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[{"key": "dc.contributor.author", "value": "Salo, Heikki", "language": null, "element": "contributor", "qualifier": "author", "schema": "dc"}, {"key": "dc.date.accessioned", "value": "2013-01-23T08:14:57Z", "language": "", "element": "date", "qualifier": "accessioned", "schema": "dc"}, {"key": "dc.date.available", "value": "2013-01-23T08:14:57Z", "language": "", "element": "date", "qualifier": "available", "schema": "dc"}, {"key": "dc.date.issued", "value": "2012", "language": null, "element": "date", "qualifier": "issued", "schema": "dc"}, {"key": "dc.identifier.other", "value": "oai:jykdok.linneanet.fi:1242275", "language": null, "element": "identifier", "qualifier": "other", "schema": "dc"}, {"key": "dc.identifier.uri", "value": "https://jyx.jyu.fi/handle/123456789/40746", "language": "", "element": "identifier", "qualifier": "uri", "schema": "dc"}, {"key": "dc.description.abstract", "value": "Kaukokartoitusmenetelmi\u00e4 k\u00e4ytet\u00e4\u00e4n tarkkuusmaataloudessa ja metsien inventoinnissa. Pro gradu -tutkielma keskittyy parantamaan analysointiprosessia kasvillisuusm\u00e4\u00e4rien arvioimiseksi esik\u00e4sitellyist\u00e4 ilmakuvista ja digitaalisesta korkeusmallista. Tutkielmassa esitell\u00e4\u00e4n evolutiivinen optimointimenetelm\u00e4 viljapellon biomassojen estimoimiseksi ja tutkitaan biomassaestimaattien tekoa eri menetelmin radiometrisesti korjatuista spektrikaistoista. Tutkielmassa pohditaan my\u00f6s vaihtoehtoja puulajeittaisten tilavuuksien estimoimiseksi metsist\u00e4.", "language": "fi", "element": "description", "qualifier": "abstract", "schema": "dc"}, {"key": "dc.description.abstract", "value": "Remote sensing methodologies are employed in the fields of precision agriculture and forest industry. This thesis focuses on enhancing analysation process for making vegetation volume estimates from pre-processed aerial images and Digital Surface Models. An evolutionary optimisation system for learning crop field biomasses is proposed and making estimates using radiometrically corrected spectral bands with different tools is studied. This thesis also considers methods for estimating forest stem volumes by tree species.", "language": "en", "element": "description", "qualifier": "abstract", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Submitted using Plone Publishing form by Heikki Salo (heatolsa) on 2013-01-23 08:14:55.503847. Form: Pro gradu -lomake (1 tekij\u00e4) (https://kirjasto.jyu.fi/julkaisut/julkaisulomakkeet/pro-gradu-lomake-1-tekijae). JyX data:", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Submitted by jyx lomake-julkaisija (jyx-julkaisija@noreply.fi) on 2013-01-23T08:14:57Z\r\nNo. of bitstreams: 2\r\nURN:NBN:fi:jyu-201301231103.pdf: 9629914 bytes, checksum: bcfa0f47005dce15d60ebaf6e3de141c (MD5)\r\nlicense.html: 4977 bytes, checksum: 4fd798c6845ba088536cc81d5e1f2b7a (MD5)", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Made available in DSpace on 2013-01-23T08:14:57Z (GMT). No. of bitstreams: 2\r\nURN:NBN:fi:jyu-201301231103.pdf: 9629914 bytes, checksum: bcfa0f47005dce15d60ebaf6e3de141c (MD5)\r\nlicense.html: 4977 bytes, checksum: 4fd798c6845ba088536cc81d5e1f2b7a (MD5)\r\n Previous issue date: 2012", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.format.extent", "value": "28 sivua", "language": null, "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": "eng", "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": "kaukokartoitus", "language": "", "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.subject.other", "value": "koneoppiminen", "language": "", "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.subject.other", "value": "biomassa", "language": "", "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.subject.other", "value": "puum\u00e4\u00e4r\u00e4", "language": "", "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.subject.other", "value": "k-l\u00e4hint\u00e4 naapuria", "language": "", "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.subject.other", "value": "tukivektoriregressio", "language": "", "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.subject.other", "value": "optimointi", "language": "", "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.title", "value": "Image analysis with environmental applications", "language": null, "element": "title", "qualifier": null, "schema": "dc"}, {"key": "dc.type", "value": "master thesis", "language": null, "element": 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