Airborne Laser Scanning Outperforms the Alternative 3D Techniques in Capturing Variation in Tree Height and Forest Density in Southern Boreal Forests

Mikko Vastaranta, Tuomas Yrttimaa, Ninni Saarinen, Xiaowei Yu, Mika Karjalainen, Kimmo Nurminen, Kirsi Karila, Ville Kankare, Ville Luoma, Jiri Pyörälä, Samuli Junttila, Topi Tanhuanpaa, Harri Kaartinen, Antero Kukko, Eija Honkavaara, Anttoni Jaakkola, Xinlian Liang, Yunsheng Wang, Matti Vaaja, Hannu HyyppäMasato Katoh, Michael A. Wulder, Markus Holopainen, Juha Hyyppä

Research output: Contribution to journalArticleScientificpeer-review

Original languageEnglish
JournalBaltic Forestry
Volume24
Issue number2
Pages (from-to)268-277
Number of pages10
ISSN1392-1355
Publication statusPublished - 2018
MoE publication typeA1 Journal article-refereed

Fields of Science

  • airborne laser scanning
  • lidar
  • photogrammetry
  • radargrammetry
  • interferometry
  • tree
  • mapping
  • INVENTORY ATTRIBUTES
  • POINT CLOUDS
  • LEVEL
  • PREDICTION
  • MODELS
  • SAR
  • 4112 Forestry

Cite this

Vastaranta, Mikko ; Yrttimaa, Tuomas ; Saarinen, Ninni ; Yu, Xiaowei ; Karjalainen, Mika ; Nurminen, Kimmo ; Karila, Kirsi ; Kankare, Ville ; Luoma, Ville ; Pyörälä, Jiri ; Junttila, Samuli ; Tanhuanpaa, Topi ; Kaartinen, Harri ; Kukko, Antero ; Honkavaara, Eija ; Jaakkola, Anttoni ; Liang, Xinlian ; Wang, Yunsheng ; Vaaja, Matti ; Hyyppä, Hannu ; Katoh, Masato ; Wulder, Michael A. ; Holopainen, Markus ; Hyyppä, Juha. / Airborne Laser Scanning Outperforms the Alternative 3D Techniques in Capturing Variation in Tree Height and Forest Density in Southern Boreal Forests. In: Baltic Forestry. 2018 ; Vol. 24, No. 2. pp. 268-277.
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title = "Airborne Laser Scanning Outperforms the Alternative 3D Techniques in Capturing Variation in Tree Height and Forest Density in Southern Boreal Forests",
keywords = "airborne laser scanning, lidar, photogrammetry, radargrammetry, interferometry, tree, mapping, INVENTORY ATTRIBUTES, POINT CLOUDS, LEVEL, PREDICTION, MODELS, SAR, 4112 Forestry",
author = "Mikko Vastaranta and Tuomas Yrttimaa and Ninni Saarinen and Xiaowei Yu and Mika Karjalainen and Kimmo Nurminen and Kirsi Karila and Ville Kankare and Ville Luoma and Jiri Py{\"o}r{\"a}l{\"a} and Samuli Junttila and Topi Tanhuanpaa and Harri Kaartinen and Antero Kukko and Eija Honkavaara and Anttoni Jaakkola and Xinlian Liang and Yunsheng Wang and Matti Vaaja and Hannu Hyypp{\"a} and Masato Katoh and Wulder, {Michael A.} and Markus Holopainen and Juha Hyypp{\"a}",
year = "2018",
language = "English",
volume = "24",
pages = "268--277",
journal = "Baltic Forestry",
issn = "1392-1355",
publisher = "INST FORESTRY LRCAF",
number = "2",

}

Vastaranta, M, Yrttimaa, T, Saarinen, N, Yu, X, Karjalainen, M, Nurminen, K, Karila, K, Kankare, V, Luoma, V, Pyörälä, J, Junttila, S, Tanhuanpaa, T, Kaartinen, H, Kukko, A, Honkavaara, E, Jaakkola, A, Liang, X, Wang, Y, Vaaja, M, Hyyppä, H, Katoh, M, Wulder, MA, Holopainen, M & Hyyppä, J 2018, 'Airborne Laser Scanning Outperforms the Alternative 3D Techniques in Capturing Variation in Tree Height and Forest Density in Southern Boreal Forests', Baltic Forestry, vol. 24, no. 2, pp. 268-277.

Airborne Laser Scanning Outperforms the Alternative 3D Techniques in Capturing Variation in Tree Height and Forest Density in Southern Boreal Forests. / Vastaranta, Mikko; Yrttimaa, Tuomas; Saarinen, Ninni; Yu, Xiaowei; Karjalainen, Mika; Nurminen, Kimmo; Karila, Kirsi; Kankare, Ville; Luoma, Ville; Pyörälä, Jiri; Junttila, Samuli; Tanhuanpaa, Topi; Kaartinen, Harri; Kukko, Antero; Honkavaara, Eija; Jaakkola, Anttoni; Liang, Xinlian; Wang, Yunsheng; Vaaja, Matti; Hyyppä, Hannu; Katoh, Masato; Wulder, Michael A.; Holopainen, Markus; Hyyppä, Juha.

In: Baltic Forestry, Vol. 24, No. 2, 2018, p. 268-277.

Research output: Contribution to journalArticleScientificpeer-review

TY - JOUR

T1 - Airborne Laser Scanning Outperforms the Alternative 3D Techniques in Capturing Variation in Tree Height and Forest Density in Southern Boreal Forests

AU - Vastaranta, Mikko

AU - Yrttimaa, Tuomas

AU - Saarinen, Ninni

AU - Yu, Xiaowei

AU - Karjalainen, Mika

AU - Nurminen, Kimmo

AU - Karila, Kirsi

AU - Kankare, Ville

AU - Luoma, Ville

AU - Pyörälä, Jiri

AU - Junttila, Samuli

AU - Tanhuanpaa, Topi

AU - Kaartinen, Harri

AU - Kukko, Antero

AU - Honkavaara, Eija

AU - Jaakkola, Anttoni

AU - Liang, Xinlian

AU - Wang, Yunsheng

AU - Vaaja, Matti

AU - Hyyppä, Hannu

AU - Katoh, Masato

AU - Wulder, Michael A.

AU - Holopainen, Markus

AU - Hyyppä, Juha

PY - 2018

Y1 - 2018

KW - airborne laser scanning

KW - lidar

KW - photogrammetry

KW - radargrammetry

KW - interferometry

KW - tree

KW - mapping

KW - INVENTORY ATTRIBUTES

KW - POINT CLOUDS

KW - LEVEL

KW - PREDICTION

KW - MODELS

KW - SAR

KW - 4112 Forestry

M3 - Article

VL - 24

SP - 268

EP - 277

JO - Baltic Forestry

JF - Baltic Forestry

SN - 1392-1355

IS - 2

ER -