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[{"key": "dc.contributor.advisor", "value": "M\u00e4kitalo, Niko", "language": null, "element": "contributor", "schema": "dc", "qualifier": "advisor"}, {"key": "dc.contributor.author", "value": "Arvola, Pertti", "language": null, "element": "contributor", "schema": "dc", "qualifier": "author"}, {"key": "dc.date.accessioned", "value": "2025-05-14T11:31:05Z", "language": null, "element": "date", "schema": "dc", "qualifier": "accessioned"}, {"key": "dc.date.available", "value": "2025-05-14T11:31:05Z", "language": null, "element": "date", "schema": "dc", "qualifier": "available"}, {"key": "dc.date.issued", "value": "2025", "language": null, "element": "date", "schema": "dc", "qualifier": "issued"}, {"key": "dc.identifier.uri", "value": "https://jyx.jyu.fi/handle/123456789/102004", "language": null, "element": "identifier", "schema": "dc", "qualifier": "uri"}, {"key": "dc.description.abstract", "value": "Kuluttajien teknologian k\u00e4ytt\u00f6tottumukset ja datan m\u00e4\u00e4r\u00e4n valtava kasvu ovat johtaneet uudenlaisiin IoT-j\u00e4rjestelmien vaatimuksiin, joihin ei kyet\u00e4 vastaamaan en\u00e4\u00e4 pelkk\u00e4\u00e4n pilvilaskentaan nojaavan infrastruktuurin avulla. T\u00e4m\u00e4 on lis\u00e4nnyt tarvetta siirt\u00e4\u00e4 laskentaresursseja verkon reunalle, l\u00e4hemm\u00e4s datan alkuper\u00e4ist\u00e4 l\u00e4hdett\u00e4, tarjoten n\u00e4in ratkaisuja muun muassa pilvilaskennan resilienssiin ja tietoturvaan liittyviin haasteisiin. Muutos on johtanut my\u00f6s tarpeeseen tuoda j\u00e4rjestelmiin entist\u00e4 enemm\u00e4n \u00e4lykk\u00e4it\u00e4 ominaisuuksia, mutta reunalaitteiden heikko laskentateho on perinteisesti asettanut t\u00e4lle rajoitteita. Lis\u00e4ksi IoT-j\u00e4rjestelmien heterogeenisyys aiheuttaa monenlaisia haasteita j\u00e4rjestelmien kehityksess\u00e4 ja yll\u00e4pidossa. T\u00e4ss\u00e4 tutkielmassa kehitettiin ohjelmistoartefakti, jonka avulla voidaan mahdollistaa kaupallisella koneoppimisalustalla koulutettujen koneoppimismallien k\u00e4ytt\u00e4minen IoT-j\u00e4rjestelm\u00e4n komponenttien keskin\u00e4ist\u00e4 toimintaa ohjaavalla orkestrointipalvelimella, joka kehitettiin osana Jyv\u00e4skyl\u00e4n yliopiston Liquid AI for 6G software -projektia. Vaikka artefakti sis\u00e4lt\u00e4\u00e4 joitain rajoitteita, tutkielmassa onnistuttiin kehitt\u00e4m\u00e4\u00e4n ty\u00f6kalu, jolla voidaan helpottaa \u00e4lykkyyden tuomista heterogeenisiin IoT-j\u00e4rjestelmiin.", "language": "fi", "element": "description", "schema": "dc", "qualifier": "abstract"}, {"key": "dc.description.provenance", "value": "Submitted by jyx lomake-julkaisija (jyx-julkaisija.group@korppi.jyu.fi) on 2025-05-14T11:31:05Z\nNo. of bitstreams: 0", "language": "en", "element": "description", "schema": "dc", "qualifier": "provenance"}, {"key": "dc.description.provenance", "value": "Made available in DSpace on 2025-05-14T11:31:05Z (GMT). No. of bitstreams: 0", "language": "en", "element": "description", "schema": "dc", "qualifier": "provenance"}, {"key": "dc.format.extent", "value": "62", "language": null, "element": "format", "schema": "dc", "qualifier": "extent"}, {"key": "dc.format.mimetype", "value": "application/pdf", "language": null, "element": "format", "schema": "dc", "qualifier": "mimetype"}, {"key": "dc.language.iso", "value": "fin", "language": null, "element": "language", "schema": "dc", "qualifier": "iso"}, {"key": "dc.rights", "value": "In Copyright", "language": null, "element": "rights", "schema": "dc", "qualifier": null}, {"key": "dc.title", "value": "Koneoppimismallien koulutusalustan integrointi osaksi isomorfisia IoT-reunasovelluksia", "language": null, "element": "title", "schema": "dc", "qualifier": null}, {"key": "dc.type", "value": "master thesis", "language": null, "element": "type", "schema": "dc", "qualifier": null}, {"key": "dc.identifier.urn", "value": "URN:NBN:fi:jyu-202505144247", "language": null, "element": "identifier", "schema": "dc", "qualifier": "urn"}, {"key": "dc.contributor.faculty", "value": "Informaatioteknologian tiedekunta", "language": "fi", "element": "contributor", "schema": "dc", "qualifier": "faculty"}, {"key": "dc.contributor.faculty", "value": "Faculty of Information Technology", "language": "en", "element": "contributor", "schema": "dc", "qualifier": "faculty"}, {"key": "dc.contributor.organization", "value": "Jyv\u00e4skyl\u00e4n yliopisto", "language": "fi", "element": "contributor", "schema": "dc", "qualifier": "organization"}, {"key": "dc.contributor.organization", "value": "University of Jyv\u00e4skyl\u00e4", "language": "en", "element": "contributor", "schema": "dc", "qualifier": "organization"}, {"key": "dc.subject.discipline", "value": "Tietojenk\u00e4sittelytieteen maisteriohjelma", "language": "fi", "element": "subject", "schema": "dc", "qualifier": "discipline"}, {"key": "dc.subject.discipline", "value": "Master's Degree Programme in Computer Science", "language": "en", "element": "subject", "schema": "dc", "qualifier": "discipline"}, {"key": "dc.type.coar", "value": "http://purl.org/coar/resource_type/c_bdcc", "language": null, "element": "type", "schema": "dc", "qualifier": "coar"}, {"key": "dc.rights.copyright", "value": "\u00a9 The Author(s)", "language": null, "element": "rights", "schema": "dc", "qualifier": "copyright"}, {"key": "dc.rights.accesslevel", "value": "openAccess", "language": null, "element": "rights", "schema": "dc", "qualifier": "accesslevel"}, {"key": "dc.type.publication", "value": "masterThesis", "language": null, "element": "type", "schema": "dc", "qualifier": "publication"}, {"key": "dc.format.content", "value": "fulltext", "language": null, "element": "format", "schema": "dc", "qualifier": "content"}, {"key": "dc.rights.url", "value": "https://rightsstatements.org/page/InC/1.0/", "language": null, "element": "rights", "schema": "dc", "qualifier": "url"}, {"key": "dc.description.accessibilityfeature", "value": "unknown accessibility", "language": "en", "element": "description", "schema": "dc", "qualifier": "accessibilityfeature"}, {"key": "dc.description.accessibilityfeature", "value": "ei tietoa saavutettavuudesta", "language": "fi", "element": "description", "schema": "dc", "qualifier": "accessibilityfeature"}]
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