{"title":"Enhanced electromagnetic swarm yields better optimisation","authors":"K. Srikanth","doi":"10.1504/ijsi.2019.10025729","DOIUrl":null,"url":null,"abstract":"Swarm intelligence has been one of the leading techniques used by researchers worldwide for optimisation. In this paper, the fine tuning of the update equations for the swarm are done based on linkage of particle motion with a electromagnetic field and also under the influence of strategic delays. The motion of a particle in a search space is confined to free space in general, however if restricted the solution under the envelope of a magnetic field, the algorithm better converges within a electromagnetic field. Simulation studies have been performed on the triple inverted pendulum case study which showed that stability was achieved with ease when compared to classical methods of control.","PeriodicalId":44265,"journal":{"name":"International Journal of Swarm Intelligence Research","volume":"156 1","pages":""},"PeriodicalIF":0.8000,"publicationDate":"2019-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Swarm Intelligence Research","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1504/ijsi.2019.10025729","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE","Score":null,"Total":0}
引用次数: 0
Abstract
Swarm intelligence has been one of the leading techniques used by researchers worldwide for optimisation. In this paper, the fine tuning of the update equations for the swarm are done based on linkage of particle motion with a electromagnetic field and also under the influence of strategic delays. The motion of a particle in a search space is confined to free space in general, however if restricted the solution under the envelope of a magnetic field, the algorithm better converges within a electromagnetic field. Simulation studies have been performed on the triple inverted pendulum case study which showed that stability was achieved with ease when compared to classical methods of control.
期刊介绍:
The mission of the International Journal of Swarm Intelligence Research (IJSIR) is to become a leading international and well-referred journal in swarm intelligence, nature-inspired optimization algorithms, and their applications. This journal publishes original and previously unpublished articles including research papers, survey papers, and application papers, to serve as a platform for facilitating and enhancing the information shared among researchers in swarm intelligence research areas ranging from algorithm developments to real-world applications.