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.
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http://dx.doi.org/10.1155/2022/2218594 | DOI Listing |
Sci Rep
January 2025
Department of Electrical Engineering, Graphic Era (Deemed to be University), Dehradun, 248002, India.
Health monitoring and analysis of photovoltaic (PV) systems are critical for optimizing energy efficiency, improving reliability, and extending the operational lifespan of PV power plants. Effective fault detection and monitoring are vital for ensuring the proper functioning and maintenance of these systems. PV power plants operating under fault conditions show significant deviations in current-voltage (I-V) characteristics compared to those under normal conditions.
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December 2024
Department of Mechanical Engineering, Quaid-e-Awam University of Engineering, Science and Technology Nawabshah Sindh Pakistan.
This study aimed to develop an efficient HHO generator with higher gas production, enhanced electrodes, and stable current density. For HHO generator stack fabrication, 15 plates of 304L stainless steel were utilized, accompanied with a 4 mm rubber separator to maintain the gap between electrodes. Each plate in the stack was connected a separate wire through lug spot welding, enabling the assembly of different configurations for testing.
View Article and Find Full Text PDFScand J Trauma Resusc Emerg Med
December 2024
German Air Rescue, DRF Stiftung Luftrettung Gemeinnützige AG, Rita-Maiburg-Str. 2, 70794, Filderstadt, Germany.
Comput Biol Med
January 2025
Automatic Control Department, Universitat Politècnica de Catalunya-BarcelonaTech, 08034, Barcelona, Spain; Institut de Recerca Sant Joan de Dèu (IRSJD), 08950, Barcelona, Spain.
Age-related Macular Degeneration (AMD), Cataract, Diabetic Retinopathy (DR) and Glaucoma are the four most common ocular conditions that affect a person's vision. Early detection in the asymptomatic stages can alleviate vision loss or slow down the progression of these diseases. However, manual diagnosis is a costly and tedious process, especially in mass screening applications.
View Article and Find Full Text PDFSensors (Basel)
November 2024
Faculty of Computer and Information Sciences, Hosei Universituy, Tokyo 184-8584, Japan.
To address the limitations of traditional optimization methods in achieving high accuracy in high-dimensional problems, this paper introduces the snow leopard optimization (SLO) algorithm. SLO is a novel meta-heuristic approach inspired by the territorial behaviors of snow leopards. By emulating strategies such as territory delineation, neighborhood relocation, and dispute mechanisms, SLO achieves a balance between exploration and exploitation, to navigate vast and complex search spaces.
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