Nitrogen fertilization has a small but detectable effect on the spectral properties of needles in Norway spruce
| dc.contributor.author | Juola, Jussi | |
| dc.contributor.author | Rautiainen, Miina | |
| dc.contributor.author | Peltola, Heli | |
| dc.contributor.author | Launiainen, Samuli | |
| dc.contributor.author | Hovi, Aarne | |
| dc.contributor.departmentid | 4100311110 | |
| dc.contributor.orcid | https://orcid.org/0000-0001-6611-6573 | |
| dc.contributor.organization | Luonnonvarakeskus | |
| dc.date.accessioned | 2026-01-15T13:41:54Z | |
| dc.date.issued | 2025 | |
| dc.description.abstract | Optical 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.vuosik | 2025 | |
| dc.format.pagerange | 19 p. | |
| dc.identifier.citation | How 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.uri | https://jukuri.luke.fi/handle/11111/103669 | |
| dc.identifier.url | https://doi.org/10.1016/j.foreco.2025.123170 | |
| dc.identifier.urn | URN:NBN:fi-fe202601154238 | |
| dc.language.iso | en | |
| dc.okm.avoinsaatavuuskytkin | 1 = Avoimesti saatavilla | |
| dc.okm.corporatecopublication | ei | |
| dc.okm.discipline | 4112 | |
| dc.okm.internationalcopublication | ei | |
| dc.okm.julkaisukanavaoa | 2 = Osittain avoimessa julkaisukanavassa ilmestynyt julkaisu | |
| dc.okm.selfarchived | on | |
| dc.publisher | Elsevier | |
| dc.relation.articlenumber | 123170 | |
| dc.relation.doi | 10.1016/j.foreco.2025.123170 | |
| dc.relation.ispartofseries | Forest ecology and management | |
| dc.relation.issn | 0378-1127 | |
| dc.relation.volume | 597 | |
| dc.rights | CC BY 4.0 | |
| dc.source.justusid | 133762 | |
| dc.subject | hyperspectral | |
| dc.subject | spectroscopy | |
| dc.subject | reflectance | |
| dc.subject | albedo | |
| dc.subject | coniferous | |
| dc.subject | foliage | |
| dc.subject | nutrient | |
| dc.title | Nitrogen fertilization has a small but detectable effect on the spectral properties of needles in Norway spruce | |
| dc.type | publication | |
| dc.type.okm | fi=A1 Alkuperäisartikkeli tieteellisessä aikakauslehdessä|sv=A1 Originalartikel i en vetenskaplig tidskrift|en=A1 Journal article (refereed), original research| | |
| dc.type.version | fi=Publisher's version|sv=Publisher's version|en=Publisher's version| |
Tiedostot
1 - 1 / 1
Ladataan...
- Name:
- Juola_etal_2025_ForestEcolManag_Nitrogen.pdf
- Size:
- 14.08 MB
- Format:
- Adobe Portable Document Format
- Description:
- Juola_etal_2025_ForestEcolManag_Nitrogen.pdf
