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[{"key": "dc.contributor.advisor", "value": "Clements, Kati", "language": "", "element": "contributor", "qualifier": "advisor", "schema": "dc"}, {"key": "dc.contributor.author", "value": "Huntus, Perttu", "language": "", "element": "contributor", "qualifier": "author", "schema": "dc"}, {"key": "dc.date.accessioned", "value": "2020-03-31T05:50:54Z", "language": null, "element": "date", "qualifier": "accessioned", "schema": "dc"}, {"key": "dc.date.available", "value": "2020-03-31T05:50:54Z", "language": null, "element": "date", "qualifier": "available", "schema": "dc"}, {"key": "dc.date.issued", "value": "2020", "language": "", "element": "date", "qualifier": "issued", "schema": "dc"}, {"key": "dc.identifier.uri", "value": "https://jyx.jyu.fi/handle/123456789/68391", "language": null, "element": "identifier", "qualifier": "uri", "schema": "dc"}, {"key": "dc.description.abstract", "value": "T\u00e4ss\u00e4 tutkimuksessa tutkitaan teko\u00e4lyn hy\u00f6dynt\u00e4mist\u00e4 liikenteen hallinnassa ja ennakoinnissa. Teko\u00e4ly on k\u00e4sitteen\u00e4 vanha, mutta sen tekniikat ovat kehittyneet valtavasti viime vuosina ja sit\u00e4 k\u00e4ytet\u00e4\u00e4n yh\u00e4 useammilla aloilla, kuten liikenteen hallinnassa. Liikennett\u00e4 hallitaan liikenteenhallintaj\u00e4rjestelmill\u00e4. Liikenteen kasvava ongelma, varsinkin suurkaupungeissa, on ruuhkau-tuminen, joka aiheuttaa matkanopeuksien hidastumista, matka-aikojen kasvamista, suurempaa polttoaineen kulutusta, hallinnollisia kuluja sek\u00e4 ilmastop\u00e4\u00e4st\u00f6j\u00e4 verrattuna ruuhkattomaan liikenteeseen. Tutkimuksessa on tarkoitus l\u00f6yt\u00e4\u00e4 keinoja, joilla teko\u00e4lyn eri sovelluksia voidaan hy\u00f6dynt\u00e4\u00e4 liikenteen hallinnassa, ennakoinnissa ja sen sujuvoittamisessa liikenteenhallintaj\u00e4rjestelmien tukena. P\u00e4\u00e4asialliseen tarkasteluun rajataan koneoppiminen sek\u00e4 neuroverkot. Tutkimukselle on tarvetta, koska teko\u00e4ly on ottanut viime vuosina suuria harppauksia ja sill\u00e4 olisi potentiaalia ratkaista my\u00f6s liikenteess\u00e4 ilmenevi\u00e4 ongelmia. Liikenteen uudistaminen on kallista, joten hyv\u00e4lle ennakoinnille on tarvetta uusia investointeja tehdess\u00e4. Tutkimuksen tuloksina havaittiin, ett\u00e4 teko\u00e4lyn eri sovelluksilla on mahdollisuus parantaa liikenteen ennakoinnin tarkkuutta ja eri sovelluksilla on erilaisia vahvuuksia ja heikkouksia eri tilanteissa. Lis\u00e4ksi todettiin, ett\u00e4 \u00e4lyk\u00e4s liikenteenhallintaj\u00e4rjestelm\u00e4 v\u00e4hent\u00e4\u00e4 ruuhkautumista tehokkaasti ja tekee j\u00e4rjestelm\u00e4st\u00e4 proaktiivisen reaktiivisen sijaan. Tutkimus toteutettiin tieteellisen\u00e4 kirjallisuuskatsauksena.", "language": "fi", "element": "description", "qualifier": "abstract", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Submitted by Paivi Vuorio (paelvuor@jyu.fi) on 2020-03-31T05:50:54Z\nNo. of bitstreams: 0", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Made available in DSpace on 2020-03-31T05:50:54Z (GMT). No. of bitstreams: 0\n Previous issue date: 2020", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.format.extent", "value": "30", "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": "liikenteenhallintaj\u00e4rjestelm\u00e4", "language": "", "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.title", "value": "Teko\u00e4lyn hy\u00f6dynt\u00e4minen liikenteen hallinnassa ja ennakoinnissa", "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-202003312605", "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": "Tietoj\u00e4rjestelm\u00e4tiede", "language": "fi", "element": "subject", "qualifier": "discipline", "schema": "dc"}, {"key": "dc.subject.discipline", "value": "Information Systems Science", "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": "601", "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": "koneoppiminen", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "neuroverkot", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "liikenne", "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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