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[{"key": "dc.contributor.advisor", "value": "Tiihonen, Timo", "language": "", "element": "contributor", "qualifier": "advisor", "schema": "dc"}, {"key": "dc.contributor.author", "value": "Joutsalainen, Jukka", "language": "", "element": "contributor", "qualifier": "author", "schema": "dc"}, {"key": "dc.date.accessioned", "value": "2023-05-08T05:49:10Z", "language": null, "element": "date", "qualifier": "accessioned", "schema": "dc"}, {"key": "dc.date.available", "value": "2023-05-08T05:49:10Z", "language": null, "element": "date", "qualifier": "available", "schema": "dc"}, {"key": "dc.date.issued", "value": "2023", "language": "", "element": "date", "qualifier": "issued", "schema": "dc"}, {"key": "dc.identifier.uri", "value": "https://jyx.jyu.fi/handle/123456789/86777", "language": null, "element": "identifier", "qualifier": "uri", "schema": "dc"}, {"key": "dc.description.abstract", "value": "Tutkimuksen taustalla on pyrkimys selvitt\u00e4\u00e4 selitett\u00e4v\u00e4n teko\u00e4lyn (XAI) vaikutusta laadunvalvontaan ja tuotannon suunnitteluun valmistavassa teollisuudessa. Tutkimus tunnisti tekij\u00f6it\u00e4, jotka vaikuttavat XAI:n toteutuksen tehokkuuteen ja sen mahdollisiin hy\u00f6tyihin. N\u00e4m\u00e4\ntekij\u00e4t puoltavat sit\u00e4, ett\u00e4 XAI-menetelmien k\u00e4ytt\u00f6\u00f6notto teollisuudessa voi parantaa laatua\nja tuotannon suunnitteluprosesseja tarjoamalla reaaliaikaista data-analyysi\u00e4 ja p\u00e4\u00e4t\u00f6ksentekoa.\nErityisesti XAI:n on osoitettu lis\u00e4\u00e4v\u00e4n tehokkuutta, v\u00e4hent\u00e4v\u00e4n virheit\u00e4 ja ep\u00e4johdonmukaisuuksia, parantavan tuotteiden laatua ja tehostavan toimitusketjun hallintaa, mik\u00e4 v\u00e4hent\u00e4\u00e4\ntuotantokustannuksia ja lis\u00e4\u00e4 yleist\u00e4 tehokkuutta. XAI:n tehokkuuteen vaikuttavia tekij\u00f6it\u00e4 valmistavan teollisuuden laadunvalvonta- ja tuotannonsuunnitteluprosesseissa ovat tiedon\nsaatavuus, valmistusprosessin monimutkaisuus, tehokkuus ja automaatiotaso.\nN\u00e4iden havaintojen perusteella voidaan p\u00e4\u00e4tell\u00e4, ett\u00e4 XAI:n k\u00e4ytt\u00f6\u00f6notto valmistavassa teollisuudessa voi tuottaa merkitt\u00e4vi\u00e4 etuja, jotka ylitt\u00e4v\u00e4t siihen liittyv\u00e4t riskit, mik\u00e4li riskit\ntunnistetaan ja niit\u00e4 hallitaan tehokkaasti. K\u00e4ytt\u00f6tarkoitukseen optimoidut ratkaisut voivat\nhelpottaa XAI:n onnistunutta k\u00e4ytt\u00f6\u00f6nottoa valmistavan teollisuuden prosesseissa.", "language": "fi", "element": "description", "qualifier": "abstract", "schema": "dc"}, {"key": "dc.description.abstract", "value": "This research aims to investigate the impact of explainable artificial intelligence\n(XAI) on quality control and production planning in the manufacturing industry. Through a\nsystematic literature review, the study identified the factors that affect the efficiency of XAI\nimplementation and its potential benefits. The literature review suggests that introducing\nXAI methods in the manufacturing industry can improve quality and production planning\nprocesses by providing real-time data analysis and decision support. Specifically, XAI has\nbeen shown to increase efficiency, reduce errors and inconsistencies, improve product quality, and enhance supply chain management, thereby reducing production costs and increasing\noverall efficiency. Factors affecting the effectiveness of XAI in manufacturing industry quality control and production planning processes include the availability of information, the\ncomplexities of the manufacturing process, efficiency, and level of automation.\nBased on these findings, it can be concluded that XAI implementation in the manufacturing\nindustry can result in significant benefits that exceed the associated risks, provided that the\nrisks are identified and managed effectively. Solutions optimized for the intended use can\nfacilitate the successful implementation of XAI in manufacturing industry processes.", "language": "en", "element": "description", "qualifier": "abstract", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Submitted by Paivi Vuorio (paelvuor@jyu.fi) on 2023-05-08T05:49:10Z\nNo. of bitstreams: 0", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Made