NCHHO_OptimizationAlgorithm_IoV_Application

Version 1.0.0 (6.84 KB) by Ali Sadiq

NCHHO uses chaotic and nonlinear control parameters to improve HHO’s optimization performance and solve IoV related routing problem

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Updated 6 Jun 2021

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NCHHO uses chaotic and nonlinear control parameters to improve HHO’s optimization performance. The main goal of using the chaotic maps in the proposed method is to improve the exploratory behavior of HHO. In addition, this paper introduces a nonlinear control parameter to adjust HHO’s exploratory and exploitative behaviours. The proposed NCHHO algorithm shows an improved performance using a variety of chaotic maps that were implemented to identify the most effective one, and tested on several well-known benchmark functions. Also, this work considers solving an Internet of Vehicles (IoV) optimization problem that showcases the applicability of NCHHO in solving large-scale, real-world problems.

Cite As

Ali Sadiq (2024). NCHHO_OptimizationAlgorithm_IoV_Application (https://www.mathworks.com/matlabcentral/fileexchange/93560-nchho_optimizationalgorithm_iov_application), MATLAB Central File Exchange. Retrieved April 19, 2024.

Dehkordi, Amin Abdollahi, et al. “Nonlinear-Based Chaotic Harris Hawks Optimizer: Algorithm and Internet of Vehicles Application.” Applied Soft Computing, Elsevier BV, June 2021, p. 107574, doi:10.1016/j.asoc.2021.107574.

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Acknowledgements

Inspired by: Harris hawks optimization (HHO): Algorithm and applications

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Version	Published	Release Notes
1.0.0	6 Jun 2021		Download

MLA	Dehkordi, Amin Abdollahi, et al. “Nonlinear-Based Chaotic Harris Hawks Optimizer: Algorithm and Internet of Vehicles Application.” Applied Soft Computing, Elsevier BV, June 2021, p. 107574, doi:10.1016/j.asoc.2021.107574.
APA	Dehkordi, A. A., Sadiq, A. S., Mirjalili, S., & Ghafoor, K. Z. (2021). Nonlinear-based Chaotic Harris Hawks Optimizer: Algorithm and Internet of Vehicles application. Applied Soft Computing, 107574. Elsevier BV. Retrieved from https://doi.org/10.1016%2Fj.asoc.2021.107574
BibTeX	@article{Dehkordi_2021, doi = {10.1016/j.asoc.2021.107574}, url = {https://doi.org/10.1016%2Fj.asoc.2021.107574}, year = 2021, month = {jun}, publisher = {Elsevier {BV}}, pages = {107574}, author = {Amin Abdollahi Dehkordi and Ali Safaa Sadiq and Seyedali Mirjalili and Kayhan Zrar Ghafoor}, title = {Nonlinear-based Chaotic Harris Hawks Optimizer: Algorithm and Internet of Vehicles application}, journal = {Applied Soft Computing} }