From needles to landscapes: a novel approach to scaling forest spectra

Project Information

FREEDLES

Grant agreement ID: 771049

DOI

10.3030/771049

Project closed

EC signature date 30 January 2018

Start date 1 May 2018

End date 30 April 2024

Funded under

• EXCELLENT SCIENCE - European Research Council (ERC)

Total cost

€ 1 963 590,00

EU contribution

€ 1 963 590,00

Coordinated by

AALTO KORKEAKOULUSAATIO SR
Finland

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Peer reviewed articles (34)

Evaluation of a forest radiative transfer model using an extensive boreal forest inventory database

Author(s): Ranjith Gopalakrishnan; Lauri Korhonen; Matti Mõttus; Miina Rautiainen; Aarne Hovi; Lauri Mehtätalo; Matti Maltamo; Heli Peltola; Petteri Packalen
Published in: Science of Remote Sensing, 2023, ISSN 2666-0172
Publisher: Elsevier
DOI: 10.1016/j.srs.2023.100098

Relationships between understory spectra and fractional cover in northern European boreal forests

Author(s): Petri R. Forsström; Jussi Juola; Miina Rautiainen
Published in: Agricultural and Forest Meteorology, Issue 8, 2021, ISSN 0168-1923
Publisher: Elsevier BV
DOI: 10.1016/j.agrformet.2021.108604

Spectral composition of shortwave radiation transmitted by forest canopies

Author(s): Aarne Hovi; Miina Rautiainen
Published in: Trees - structure and function, Issue 2, 2020, ISSN 0931-1890
Publisher: Springer Verlag
DOI: 10.1007/s00468-020-02005-7

Evaluating the performance of a double integrating sphere in measurement of reflectance, transmittance, and albedo of coniferous needles

Author(s): Aarne Hovi, Matti Mõttus, Jussi Juola, Farshid Manoocheri, Erkki Ikonen, Miina Rautiainen
Published in: Silva Fennica, Issue 54/2, 2020, ISSN 0037-5330
Publisher: Suomen Metsatieteellinen Seura/Finnish Society of Forest Science
DOI: 10.14214/sf.10270

Estimating cover fraction from tls return intensity in coniferous and broadleaved tree shoots

Author(s): Daniel Schraik; Aarne Hovi; Miina Rautiainen
Published in: Silva Fennica, Vol 55, Iss 4 (2021), Issue 4, 2021, ISSN 0037-5330
Publisher: Suomen Metsatieteellinen Seura/Finnish Society of Forest Science
DOI: 10.14214/sf.10533

A dataset composed of multiangular spectral libraries and auxiliary data at tree, leaf, needle, and bark level for three common European tree species

Author(s): Aarne Hovi, Petri R. Forsström, Giulia Ghielmetti, Michael E. Schaepman, Miina Rautiainen
Published in: Data in Brief, Issue 35, 2021, Page(s) 106820, ISSN 2352-3409
Publisher: Elsevier BV
DOI: 10.1016/j.dib.2021.106820

Remote sensing and spectroscopy of lichens

Author(s): Miina Rautiainen; Nea Kuusinen; Titta Majasalmi
Published in: Ecology and Evolution, 2024, ISSN 2045-7758
Publisher: John Wiley and Sons Ltd
DOI: 10.1002/ece3.11110

Small geographical variability observed in Norway spruce needle spectra across Europe

Author(s): Aarne Hovi; Petr Lukeš; Lucie Homolová; Jussi Juola; Miina Rautiainen
Published in: Silva Fennica, 2022, ISSN 0037-5330
Publisher: Suomen Metsatieteellinen Seura/Finnish Society of Forest Science
DOI: 10.14214/sf.10683

The impact of tree canopy structure on understory variation in a boreal forest

Author(s): Titta Majasalmi, Miina Rautiainen
Published in: Forest Ecology and Management, Issue 466, 2020, Page(s) 118100, ISSN 0378-1127
Publisher: Elsevier BV
DOI: 10.1016/j.foreco.2020.118100

Intra‐ and interspecific variation in spectral properties of dominant <i>Sphagnum</i> moss species in boreal peatlands

Author(s): Sini‐Selina Salko; Jussi Juola; Iuliia Burdun; Harri Vasander; Miina Rautiainen
Published in: Ecology and Evolution, 2023, ISSN 2045-7758
Publisher: John Wiley and Sons Ltd
DOI: 10.1002/ece3.10197

Classification of tree species based on hyperspectral reflectance images of stem bark

