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Machine learning estimators for the quantity and quality of grass swards used for silage production using drone-based imaging spectrometry and photogrammetry

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dc.contributor.authorOliveira, Raquel Alves
dc.contributor.authorNäsi, Roope
dc.contributor.authorNiemeläinen, Oiva
dc.contributor.authorNyholm, Laura
dc.contributor.authorAlhonoja, Katja
dc.contributor.authorKaivosoja, Jere
dc.contributor.authorJauhiainen, Lauri
dc.contributor.authorViljanen, Niko
dc.contributor.authorNezami, Somayeh
dc.contributor.authorMarkelin, Lauri
dc.contributor.authorHakala, Teemu
dc.contributor.authorHonkavaara, Eija
dc.contributor.departmentid4100110210
dc.contributor.departmentid4100210710
dc.contributor.departmentid4100110210
dc.contributor.orcidhttps://orcid.org/0000-0001-6721-2065
dc.contributor.organizationLuonnonvarakeskus
dc.date.accessioned2020-12-15T05:49:24Z
dc.date.accessioned2025-05-28T13:55:08Z
dc.date.available2020-12-15T05:49:24Z
dc.date.issued2020
dc.description.vuosik2020
dc.format.bitstreamfalse
dc.identifier.olddbid489221
dc.identifier.oldhandle10024/546681
dc.identifier.urihttps://jukuri.luke.fi/handle/11111/24429
dc.language.isoen
dc.okm.corporatecopublicationon
dc.okm.discipline222
dc.okm.internationalcopublicationei
dc.okm.openaccess2 = Hybridijulkaisukanavassa ilmestynyt avoin julkaisu
dc.okm.selfarchivedei
dc.publisherAmerican Elsevier Pub. Co.
dc.relation.articlenumber111830
dc.relation.doi10.1016/j.rse.2020.111830
dc.relation.ispartofseriesRemote sensing of environment
dc.relation.issn0034-4257
dc.relation.issn1879-0704
dc.relation.volume246
dc.source.identifierhttps://jukuri.luke.fi/handle/10024/546681
dc.subject.ysoHyperspectral
dc.subject.ysoDrone
dc.subject.ysophotogrammetry
dc.subject.ysoPrecise agriculture
dc.subject.ysoGrass sward
dc.subject.ysobiomass
dc.subject.ysoDigestibility
dc.subject.ysonitrogen
dc.subject.ysoNeutral detergent fibre
dc.subject.ysomachine learning
dc.subject.ysoRandom forest
dc.subject.ysoMultiple linear regression
dc.teh41007-00180500
dc.teh41007-00103100
dc.titleMachine learning estimators for the quantity and quality of grass swards used for silage production using drone-based imaging spectrometry and photogrammetry
dc.typepublication
dc.type.okmfi=A1 Alkuperäisartikkeli tieteellisessä aikakauslehdessä|sv=A1 Originalartikel i en vetenskaplig tidskrift|en=A1 Journal article (refereed), original research|

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