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Developing Chimp Optimization Algorithm for Function Estimation Tasks

    Authors

    • Fatemeh Rooholamini 1
    • Alireza Afzal Aghaei 2
    • Seyed Mohammad Hossein Hasheminejad 3
    • Reza Azmi 3
    • Sarah Soltani 3

    1 Department of Computer Engineering, Faculty of Engineering, Alzahra University, Tehran, Iran.

    2 Department of Computer Sciences, Faculty of Mathematical Sciences, Shahid Beheshti University, G.C. Tehran, Iran

    3 Department of Computer Engineering, Faculty of Engineering, Alzahra University, Tehran, Iran

,

Document Type : Regular paper

10.48308/CMCMA.2.1.34
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Abstract

This paper presents a novel approach for tackling the Lane-Emden equation, a significant nonlinear differential equation of paramount importance in the realms of physics and astrophysics. We employ the Chimp optimization algorithm in conjunction with Chebyshev polynomials to devise an innovative solution strategy. Inspired by the behavioral patterns of chimpanzees, the Chimp algorithm is harnessed to optimize the Chebyshev polynomial approximations, thereby transforming the Lane-Emden equation into an unconstrained optimization problem. Our method's effectiveness is demonstrated through a series of numerical experiments, showcasing its capability to precisely solve the Lane-Emden equation across various polytropic indices.

Keywords

  • Metaheuristic algorithms
  • Chimp optimization algorithm
  • Lane-Emden differential equations
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Computational Mathematics and Computer Modeling with Applications (CMCMA)
Volume 2, Issue 1
June 2023
Pages 34-44
Files
  • XML
  • PDF 1.65 M
History
  • Receive Date: 08 August 2023
  • Revise Date: 07 September 2023
  • Accept Date: 09 September 2023
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How to cite
  • RIS
  • EndNote
  • Mendeley
  • BibTeX
  • APA
  • MLA
  • HARVARD
  • CHICAGO
  • VANCOUVER
Statistics
  • Article View: 18,911
  • PDF Download: 19,794

APA

Rooholamini, F. , Afzal Aghaei, A. , Hasheminejad, S. M. H. , Azmi, R. and Soltani, S. (2023). Developing Chimp Optimization Algorithm for Function Estimation Tasks. Computational Mathematics and Computer Modeling with Applications (CMCMA), 2(1), 34-44. doi: 10.48308/CMCMA.2.1.34

MLA

Rooholamini, F. , , Afzal Aghaei, A. , , Hasheminejad, S. M. H. , , Azmi, R. , and Soltani, S. . "Developing Chimp Optimization Algorithm for Function Estimation Tasks", Computational Mathematics and Computer Modeling with Applications (CMCMA), 2, 1, 2023, 34-44. doi: 10.48308/CMCMA.2.1.34

HARVARD

Rooholamini, F., Afzal Aghaei, A., Hasheminejad, S. M. H., Azmi, R., Soltani, S. (2023). 'Developing Chimp Optimization Algorithm for Function Estimation Tasks', Computational Mathematics and Computer Modeling with Applications (CMCMA), 2(1), pp. 34-44. doi: 10.48308/CMCMA.2.1.34

CHICAGO

F. Rooholamini , A. Afzal Aghaei , S. M. H. Hasheminejad , R. Azmi and S. Soltani, "Developing Chimp Optimization Algorithm for Function Estimation Tasks," Computational Mathematics and Computer Modeling with Applications (CMCMA), 2 1 (2023): 34-44, doi: 10.48308/CMCMA.2.1.34

VANCOUVER

Rooholamini, F., Afzal Aghaei, A., Hasheminejad, S. M. H., Azmi, R., Soltani, S. Developing Chimp Optimization Algorithm for Function Estimation Tasks. Computational Mathematics and Computer Modeling with Applications (CMCMA), 2023; 2(1): 34-44. doi: 10.48308/CMCMA.2.1.34

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