Dynamic social behavior algorithm for real-parameter optimization problems and optimization of hyper beamforming of linear antenna arrays
Animals; Antenna arrays; Antennas; Beam forming networks; Beamforming; Behavioral research; Bioinformatics; Evolutionary algorithms; Global optimization; Problem solving; Swarm intelligence; Bio-inspired algorithms; Co-operative behaviors; Global optimization problems; Meta heuristics; Optimization...
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2023
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my.uniten.dspace-231342023-05-29T14:37:55Z Dynamic social behavior algorithm for real-parameter optimization problems and optimization of hyper beamforming of linear antenna arrays Prajindra�Sankar K. Kiong T.S. Siaw�Paw J.K. 36053261400 15128307800 22951210700 Animals; Antenna arrays; Antennas; Beam forming networks; Beamforming; Behavioral research; Bioinformatics; Evolutionary algorithms; Global optimization; Problem solving; Swarm intelligence; Bio-inspired algorithms; Co-operative behaviors; Global optimization problems; Meta heuristics; Optimization algorithms; Optimization techniques; Real-parameter optimization; Swarm algorithms; Optimization The ever evolving complexity of real-world problems had become an impetus for the development of many new and efficient optimization algorithms. Meta-heuristics based on evolutionary computation and swarm intelligence are successful examples of nature-inspired optimization techniques. In this work, a new Dynamic Social Behavior (DSB) algorithm is proposed to solve global optimization problems. The DSB algorithm is based on the simulation of cooperative behavior of animal groups. In the proposed algorithm, individuals emulate the interaction of individuals based on biological laws of cooperative colony. This algorithm partially adopts the foraging strategy of animal groups and utilizes recruitment signal as a means of information transfer among individuals. In order to illustrate the proficiency and robustness of the proposed algorithm, it is compared with other well-known evolutionary algorithms. The comparison examines several series of widely used benchmark functions and an engineering problem on hyper beamforming optimization. The results testifies the superior performance of DSB compared with other state-of-the-art meta-heuristics. � 2017 Elsevier Ltd Final 2023-05-29T06:37:55Z 2023-05-29T06:37:55Z 2017 Article 10.1016/j.engappai.2017.06.027 2-s2.0-85026397516 https://www.scopus.com/inward/record.uri?eid=2-s2.0-85026397516&doi=10.1016%2fj.engappai.2017.06.027&partnerID=40&md5=2b9526126de4d360e17c75e13fcb938f https://irepository.uniten.edu.my/handle/123456789/23134 64 401 414 Elsevier Ltd Scopus |
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Animals; Antenna arrays; Antennas; Beam forming networks; Beamforming; Behavioral research; Bioinformatics; Evolutionary algorithms; Global optimization; Problem solving; Swarm intelligence; Bio-inspired algorithms; Co-operative behaviors; Global optimization problems; Meta heuristics; Optimization algorithms; Optimization techniques; Real-parameter optimization; Swarm algorithms; Optimization |
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36053261400 |
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36053261400 Prajindra�Sankar K. Kiong T.S. Siaw�Paw J.K. |
| format |
Article |
| author |
Prajindra�Sankar K. Kiong T.S. Siaw�Paw J.K. |
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Prajindra�Sankar K. Kiong T.S. Siaw�Paw J.K. Dynamic social behavior algorithm for real-parameter optimization problems and optimization of hyper beamforming of linear antenna arrays |
| author_sort |
Prajindra�Sankar K. |
| title |
Dynamic social behavior algorithm for real-parameter optimization problems and optimization of hyper beamforming of linear antenna arrays |
| title_short |
Dynamic social behavior algorithm for real-parameter optimization problems and optimization of hyper beamforming of linear antenna arrays |
| title_full |
Dynamic social behavior algorithm for real-parameter optimization problems and optimization of hyper beamforming of linear antenna arrays |
| title_fullStr |
Dynamic social behavior algorithm for real-parameter optimization problems and optimization of hyper beamforming of linear antenna arrays |
| title_full_unstemmed |
Dynamic social behavior algorithm for real-parameter optimization problems and optimization of hyper beamforming of linear antenna arrays |
| title_sort |
dynamic social behavior algorithm for real-parameter optimization problems and optimization of hyper beamforming of linear antenna arrays |
| publisher |
Elsevier Ltd |
| publishDate |
2023 |
| _version_ |
1806425976016470016 |