Assessing Biodiversity in Boreal Forests with UAV-Based Photogrammetric Point Clouds and Hyperspectral Imaging

Ninni Saarinen; Mikko Vastaranta; Roope Nasi; Tomi Rosnell; Teemu Hakala; Eija Honkavaara; Michael A. Wulder; Ville Luoma; Antonio M. G. Tommaselli; Nilton N. Imai; Eduardo A. W. Ribeiro; Raul B. Guimaraes; Markus Holopainen; Juha Hyyppa

doi:10.3390/rs10020338

Assessing Biodiversity in Boreal Forests with UAV-Based Photogrammetric Point Clouds and Hyperspectral Imaging

Ninni Saarinen, Mikko Vastaranta, Roope Nasi, Tomi Rosnell, Teemu Hakala, Eija Honkavaara, Michael A. Wulder, Ville Luoma, Antonio M. G. Tommaselli, Nilton N. Imai, Eduardo A. W. Ribeiro, Raul B. Guimaraes, Markus Holopainen, Juha Hyyppa

Research output: Contribution to journal › Article › Scientific › peer-review

Original language	English
Article number	338
Journal	Remote Sensing
Volume	10
Issue number	2
Number of pages	22
ISSN	2072-4292
DOIs	https://doi.org/10.3390/rs10020338
Publication status	Published - Feb 2018
MoE publication type	A1 Journal article-refereed

Fields of Science

UAS
photogrammetry
remote sensing
structural diversity
size variability
dead wood
old growth
tree species
3D
spectral
UNMANNED AERIAL VEHICLES
LASER-SCANNING DATA
REMOTE-SENSING DATA
STAND STRUCTURAL DIVERSITY
COARSE WOODY DEBRIS
AIRBORNE LIDAR
BIOMASS EQUATIONS
COMPUTER VISION
CANOPY GAPS
TREE-LEVEL
4112 Forestry

Access to Document

10.3390/rs10020338

remotesensing-10-00338Final published version, 2.85 MBLicence: CC BY

Cite this

Saarinen, N., Vastaranta, M., Nasi, R., Rosnell, T., Hakala, T., Honkavaara, E., Wulder, M. A., Luoma, V., Tommaselli, A. M. G., Imai, N. N., Ribeiro, E. A. W., Guimaraes, R. B., Holopainen, M., & Hyyppa, J. (2018). Assessing Biodiversity in Boreal Forests with UAV-Based Photogrammetric Point Clouds and Hyperspectral Imaging. Remote Sensing, 10(2), Article 338. https://doi.org/10.3390/rs10020338

@article{6c17da5e602543a89687232f9a4b4a11,

title = "Assessing Biodiversity in Boreal Forests with UAV-Based Photogrammetric Point Clouds and Hyperspectral Imaging",

keywords = "UAS, photogrammetry, remote sensing, structural diversity, size variability, dead wood, old growth, tree species, 3D, spectral, UNMANNED AERIAL VEHICLES, LASER-SCANNING DATA, REMOTE-SENSING DATA, STAND STRUCTURAL DIVERSITY, COARSE WOODY DEBRIS, AIRBORNE LIDAR, BIOMASS EQUATIONS, COMPUTER VISION, CANOPY GAPS, TREE-LEVEL, 4112 Forestry",

author = "Ninni Saarinen and Mikko Vastaranta and Roope Nasi and Tomi Rosnell and Teemu Hakala and Eija Honkavaara and Wulder, {Michael A.} and Ville Luoma and Tommaselli, {Antonio M. G.} and Imai, {Nilton N.} and Ribeiro, {Eduardo A. W.} and Guimaraes, {Raul B.} and Markus Holopainen and Juha Hyyppa",

year = "2018",

month = feb,

doi = "10.3390/rs10020338",

language = "English",

volume = "10",

journal = "Remote Sensing",

issn = "2072-4292",

publisher = "MDPI",

number = "2",

}

Saarinen, N, Vastaranta, M, Nasi, R, Rosnell, T, Hakala, T, Honkavaara, E, Wulder, MA, Luoma, V, Tommaselli, AMG, Imai, NN, Ribeiro, EAW, Guimaraes, RB, Holopainen, M & Hyyppa, J 2018, 'Assessing Biodiversity in Boreal Forests with UAV-Based Photogrammetric Point Clouds and Hyperspectral Imaging', Remote Sensing, vol. 10, no. 2, 338. https://doi.org/10.3390/rs10020338

TY - JOUR

T1 - Assessing Biodiversity in Boreal Forests with UAV-Based Photogrammetric Point Clouds and Hyperspectral Imaging

AU - Saarinen, Ninni

AU - Vastaranta, Mikko

AU - Nasi, Roope

AU - Rosnell, Tomi

AU - Hakala, Teemu

AU - Honkavaara, Eija

AU - Wulder, Michael A.

AU - Luoma, Ville

AU - Tommaselli, Antonio M. G.

AU - Imai, Nilton N.

AU - Ribeiro, Eduardo A. W.

AU - Guimaraes, Raul B.

AU - Holopainen, Markus

AU - Hyyppa, Juha

PY - 2018/2

Y1 - 2018/2

KW - UAS

KW - photogrammetry

KW - remote sensing

KW - structural diversity

KW - size variability

KW - dead wood

KW - old growth

KW - tree species

KW - 3D

KW - spectral

KW - UNMANNED AERIAL VEHICLES

KW - LASER-SCANNING DATA

KW - REMOTE-SENSING DATA

KW - STAND STRUCTURAL DIVERSITY

KW - COARSE WOODY DEBRIS

KW - AIRBORNE LIDAR

KW - BIOMASS EQUATIONS

KW - COMPUTER VISION

KW - CANOPY GAPS

KW - TREE-LEVEL

KW - 4112 Forestry

U2 - 10.3390/rs10020338

DO - 10.3390/rs10020338

M3 - Article

SN - 2072-4292

VL - 10

JO - Remote Sensing

JF - Remote Sensing

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ER -