programming Languages
Search algorithms
Search process
Title Hybridizing cuckoo search algorithm with bat algorithm for global numerical optimization
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Volume 75
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