FuzzyLogic.jl : A Flexible Library for Efficient and Productive Fuzzy Inference

Tietueen suppeat tiedot
annif.suggestionsfuzzy logic|libraries|library services|set theory (mathematics)|public libraries|automation|information technology|library use|computer systems|artificial intelligence|enen
annif.suggestions.linkshttp://www.yso.fi/onto/yso/p7986|http://www.yso.fi/onto/yso/p2787|http://www.yso.fi/onto/yso/p8432|http://www.yso.fi/onto/yso/p18052|http://www.yso.fi/onto/yso/p16658|http://www.yso.fi/onto/yso/p11477|http://www.yso.fi/onto/yso/p5462|http://www.yso.fi/onto/yso/p190|http://www.yso.fi/onto/yso/p14105|http://www.yso.fi/onto/yso/p2616en
dc.contributor.authorFerranti, Luca
dc.contributor.authorBoutellier, Jani
dc.contributor.departmentDigital Economy-
dc.contributor.facultyfi=Tekniikan ja innovaatiojohtamisen yksikkö|en=School of Technology and Innovations|-
dc.contributor.orcidhttps://orcid.org/0000-0001-5588-0920-
dc.contributor.orcidhttps://orcid.org/0000-0001-7606-3655-
dc.contributor.organizationfi=Vaasan yliopisto|en=University of Vaasa|
dc.date.accessioned2024-09-12T12:42:58Z
dc.date.accessioned2025-06-25T13:51:16Z
dc.date.issued2023-11-09
dc.description.abstractThis paper introduces FuzzyLOGIC.JL, a Julia library to perform fuzzy inference. The library is fully open-source and released under a permissive license. The core design principles of the library are: user-friendliness, flexibility, efficiency and interoperability. Particularly, our library is easy to use, allows to specify fuzzy systems in an expressive yet concise domain specific language, has several visualization tools, supports popular inference systems like Mamdani, Sugeno and Type-2 systems, can be easily expanded with custom user settings or algorithms and can perform fuzzy inference efficiently. It also allows reading fuzzy models from other formats such as Matlab. fis, FCL or FML. In this paper, we describe the library main features and benchmark it with a few examples, showing it achieves significant speedup compared to the Matlab fuzzy toolbox.-
dc.description.notification©2023 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.-
dc.description.reviewstatusfi=vertaisarvioitu|en=peerReviewed|-
dc.embargo.lift2025-11-09
dc.embargo.terms2025-11-09
dc.format.bitstreamtrue
dc.format.contentfi=kokoteksti|en=fulltext|-
dc.format.extent5-
dc.identifier.isbn979-8-3503-3228-5-
dc.identifier.olddbid21489
dc.identifier.oldhandle10024/18078
dc.identifier.urihttps://osuva.uwasa.fi/handle/11111/2862
dc.identifier.urnURN:NBN:fi-fe2024091270905-
dc.language.isoeng-
dc.publisherIEEE-
dc.relation.conferenceIEEE International Conference on Fuzzy Systems-
dc.relation.doi10.1109/fuzz52849.2023.10309777-
dc.relation.isbn979-8-3503-3229-2-
dc.relation.ispartof2023 IEEE International Conference on Fuzzy Systems (FUZZ)-
dc.relation.ispartofjournalIEEE International Fuzzy Systems conference proceedings-
dc.relation.issn1558-4739-
dc.relation.issn1544-5615-
dc.relation.urlhttps://doi.org/10.1109/FUZZ52849.2023.10309777-
dc.source.identifierScopus:85178521853-
dc.source.identifierhttps://osuva.uwasa.fi/handle/10024/18078
dc.subjectFuzzy inference-
dc.subjectlibrary-
dc.subjecttoolbox-
dc.subjectJulia-
dc.subjectMamdani-
dc.subjectSugeno-
dc.subjectType-2-
dc.subjectopen-source software-
dc.titleFuzzyLogic.jl : A Flexible Library for Efficient and Productive Fuzzy Inference-
dc.type.okmfi=A4 Artikkeli konferenssijulkaisussa|en=A4 Peer-reviewed article in conference proceeding|sv=A4 Artikel i en konferenspublikation|-
dc.type.publicationarticle-
dc.type.versionacceptedVersion-

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