Harris hawks optimization: a comprehensive review of recent variants and applications

08/16/2021
by   Ali Asghar Heidari, et al.
0

Harris hawks optimizer (HHO) has received widespread attention among researchers in terms of the performance, quality of results, and its acceptable convergence in dealing with different applications in real-world problems. This increased interest led to the emergence of many versions of HHO applied to various optimization problems in different fields. Therefore, this study aims to identify, retrieve, summarize, and analyze the critical studies related to the development of HHO. For this aim, we applied a review methodology. The applied methodology led to identified and selection of 69 related studies from different electronic sources. The review result revealed that although HHO algorithm is still in the infant stage, its superiority over several well-established metaheuristic algorithms in terms of speed and accuracy for addressing various benchmark problems and tackling several real-world optimization problems has been clearly observed. The HHO algorithm was evaluated, and its strengths and weaknesses were discussed. This review not only suggested possible future directions in this domain but also serves as a comprehensive source of information about HHO and HHO variants for future researchers due to the inclusion of charts and tabular comparison across a wide variety of attributes. A public website supports open access to this research and also source codes of the HHO in a different language and its supplementary materials at https://aliasgharheidari.com/HHO.html.

READ FULL TEXT
research
07/19/2022

Harmony Search: Current Studies and Uses on Healthcare Systems

One of the popular metaheuristic search algorithms is Harmony Search (HS...
research
02/19/2020

A Survey on Dragonfly Algorithm and its Applications in Engineering

Dragonfly algorithm (DA) is one of the most recently developed heuristic...
research
01/27/2022

Current Studies and Applications of Shuffled Frog Leaping Algorithm: A Review

Shuffled Frog Leaping Algorithm (SFLA) is one of the most widespread alg...
research
11/11/2020

A Review of the Family of Artificial Fish Swarm Algorithms: Recent Advances and Applications

The Artificial Fish Swarm Algorithm (AFSA) is inspired by the ecological...
research
11/25/2019

Dragonfly Algorithm and its Applications in Applied Science – Survey

One of the most recently developed heuristic optimization algorithms is ...
research
04/13/2023

A review of distributed statistical inference

The rapid emergence of massive datasets in various fields poses a seriou...
research
07/02/2020

On the use of historical estimates

The use of historical estimates in current studies is common in a wide v...

Please sign up or login with your details

Forgot password? Click here to reset