Constraint Consensus Based Artificial Bee Colony Algorithm for Constrained Optimization Problems. (25th December 2019)
- Record Type:
- Journal Article
- Title:
- Constraint Consensus Based Artificial Bee Colony Algorithm for Constrained Optimization Problems. (25th December 2019)
- Main Title:
- Constraint Consensus Based Artificial Bee Colony Algorithm for Constrained Optimization Problems
- Authors:
- Sun, Liling
Wu, Yuhan
Liang, Xiaodan
He, Maowei
Chen, Hanning - Other Names:
- Pawluszewicz Ewa Academic Editor.
- Abstract:
- Abstract : Over the last few decades, evolutionary algorithms (EAs) have been widely adopted to solve complex optimization problems. However, EAs are powerless to challenge the constrained optimization problems (COPs) because they do not directly act to reduce constraint violations of constrained problems. In this paper, the robustly global optimization advantage of artificial bee colony (ABC) algorithm and the stably minor calculation characteristic of constraint consensus (CC) strategy for COPs are integrated into a novel hybrid heuristic algorithm, named ABCCC. CC strategy is fairly effective to rapidly reduce the constraint violations during the evolutionary search process. The performance of the proposed ABCCC is verified by a set of constrained benchmark problems comparing with two state-of-the-art CC-based EAs, including particle swarm optimization based on CC (PSOCC) and differential evolution based on CC (DECC). Experimental results demonstrate the promising performance of the proposed algorithm, in terms of both optimization quality and convergence speed.
- Is Part Of:
- Discrete dynamics in nature and society. Volume 2019(2019)
- Journal:
- Discrete dynamics in nature and society
- Issue:
- Volume 2019(2019)
- Issue Display:
- Volume 2019, Issue 2019 (2019)
- Year:
- 2019
- Volume:
- 2019
- Issue:
- 2019
- Issue Sort Value:
- 2019-2019-2019-0000
- Page Start:
- Page End:
- Publication Date:
- 2019-12-25
- Subjects:
- System analysis -- Periodicals
Dynamics -- Periodicals
Chaotic behavior in systems -- Periodicals
Differentiable dynamical systems -- Periodicals
003.05 - Journal URLs:
- https://www.hindawi.com/journals/ddns/ ↗
- DOI:
- 10.1155/2019/6523435 ↗
- Languages:
- English
- ISSNs:
- 1026-0226
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library HMNTS - ELD Digital store
- Ingest File:
- 12592.xml