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Nitrogen fertilization has a small but detectable effect on the spectral properties of needles in Norway spruce

dc.contributor.authorJuola, Jussi
dc.contributor.authorRautiainen, Miina
dc.contributor.authorPeltola, Heli
dc.contributor.authorLauniainen, Samuli
dc.contributor.authorHovi, Aarne
dc.contributor.departmentid4100311110
dc.contributor.orcidhttps://orcid.org/0000-0001-6611-6573
dc.contributor.organizationLuonnonvarakeskus
dc.date.accessioned2026-01-15T13:41:54Z
dc.date.issued2025
dc.description.abstractOptical remote sensing has been proposed as a tool to guide precise application of fertilizers; however, the effects of nitrogen (N) fertilization on the spectral properties of coniferous needles from mature forests are not known. In this extensive pilot study, we present how N fertilization affects the spectral properties, nutrient content, and morphological properties of Norway spruce needles collected from a controlled fertilization experiment in Finland. We found small mean differences (<3 % across the 400–2500 nm range) in reflectance, transmittance, and albedo spectra between the needles collected from fertilized and unfertilized plots. In addition, the results suggest a saturation in the spectral changes beyond moderate (<200 kg N ha−1) levels of N fertilization. The needle spectra enabled predicting morphological properties using partial least squares regression. Specific leaf area and water content showed moderate-to-good generalization (R² values of 0.7 and 0.8, respectively) with low-to-very-low relative RMSEP-% values (6.2 % and 2.2 %, respectively) and narrow confidence intervals (4.8–7.4 % and 1.5–2.8 %, respectively). Nitrogen fertilization had a statistically significant effect on spectra only in current-year needles. We found that an absorption feature centered between 1112–1272 nm showed the best accuracy (83.3 %) in differentiating current-year needles collected from fertilized and unfertilized plots. Our results highlight that N fertilization has a small yet detectable effect on the spectral properties of needles in Norway spruce trees which could be used to develop remote sensing applications for assessing N fertilization in forests.
dc.description.vuosik2025
dc.format.pagerange19 p.
dc.identifier.citationHow to cite: Jussi Juola, Miina Rautiainen, Heli Peltola, Samuli Launiainen, Aarne Hovi, Nitrogen fertilization has a small but detectable effect on the spectral properties of needles in Norway spruce, Forest Ecology and Management, Volume 597, 2025, 123170, https://doi.org/10.1016/j.foreco.2025.123170.
dc.identifier.urihttps://jukuri.luke.fi/handle/11111/103669
dc.identifier.urlhttps://doi.org/10.1016/j.foreco.2025.123170
dc.identifier.urnURN:NBN:fi-fe202601154238
dc.language.isoen
dc.okm.avoinsaatavuuskytkin1 = Avoimesti saatavilla
dc.okm.corporatecopublicationei
dc.okm.discipline4112
dc.okm.internationalcopublicationei
dc.okm.julkaisukanavaoa2 = Osittain avoimessa julkaisukanavassa ilmestynyt julkaisu
dc.okm.selfarchivedon
dc.publisherElsevier
dc.relation.articlenumber123170
dc.relation.doi10.1016/j.foreco.2025.123170
dc.relation.ispartofseriesForest ecology and management
dc.relation.issn0378-1127
dc.relation.volume597
dc.rightsCC BY 4.0
dc.source.justusid133762
dc.subjecthyperspectral
dc.subjectspectroscopy
dc.subjectreflectance
dc.subjectalbedo
dc.subjectconiferous
dc.subjectfoliage
dc.subjectnutrient
dc.titleNitrogen fertilization has a small but detectable effect on the spectral properties of needles in Norway spruce
dc.typepublication
dc.type.okmfi=A1 Alkuperäisartikkeli tieteellisessä aikakauslehdessä|sv=A1 Originalartikel i en vetenskaplig tidskrift|en=A1 Journal article (refereed), original research|
dc.type.versionfi=Publisher's version|sv=Publisher's version|en=Publisher's version|

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