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[{"key": "dc.contributor.advisor", "value": "Sepp\u00e4nen, Ville", "language": "", "element": "contributor", "qualifier": "advisor", "schema": "dc"}, {"key": "dc.contributor.author", "value": "Anttonen, Ville-Matti", "language": "", "element": "contributor", "qualifier": "author", "schema": "dc"}, {"key": "dc.date.accessioned", "value": "2019-08-23T10:42:05Z", "language": null, "element": "date", "qualifier": "accessioned", "schema": "dc"}, {"key": "dc.date.available", "value": "2019-08-23T10:42:05Z", "language": null, "element": "date", "qualifier": "available", "schema": "dc"}, {"key": "dc.date.issued", "value": "2019", "language": "", "element": "date", "qualifier": "issued", "schema": "dc"}, {"key": "dc.identifier.uri", "value": "https://jyx.jyu.fi/handle/123456789/65284", "language": null, "element": "identifier", "qualifier": "uri", "schema": "dc"}, {"key": "dc.description.abstract", "value": "Sis\u00e4logistiikka on osa organisaation logistiikkaa ja toimitusketjun hallintaa, jotka ovat keskeisess\u00e4 osassa nykyp\u00e4iv\u00e4n organisaatioiden toimintaa. Tehokas sis\u00e4logistiikan hallinta auttaa organisaatiota saavuttamaan etua kilpailijoihinsa n\u00e4hden. Automaatioj\u00e4rjestelm\u00e4t, jotka korvaavat ihmisen tekem\u00e4n manuaalisen ty\u00f6n koneilla, ovat yksi keino tehostaa sis\u00e4logistiikan toimintoja. Viime vuosien nopea kehitys teko\u00e4lyn eri teknologioissa ja niiden onnistunut soveltaminen useilla eri toimialoilla her\u00e4tt\u00e4v\u00e4t kiinnostuksen siit\u00e4, voisiko teko\u00e4lyn avulla parantaa my\u00f6s automaatioj\u00e4rjestelmien toimintaa sis\u00e4logistiikassa. T\u00e4m\u00e4n tutkielman tavoitteena on tutkia kyseist\u00e4 aihetta ja tutkimuskysymyksen\u00e4 on selvitt\u00e4\u00e4, kuinka teko\u00e4ly\u00e4 voi hy\u00f6dynt\u00e4\u00e4 sis\u00e4logistiikan automaatioj\u00e4rjestelmien ohjauksessa. Tutkielma tehd\u00e4\u00e4n toimeksiantona suomalaiselle sis\u00e4logistiikan automaatioj\u00e4rjestelmi\u00e4 valmistavalle yritykselle. Tutkimusmenetelm\u00e4n\u00e4 k\u00e4ytet\u00e4\u00e4n Design Science Research Methodology -prosessia. Tutkimuksen tuloksena syntyv\u00e4ll\u00e4 artefaktilla arvioidaan teko\u00e4lyn piiriin kuuluvien geneettisten algoritmien sopivuutta ratkaisemaan tuotesijoitteluongelma yksinkertaistetussa portaalirobottivarastossa. Luotu artefakti osoittaa geneettisten algoritmien potentiaalin reaalimaailman automaatioj\u00e4rjestelmiss\u00e4, mutta niiden hy\u00f6dynt\u00e4minen tuotantok\u00e4yt\u00f6ss\u00e4 vaatii viel\u00e4 simulaation tarkentamista. Tutkielman tuloksena selvi\u00e4\u00e4 my\u00f6s, ett\u00e4 teko\u00e4lyn k\u00e4ytt\u00f6\u00e4 on p\u00e4\u00e4asiassa tutkittu itseohjautuvia AGV-vaunuja tai korkeavarastoja k\u00e4ytt\u00e4viss\u00e4 automaatioj\u00e4rjestelmiss\u00e4. N\u00e4iss\u00e4 tutkimuksissa on k\u00e4ytetty muun muassa moniagenttij\u00e4rjestelmi\u00e4, geneettisi\u00e4 algoritmeja ja vahvistusoppimista. Kaiken kaikkiaan aihetta ei ole kovinkaan paljon tutkittu aiemmin. Tutkielma tarjoaa tiett\u00e4v\u00e4sti ensimm\u00e4isen kirjallisuuskatsauksen, jossa teko\u00e4lyn k\u00e4ytt\u00f6\u00e4 olisi yleisesti tarkasteltu sis\u00e4logistiikan automaatioj\u00e4rjestelmiss\u00e4.", "language": "fi", "element": "description", "qualifier": "abstract", "schema": "dc"}, {"key": "dc.description.abstract", "value": "Intralogistics is a part of organization\u2019s logistics and supply chain management, which are central functions of modern organizations. Effective management of intralogistics helps an organization to gain competitive advantage over its competitors. Automation systems which replace human manual labor with machines are one way to make intralogistics functions more efficient. The rapid advancements of different artificial intelligence technologies and their successful applications in various domains has piqued the interest, whether artificial intelligence could also be used to make automation systems more efficient in the field of intralogistics. The purpose of this thesis is to research the aforementioned topic, and the research question is to figure out how artificial intelligence could be used in controlling intralogistics automation systems. The thesis is done as a commission for a Finnish company which makes intralogistics automation systems. Research method applied was Design Science Research Methodology process. The resulting artifact assesses the feasibility of genetic algorithms, one of the technologies included in the field of artificial intelligence, to solve the warehouse product assignment problem in a simulated portal robot warehouse. The created artifact proves the potential of genetic algorithms in a real world automation systems but using them in a production environment would still require making the simulation more accurate. In addition, the results of the thesis show that the use of artificial intelligence has mainly be researched in automation systems using high bay warehouses or self-driving AGVs. These studies use multi-agent systems, genetic algorithms and reinforcement learning among other technologies. All in all the topic has not received much research interest. As far as is known, the thesis offers the first literature review where the application of artificial intelligence is examined broadly in the domain of intralogistics automation systems.", "language": "en", "element": "description", "qualifier": "abstract", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Submitted by Miia Hakanen (mihakane@jyu.fi) on 2019-08-23T10:42:05Z\nNo. of bitstreams: 0", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Made available in DSpace on 2019-08-23T10:42:05Z (GMT). No. of bitstreams: 0\n Previous issue date: 2019", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.format.extent", "value": "62", "language": "", "element": "format", "qualifier": "extent", "schema": "dc"}, {"key": "dc.format.mimetype", "value": "application/pdf", "language": null, "element": "format", "qualifier": "mimetype", "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": "sis\u00e4logistiikka", "language": "", "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.subject.other", "value": "varaston tilausten ker\u00e4ily", "language": "", "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.subject.other", "value": "automaatiovarasto", "language": "", 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