Harris Hawk Optimization: A Survey onVariants and Applications.

Journal: Computational intelligence and neuroscience
PMID: 35795744

Abstract

In this review, we intend to present a complete literature survey on the conception and variants of the recent successful optimization algorithm, Harris Hawk optimizer (HHO), along with an updated set of applications in well-established works. For this purpose, we first present an overview of HHO, including its logic of equations and mathematical model. Next, we focus on reviewing different variants of HHO from the available well-established literature. To provide readers a deep vision and foster the application of the HHO, we review the state-of-the-art improvements of HHO, focusing mainly on fuzzy HHO and a new intuitionistic fuzzy HHO algorithm. We also review the applications of HHO in enhancing machine learning operations and in tackling engineering optimization problems. This survey can cover different aspects of HHO and its future applications to provide a basis for future research in the development of swarm intelligence paths and the use of HHO for real-world problems.

Authors

  • B K Tripathy
    School of Information Technology and Engineering, Vellore Institute of Technology, Vellore, India.
  • Praveen Kumar Reddy Maddikunta
    School of Information Technology and Engineering, Vellore Institute of Technology, Vellore, India.
  • Quoc-Viet Pham
    Korean Southeast Center for the 4th Industrial Revolution Leader Education, Pusan National University, Busan 46241, Republic of Korea.
  • Thippa Reddy Gadekallu
    School of Information Technology and Engineering, Vellore Institute of Technology, Vellore, India.
  • Kapal Dev
    Department of Institute of Intelligent Systems, University of Johannesburg, Johannesburg, South Africa.
  • Sharnil Pandya
    Symbiosis Centre for Applied Artificial Intelligence and Symbiosis Institute of Technology, Symbiosis International (Deemed) University, Pune 412115, India.
  • Basem M ElHalawany
    Faculty of Engineering at Shoubra, Benha University, Banha, Egypt.

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