Enhancing cuckoo search algorithm with complement strategy. (19th January 2023)
- Record Type:
- Journal Article
- Title:
- Enhancing cuckoo search algorithm with complement strategy. (19th January 2023)
- Main Title:
- Enhancing cuckoo search algorithm with complement strategy
- Authors:
- Peng, Hu
Lu, Hua
Deng, Changshou - Abstract:
- Cuckoo search (CS) algorithm is proposed by Yang and Deb, which is a simple and effective swarm intelligence algorithm. In each iteration, the CS search for new solutions by the global explorative random walk and the local random walk, the greedy strategy is used to choose a better solution. However, the CS uses a single strategy and fixed parameters, in which performance of the CS in balancing exploitation and exploration is inadequate, which results in poor convergence performance of the CS. To cope with this problem, a novel CS variant with complement strategy (CoCS) was proposed by us, in which the new solution is generated by two strategies in a random manner. One of the strategy is an improved Lêvy flights, and the other is adaptive to determine the step size according to the fitness value of the step size and the number of current iterations. The algorithm also uses an improved random walk. The proposed CoCS, the standard CS, and other excellent CS variants were tested on 28 benchmark functions of CEC 2013 test suite. Experimental results prove that the CoCS is superior to these competitors.
- Is Part Of:
- International journal of innovative computing and applications. Volume 13:Number 5/6(2022)
- Journal:
- International journal of innovative computing and applications
- Issue:
- Volume 13:Number 5/6(2022)
- Issue Display:
- Volume 13, Issue 5/6 (2022)
- Year:
- 2022
- Volume:
- 13
- Issue:
- 5/6
- Issue Sort Value:
- 2022-0013-NaN-0000
- Page Start:
- 314
- Page End:
- 324
- Publication Date:
- 2023-01-19
- Subjects:
- cuckoo search algorithm -- global optimisation -- complement strategy -- dynamic parameter adjustment
Evolutionary computation -- Periodicals
Neural networks (Computer science) -- Periodicals
Genetic programming (Computer science) -- Periodicals
Biologically-inspired computing -- Periodicals
Swarm intelligence -- Periodicals
Quantum computers -- Periodicals
006.3 - Journal URLs:
- http://www.inderscience.com/browse/index.php?journalCODE=ijica ↗
http://www.inderscience.com/ ↗ - Languages:
- English
- ISSNs:
- 1751-648X
- Deposit Type:
- Legaldeposit
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