Repository logo
  • English
  • Français
  • Log In
    New user? Click here to register.Have you forgotten your password?
Repository logo
  • Research Outputs
  • Researchers
  • Disciplines
  • English
  • Français
  • Log In
    New user? Click here to register.Have you forgotten your password?
  1. Home
  2. Research Output
  3. Articles
  4. Orthogonal Learning Rosenbrock’s Direct Rotation with the Gazelle Optimization Algorithm for Global Optimization
 
  • Details
Options

Orthogonal Learning Rosenbrock’s Direct Rotation with the Gazelle Optimization Algorithm for Global Optimization

Journal
Mathematics
Date Issued
2022
Author(s)
Zitar, Raed 
Physics, Mathematics, Computer science 
Abualigah, Laith
Diabat, Ali
DOI
10.3390/math10234509
URI
https://depot.sorbonne.ae/handle/20.500.12458/1335
Abstract
An efficient optimization method is needed to address complicated problems and find optimal solutions. The gazelle optimization algorithm (GOA) is a global stochastic optimizer that is straightforward to comprehend and has powerful search capabilities. Nevertheless, the GOA is unsuitable for addressing multimodal, hybrid functions, and data mining problems. Therefore, the current paper proposes the orthogonal learning (OL) method with Rosenbrock’s direct rotation strategy to improve the GOA and sustain the solution variety (IGOA). We performed comprehensive experiments based on various functions, including 23 classical and IEEE CEC2017 problems. Moreover, eight data clustering problems taken from the UCI repository were tested to verify the proposed method’s performance further. The IGOA was compared with several other proposed meta-heuristic algorithms. Moreover, the Wilcoxon signed-rank test further assessed the experimental results to conduct more systematic data analyses. The IGOA surpassed other comparative optimizers in terms of convergence speed and precision. The empirical results show that the proposed IGOA achieved better outcomes than the basic GOA and other state-of-the-art methods and performed better in terms of solution quality.
Subjects
  • orthogonal learning (...

  • Rosenbrock’s direct r...

  • gazelle optimization ...

  • CEC2017

  • data clustering

  • optimization problems...

File(s)
 Orthogonal Learning Rosenbrock's Direct Rotation with the Gazelle Optimization Algorithm for Global Optimization (3.02 MB)
Views
11
Last Week
1
Last Month
1
Acquisition Date
Jan 28, 2023
View Details
Downloads
1
Acquisition Date
Jan 28, 2023
View Details
google-scholar
Explore by
  • Research Outputs
  • Researchers
  • Departments
Useful Links
  • Library
  • About us
  • Study
  • Careers
Contact

Email: library@sorbonne.ae

Phone: +971 (0) 2 656 9555/666

Website: https://www.sorbonne.ae/

Address: P.O. Box 38044, Abu Dhabi, U.A.E

Deposit your work

Email your work to: library@sorbonne.ae

Built with DSpace-CRIS software - Extension maintained and optimized by 4Science

  • Cookie settings
  • Privacy policy
  • End User Agreement