Author(s): Jussi Juola; Aarne Hovi; Miina Rautiainen
Published in: European Journal of Remote Sensing, 2022, ISSN 2279-7254
Publisher: Taylor & Francis
DOI: 10.1080/22797254.2022.2161420

Potential of using surface temperature data to benchmark Sentinel-2-based forest phenometrics in boreal Finland

Author(s): Titta Majasalmi; Miina Rautiainen
Published in: Annals of Forest Science, Issue 1, 2022, ISSN 1297-966X
Publisher: Springer Nature
DOI: 10.1186/s13595-022-01130-2

Contribution of woody elements to tree level reflectance in boreal forests

Author(s): Nea Kuusinen; Aarne Hovi; Miina Rautiainen
Published in: Silva Fennica, Vol 55, Iss 5 (2021), Issue 4, 2021, ISSN 0037-5330
Publisher: Suomen Metsatieteellinen Seura/Finnish Society of Forest Science
DOI: 10.14214/sf.10600

Empirical validation of photon recollision probability in single crowns of tree seedlings

Author(s): Aarne Hovi; Petri Forsström; Giulia Ghielmetti; Michael E. Schaepman; Miina Rautiainen
Published in: ISPRS Journal of Photogrammetry and Remote Sensing, 2020, ISSN 0924-2716
Publisher: Elsevier BV
DOI: 10.1016/j.isprsjprs.2020.08.027

Links between light availability and spectral properties of forest floor in European forests

Author(s): Petri R. Forsström; Aarne Hovi; Jussi Juola; Miina Rautiainen
Published in: Agricultural and Forest Meteorology, 2023, ISSN 0168-1923
Publisher: Elsevier BV
DOI: 10.1016/j.agrformet.2023.109481

Direct estimation of photon recollision probability using terrestrial laser scanning

Author(s): Di Wang; Daniel Schraik; Aarne Hovi; Miina Rautiainen
Published in: Remote Sensing of Environment, Issue 1, 2020, ISSN 0034-4257
Publisher: Elsevier BV
DOI: 10.1016/j.rse.2020.111932

Practical recommendations and limitations for pushbroom hyperspectral imaging of tree stems

Author(s): Juola, Jussi; Hovi, Aarne; Rautiainen, Miina
Published in: Remote Sensing of Environment, 2023, ISSN 0034-4257
Publisher: Elsevier BV
DOI: 10.1016/j.rse.2023.113837

Hidden becomes clear: Optical remote sensing of vegetation reveals water table dynamics in northern peatlands

Author(s): Burdun, Iuliia; Bechtold, Michel; Aurela, Mika; De Lannoy, Gabrielle; Desai, Ankur R; Humphreys, Elyn; Kareksela, Santtu; Komisarenko, Viacheslav; Liimatainen, Maarit; Marttila, Hannu; Minkkinen, Kari; Nilsson, Mats B; Ojanen, Paavo; Salko, Sini-Selina; Tuittila, Eeva-Stiina; Uuemaa, Evelyn; Rautiainen, Miina
Published in: Remote Sensing of Environment, 2023, ISSN 0034-4257
Publisher: Elsevier BV
DOI: 10.1016/j.rse.2023.113736

Multiangular spectra of tree bark for common boreal tree species in Europe

Author(s): Jussi Juola, Aarne Hovi, Miina Rautiainen
Published in: Silva Fennica, Issue 54/4, 2020, ISSN 0037-5330
Publisher: Suomen Metsatieteellinen Seura/Finnish Society of Forest Science
DOI: 10.14214/sf.10331

Assessment of a photon recollision probability based forest reflectance model in European boreal and temperate forests

Author(s): Aarne Hovi; Daniel Schraik; Jan Hanuš; Lucie Homolová; Jussi Juola; Mait Lang; Petr Lukes; Jan Pisek; Miina Rautiainen
Published in: Remote Sensing of Environment, Issue 2, 2022, ISSN 0034-4257
Publisher: Elsevier BV
DOI: 10.1016/j.rse.2021.112804

Dataset of tree canopy structure and variation in understory composition in a boreal forest site

Author(s): Titta Majasalmi; Miina Rautiainen
Published in: Data in Brief, Vol 30, Iss , Pp 105573- (2020), Issue 3, 2020, ISSN 2352-3409
Publisher: Elsevier BV
DOI: 10.1016/j.dib.2020.105573

Bayesian inversion of a forest reflectance model using Sentinel-2 and Landsat 8 satellite images

