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dc.contributor.authorGutiérrez, Alberto
dc.contributor.authorBuchaca, David
dc.contributor.authorBerral García, Josep Lluís
dc.date.accessioned2017-09-21T10:09:19Z
dc.date.available2017-09-21T10:09:19Z
dc.date.issued2017-05-04
dc.identifier.citationGutiérrez, A.; Buchaca, D.; Berral García, J. L. Discovering ship navigation patterns towards environmental impact modeling. A: BSC Severo Ochoa International Doctoral Symposium (4th: 2017: Barcelona). "Book of abstracts". Barcelona: Barcelona Supercomputing Center, 2017, p. 34-35.
dc.identifier.urihttp://hdl.handle.net/2117/107852
dc.description.abstractIn this work a data pipe-line to manage and extract patterns from time-series is described. The patterns found with a combination of Conditional Restricted Boltzmann Machine (CRBM) and k-Means algorithms are then validated using a visualization tool. The motivation of finding these patterns is to leverage future emission model.
dc.format.extent2 p.
dc.languageen
dc.language.isoeng
dc.publisherBarcelona Supercomputing Center
dc.rightsAttribution-NonCommercial-NoDerivs 3.0 Spain
dc.rights.urihttp://creativecommons.org/licenses/by-nc-nd/3.0/es/
dc.subjectÀrees temàtiques de la UPC::Informàtica::Arquitectura de computadors
dc.subjectÀrees temàtiques de la UPC::Nàutica::Impacte ambiental
dc.subjectÀrees temàtiques de la UPC::Desenvolupament humà i sostenible::Degradació ambiental::Contaminació atmosfèrica
dc.subject.lcshHigh performance computing
dc.subject.lcshAir -- Pollution
dc.subject.lcshShipping
dc.subject.otherPattern mining
dc.subject.otherMachine learning
dc.subject.otherNeural networks
dc.subject.otherShips
dc.subject.otherEnvironmental modeling
dc.titleDiscovering ship navigation patterns towards environmental impact modeling
dc.typeConference report
dc.subject.lemacCàlcul intensiu (Informàtica)
dc.subject.lemacAire -- Contaminació
dc.subject.lemacTransport marítim
dc.rights.accessOpen Access
upcommons.citation.contributorBSC Severo Ochoa International Doctoral Symposium (4th: 2017: Barcelona)
upcommons.citation.pubplaceBarcelona
upcommons.citation.publishedtrue
upcommons.citation.publicationNameBook of abstracts
upcommons.citation.startingPage34
upcommons.citation.endingPage35


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Except where otherwise noted, content on this work is licensed under a Creative Commons license: Attribution-NonCommercial-NoDerivs 3.0 Spain