Improved multi-objective Jaya optimization algorithm for a solar dish Stirling engine
Authors:
- R. Venkata Rao,
- Hameer Singh Keesari,
- P Ocłoń,
- Jan Taler
Abstract
This study proposes an adaptive multi-team perturbation guiding Jaya (AMTPG Jaya) algorithm. The proposed approach uses multiple teams to explore the search space. Depending on the percentage of consumed function evaluations, the AMTPG Jaya algorithm adjusts the number of teams in the search. Furthermore, all teams move from a single population set and are simultaneously guided by different perturbation equations to different regions of search space. As each team has a different perturbation scheme, the set of moves to new positions by each team is unique. During the search process, the perturbation equations are exchanged depending on the quality of the solutions produced by them. The proposed algorithm employs dominance principles and the crowding distance estimation method to handle the multiple objectives simultaneously. The proposed algorithm is examined using two multi-objective optimization case studies of a solar dish Stirling heat engine system and a multi-objective optimization case study of the Stirling heat pump. Also, the Technique for Order of Preference by Similarity to Ideal Solution decision-making method is employed for identifying an optimal solution. The computational results obtained by the proposed AMTPG Jaya algorithm are superior to those achieved by the other algorithms presented in this work.
- Record ID
- CUT7793c647ee18451488de5cd3a41ff798
- Publication categories
- ;
- Author
- Other language title versions
- Improved multi-objective Jaya optimization algorithm for a solar dish Stirling engine
- Journal series
- Journal of Renewable and Sustainable Energy, ISSN 1941-7012
- Issue year
- 2019
- Vol
- 11
- No
- 2
- Pages
- [1-21]
- Other elements of collation
- schem.; tab.; wykr.; Bibliografia (na s.) - 20-21; Bibliografia (liczba pozycji) - 44; Oznaczenie streszczenia - Abstr.; Numeracja w czasopiśmie - Vol. 11, Iss. 2
- Substantive notes
- Article number: 025903
- Keywords in English
- decision making, stirling engines, multiobjective optimization
- DOI
- DOI:10.1063/1.5083142 Opening in a new tab
- URL
- https://aip.scitation.org/doi/10.1063/1.5083142 Opening in a new tab
- Language
- eng (en) English
- Score (nominal)
- 40
- Additional fields
- Indeksowana w: Web of Science, Scopus
- Uniform Resource Identifier
- https://cris.pk.edu.pl/info/article/CUT7793c647ee18451488de5cd3a41ff798/
- URN
urn:pkr-prod:CUT7793c647ee18451488de5cd3a41ff798
* presented citation count is obtained through Internet information analysis, and it is close to the number calculated by the Publish or PerishOpening in a new tab system.