available in DSpace on 2023-05-08T05:49:10Z (GMT). No. of bitstreams: 0\n Previous issue date: 2023", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.format.extent", "value": "39", "language": "", "element": "format", "qualifier": "extent", "schema": "dc"}, {"key": "dc.language.iso", "value": "fin", "language": null, "element": "language", "qualifier": "iso", "schema": "dc"}, {"key": "dc.rights", "value": "In Copyright", "language": "en", "element": "rights", "qualifier": null, "schema": "dc"}, {"key": "dc.subject.other", "value": "selitett\u00e4v\u00e4 teko\u00e4ly (XAI)", "language": "", "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.subject.other", "value": "valmistava teollisuus", "language": "", "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.title", "value": "Selitt\u00e4v\u00e4n teko\u00e4lyn potentiaalin hy\u00f6dynt\u00e4minen valmistavassa teollisuudessa : hy\u00f6dyt, riskit ja parhaat k\u00e4yt\u00e4nn\u00f6t", "language": "", "element": "title", "qualifier": null, "schema": "dc"}, {"key": "dc.type", "value": "bachelor thesis", "language": null, "element": "type", "qualifier": null, "schema": "dc"}, {"key": "dc.identifier.urn", "value": "URN:NBN:fi:jyu-202305082867", "language": "", "element": "identifier", "qualifier": "urn", "schema": "dc"}, {"key": "dc.type.ontasot", "value": "Bachelor's thesis", "language": "en", "element": "type", "qualifier": "ontasot", "schema": "dc"}, {"key": "dc.type.ontasot", "value": "Kandidaatinty\u00f6", "language": "fi", "element": "type", "qualifier": "ontasot", "schema": "dc"}, {"key": "dc.contributor.faculty", "value": "Informaatioteknologian tiedekunta", "language": "fi", "element": "contributor", "qualifier": "faculty", "schema": "dc"}, {"key": "dc.contributor.faculty", "value": "Faculty of Information Technology", "language": "en", "element": "contributor", "qualifier": "faculty", "schema": "dc"}, {"key": "dc.contributor.department", "value": "Informaatioteknologia", "language": "fi", "element": "contributor", "qualifier": "department", "schema": "dc"}, {"key": "dc.contributor.department", "value": "Information Technology", "language": "en", "element": "contributor", "qualifier": "department", "schema": "dc"}, {"key": "dc.contributor.organization", "value": "Jyv\u00e4skyl\u00e4n yliopisto", "language": "fi", "element": "contributor", "qualifier": "organization", "schema": "dc"}, {"key": "dc.contributor.organization", "value": "University of Jyv\u00e4skyl\u00e4", "language": "en", "element": "contributor", "qualifier": "organization", "schema": "dc"}, {"key": "dc.subject.discipline", "value": "Tietotekniikka", "language": "fi", "element": "subject", "qualifier": "discipline", "schema": "dc"}, {"key": "dc.subject.discipline", "value": "Mathematical Information Technology", "language": "en", "element": "subject", "qualifier": "discipline", "schema": "dc"}, {"key": "yvv.contractresearch.funding", "value": "0", "language": "", "element": "contractresearch", "qualifier": "funding", "schema": "yvv"}, {"key": "dc.type.coar", "value": "http://purl.org/coar/resource_type/c_7a1f", "language": null, "element": "type", "qualifier": "coar", "schema": "dc"}, {"key": "dc.rights.accesslevel", "value": "openAccess", "language": null, "element": "rights", "qualifier": "accesslevel", "schema": "dc"}, {"key": "dc.type.publication", "value": "bachelorThesis", "language": null, "element": "type", "qualifier": "publication", "schema": "dc"}, {"key": "dc.subject.oppiainekoodi", "value": "602", "language": "", "element": "subject", "qualifier": "oppiainekoodi", "schema": "dc"}, {"key": "dc.subject.yso", "value": "teko\u00e4ly", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "tuotanto", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "prosessit", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "suunnittelu", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "algoritmit", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "koneoppiminen", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "teollisuus", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.rights.url", "value": "https://rightsstatements.org/page/InC/1.0/", "language": null, "element": "rights", "qualifier": "url", "schema": "dc"}]
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