title: Towards the novel reasoning among particles in PSO by the use of RDF and SPARQL.
abstract: The significant development of the Internet has posed some new challenges and many new programming tools have been developed to address such challenges. Today, semantic web is a modern paradigm for representing and accessing knowledge data on the Internet. This paper tries to use the semantic tools such as resource definition framework (RDF) and RDF query language (SPARQL) for the optimization purpose. These tools are combined with particle swarm optimization (PSO) and the selection of the best solutions depends on its fitness. Instead of the local best solution, a neighborhood of solutions for each particle can be defined and used for the calculation of the new position, based on the key ideas from semantic web domain. The preliminary results by optimizing ten benchmark functions showed the promising results and thus this method should be investigated further.
authors.affiliation: University of Maribor, Faculty of Electrical Engineering and Computer Science, Smetanova 17, 2000 Maribor, Slovenia.
authors.forename: Iztok
authors.initials: I
authors.lastname: Fister
authors.affiliation: Middlesex University Hendon Campus, London NW4 4BT, UK.
authors.forename: Xin-She
authors.initials: XS
authors.lastname: Yang
authors.affiliation: University of Maribor Faculty of Medicine, Taborska 8, 2000 Maribor, Slovenia.
authors.forename: Karin
authors.initials: K
authors.lastname: Ljubič
authors.affiliation: University of Maribor, Faculty of Electrical Engineering and Computer Science, Smetanova 17, 2000 Maribor, Slovenia.
authors.forename: Dušan
authors.initials: D
authors.lastname: Fister
authors.affiliation: University of Maribor, Faculty of Electrical Engineering and Computer Science, Smetanova 17, 2000 Maribor, Slovenia.
authors.forename: Janez
authors.initials: J
authors.lastname: Brest
authors.affiliation: University of Maribor, Faculty of Electrical Engineering and Computer Science, Smetanova 17, 2000 Maribor, Slovenia.
authors.forename: Iztok
authors.identifier: 0000-0002-9964-6957
authors.initials: I
authors.lastname: Fister
mesh_terms: D000465:Algorithms; D020407:Internet; D008962:Models, Theoretical