From between-stand to within-tree variation: wood and timber quality of Norway spruce (Picea abies H. Karst) analyzed at scale using laser scanning and industrial data

Jiri Pyörälä, Mika Pehkonen, Otto Saikkonen, Olli Winberg, Xiaowei Yu, Johan Holmgren, Markus Holopainen, Juha Hyyppä, Harri Kaartinen, Antero Kukko

Open source

DOI
10.1186/s13595-026-01326-w
Published
3
Container
Annals of Forest Science
Publisher
Not recorded
Open access
yes

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BibTeX

@article{allodium:10.1186/s13595-026-01326-w,
  title = {From between-stand to within-tree variation: wood and timber quality of Norway spruce (Picea abies H. Karst) analyzed at scale using laser scanning and industrial data},
  author = {Jiri Pyörälä and Mika Pehkonen and Otto Saikkonen and Olli Winberg and Xiaowei Yu and Johan Holmgren and Markus Holopainen and Juha Hyyppä and Harri Kaartinen and Antero Kukko},
  year = {2026},
  journal = {Annals of Forest Science},
  doi = {10.1186/s13595-026-01326-w},
  url = {https://doi.org/10.1186/s13595-026-01326-w}
}

RIS

TY  - JOUR
TI  - From between-stand to within-tree variation: wood and timber quality of Norway spruce (Picea abies H. Karst) analyzed at scale using laser scanning and industrial data
AU  - Jiri Pyörälä
AU  - Mika Pehkonen
AU  - Otto Saikkonen
AU  - Olli Winberg
AU  - Xiaowei Yu
AU  - Johan Holmgren
AU  - Markus Holopainen
AU  - Juha Hyyppä
AU  - Harri Kaartinen
AU  - Antero Kukko
PY  - 2026
JO  - Annals of Forest Science
DO  - 10.1186/s13595-026-01326-w
UR  - https://doi.org/10.1186/s13595-026-01326-w
ER  - 

APA

Pyörälä, J., Pehkonen, M., Saikkonen, O., Winberg, O., Yu, X., Holmgren, J., Holopainen, M., Hyyppä, J., Kaartinen, H., & Kukko, A. (2026). From between-stand to within-tree variation: wood and timber quality of Norway spruce (Picea abies H. Karst) analyzed at scale using laser scanning and industrial data. Annals of Forest Science. https://doi.org/10.1186/s13595-026-01326-w

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