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Annika Kangas

Natural Resources Institute Finland (Luke)

36H-index
207Paper Count
4.4KCitation Count
Published Papers 30
Publication Date
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Emulating a forest growth and productivity model with deep learning
errSilva Fennica
IF1.8
err2026-01-01
err0
PREAI
errAstola, Heikki; Kangas, Annika; Minunno, Francesco; Mottus, Matti
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Combining tree-boosting and mixed effects models improves the performance of remote-sensing based forest age predictions
errFORESTRY
IF3.2
err2025-12-01
err0
errOAAI
errToivonen, Janne; Kangas, Annika; Pitkanen, Timo P.; Myllymaki, Mari; Maltamo, Matti; Kukkonen, Mikko; Packalen, Petteri
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errSave
The effect of sampling design in model-based small area estimation
errFORESTRY
IF3.2
err2025-11-01
err0
errOAAI
errKangas, Annika; Myllymaki, Mari; Packalen, Petteri
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errSave
A lightweight dataflow-based software framework for building forest simulators
errEnvironmental Modelling & Software
IF4.6
err2025-09-11
err0
PREAI
errTapio Lempinen; Lauri Mehtätalo; Annika Kangas; Tero Heinonen; Paulo Borges; Jari Vauhkonen
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Estimating the timber value of a forest property using geographically balanced samples and unoccupied aerial vehicle data
errFORESTRY
IF3.2
err2024-03-30
err0
errOAAI
errRaty, Janne; Heikkinen, Juha; Kukkonen, Mikko; Mehtatalo, Lauri; Kangas, Annika; Packalen, Petteri
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Application of the Global Uncertainty and Sensitivity Analysis to assess the importance of deadwood characteristics for forest biodiversity
errSTOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT
IF3.6
err2024-01-26
err0
errOAAI
errMazziotta, Adriano; Kangas, Annika; Llorente, Irene De Pellegrin; Tikkanen, Olli-Pekka; Eyvindson, Kyle
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The relationship between forest structure and naturalness in the Finnish national forest inventory
errFORESTRY
IF3.2
err2023-11-04
err3
errOAAI
errMyllymaki, Mari; Tuominen, Sakari; Kuronen, Mikko; Packalen, Petteri; Kangas, Annika
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errSave
Ensure forest-data integrity for climate change studies
errNATURE CLIMATE CHANGE
IF27.1
err2023-05-22
err4
PREAI
errPaivinen, Risto; Astrup, Rasmus; Birdsey, Richard A.; Breidenbach, Johannes; Fridman, Jonas; Kangas, Annika; Kauppi, Pekka E.; Kohl, Michael; Korhonen, Kari T.; Johannsen, Vivian Kvist; Morneau, Francois; Riedel, Thomas; Schadauer, Klemens; Wernick, Iddo K.
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Spatial trade-offs between ecological and economical sustainability in the boreal production forest
errJOURNAL OF ENVIRONMENTAL MANAGEMENT
IF8.4
err2023-03-01
err13
errOAAI
errMazziotta, Adriano; Borges, Paulo; Kangas, Annika; Halme, Panu; Eyvindson, Kyle
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errSave
Mixed linear and non-linear tree volume models with regional parameters to main tree species in Finland
errFORESTRY
IF3.2
err2022-09-29
err12
errOAAI
errKangas, Annika; Pitkanen, Timo P.; Mehtatalo, Lauri; Heikkinen, Juha
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errSave
Quantifying the effects of competition on the dimensions of Scots pine and Norway spruce crowns
errINTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION
IF8.6
err2022-08-01
err9
errOAAI
errPitkanen, T. P.; Bianchi, S.; Kangas, A.
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errSave
Natural disturbances risks in European Boreal and Temperate forests and their links to climate change-A review of modelling approaches
errFOREST ECOLOGY AND MANAGEMENT
IF3.7
err2022-04-01
err54
errOAAI
errRomeiro, Joyce Machado Nunes; Eid, Tron; Anton-Fernandez, Clara; Kangas, Annika; Tromborg, Erik
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Comparison of the local pivotal method and systematic sampling for national forest inventories
errFOREST ECOSYSTEMS
IF4.4
err2020-09-24
err13
errOAAI
errRaty, Minna; Kuronen, Mikko; Myllymaki, Mari; Kangas, Annika; Makisara, Kai; Heikkinen, Juha
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errSave
Predicting stand age in managed forests using National Forest Inventory field data and airborne laser scanning
errFOREST ECOSYSTEMS
IF4.4
err2020-07-05
err21
errOAAI
errMaltamo, Matti; Kinnunen, Hermanni; Kangas, Annika; Korhonen, Lauri
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errSave
Benefits of past inventory data as prior information for the current inventory
errFOREST ECOSYSTEMS
IF4.4
err2020-04-07
err8
errOAAI
errKangas, Annika; Gobakken, Terje; Naesset, Erik
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errSave
The effect of spatial structure of forests on the precision and costs of plot-level forest resource estimation
errFOREST ECOSYSTEMS
IF4.4
err2019-03-06
err13
errOAAI
errHabel, Henrike; Kuronen, Mikko; Henttonen, Helena M.; Kangas, Annika; Myllymaki, Mari
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errSave
Sources and types of uncertainties in the information on forest-related ecosystem services
errFOREST ECOLOGY AND MANAGEMENT
IF3.7
err2018-11-01
err29
errOAAI
errKangas, A.; Korhonen, K. T.; Packalen, T.; Vauhkonen, J.
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errSave
Comment on A simple way to incorporate uncertainty and risk into forest harvest scheduling
errFOREST ECOLOGY AND MANAGEMENT
IF3.7
err2017-02-01
err4
errOAAI
errEyvindson, Kyle; Kangas, Annika
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errSave
Optimal plot design in a multipurpose forest inventory
errFOREST ECOSYSTEMS
IF4.4
err2015-12-17
err26
errOAAI
errHenttonen, Helena M.; Kangas, Annika
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Model-assisted estimation of growing stock volume using different combinations of LiDAR and Landsat data as auxiliary information
errREMOTE SENSING OF ENVIRONMENT
IF11.4
err2015-03-01
err85
PREAI
errSaarela, Svetlana; Grafstrom, Anton; Stahl, Goran; Kangas, Annika; Holopainen, Markus; Tuominen, Sakari; Nordkvist, Karin; Hyyppa, Juha
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Research Directions

No research directions
Co-authors
Cooperation Journals
J
Juha Hyyppä
H-index: 85 · Papers: 777
E
Erik Næsset
H-index: 78 · Papers: 360
T
Terje Gobakken
H-index: 63 · Papers: 293
R
Richard A. Birdsey
H-index: 59 · Papers: 314
M
Matti Maltamo
H-index: 58 · Papers: 296
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