Author(s): Daniel Schraik, Petri Varvia, Lauri Korhonen, Miina Rautiainen
Published in: Journal of Quantitative Spectroscopy and Radiative Transfer, Issue 233, 2019, Page(s) 1-12, ISSN 0022-4073
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.jqsrt.2019.05.013

Seasonal dynamics of albedo across European boreal forests: Analysis of MODIS albedo and structural metrics from airborne LiDAR

Author(s): Aarne Hovi, Eva Lindberg, Mait Lang, Tauri Arumäe, Jussi Peuhkurinen, Sanna Sirparanta, Sergey Pyankov, Miina Rautiainen
Published in: Remote Sensing of Environment, Issue 224, 2019, Page(s) 365-381, ISSN 0034-4257
Publisher: Elsevier BV
DOI: 10.1016/j.rse.2019.02.001

Seasonal dynamics of lingonberry and blueberry spectra

Author(s): Petri Forsström, Jouni Peltoniemi, Miina Rautiainen
Published in: Silva Fennica, Issue 53/2, 2019, ISSN 2242-4075
Publisher: Finnish Society of Forest Science
DOI: 10.14214/sf.10150

Multi-angular reflectance spectra of small single trees

Author(s): Petri R. Forsström, Aarne Hovi, Giulia Ghielmetti, Michael E. Schaepman, Miina Rautiainen
Published in: Remote Sensing of Environment, Issue 255, 2021, Page(s) 112302, ISSN 0034-4257
Publisher: Elsevier BV
DOI: 10.1016/j.rse.2021.112302

Representation of tree cover in global land cover products: Finland as a case study area

Author(s): Titta Majasalmi, Miina Rautiainen
Published in: Environmental Monitoring and Assessment, Issue 193/3, 2021, ISSN 0167-6369
Publisher: Kluwer Academic Publishers
DOI: 10.1007/s10661-021-08898-2

A spectral analysis of stem bark for boreal and temperate tree species

Author(s): Miina Rautiainen; Aarne Hovi; Jussi Juola
Published in: Ecology & Evolution, Issue 3, 2022, ISSN 2045-7758
Publisher: John Wiley and Sons Ltd
DOI: 10.1002/ece3.8718

Boreaalisten metsien albedosta

Author(s): Miina Rautiainen, Nea Kuusinen, Aarne Hovi, Titta Majasalmi
Published in: Metsätieteen aikakauskirja, Issue 2020/0, 2020, ISSN 2489-3188
Publisher: Finnish Society of Forest Science
DOI: 10.14214/ma.10323

Estimation of boreal forest floor lichen cover using hyperspectral airborne and field data

Author(s): Nea Kuusinen; Aarne Hovi; Miina Rautiainen
Published in: Silva Fennica, 2023, ISSN 0037-5330
Publisher: Suomen Metsatieteellinen Seura/Finnish Society of Forest Science
DOI: 10.14214/sf.22014

Crown level clumping in Norway spruce from terrestrial laser scanning measurements

Author(s): Daniel Schraik, Aarne Hovi, Miina Rautiainen
Published in: Agricultural and Forest Meteorology, Issue 296, 2021, Page(s) 108238, ISSN 0168-1923
Publisher: Elsevier BV
DOI: 10.1016/j.agrformet.2020.108238

A spectral analysis of common boreal ground lichen species

Author(s): Nea Kuusinen; Jussi Juola; Bijay Karki; Soili Stenroos; Miina Rautiainen
Published in: Remote Sensing of Environment, Issue 5, 2020, ISSN 0034-4257
Publisher: Elsevier BV
DOI: 10.1016/j.rse.2020.111955

Influence of phenology on waveform features in deciduous and coniferous trees in airborne LiDAR

Author(s): Korpela, Ilkka; Polvivaara, Antti; Hovi, Aarne; Junttila, Samuli; Holopainen, Markus
Published in: Remote Sensing of Environment, 2023, ISSN 0034-4257
Publisher: Elsevier BV
DOI: 10.1016/j.rse.2023.113618

Synergistic use of multi- and hyperspectral remote sensing data and airborne LiDAR to retrieve forest floor reflectance

Author(s): Hovi, Aarne; Schraik, Daniel; Kuusinen, Nea; Fabiánek, Tomáš; Hanuš, Jan; Homolová, Lucie; Juola, Jussi; Lukeš, Petr; Rautiainen, Miina
Published in: Remote Sensing of Environment, 2023, ISSN 0034-4257
Publisher: Elsevier BV
DOI: 10.1016/j.rse.2023.113610

Quantifying stand-level clumping of boreal, hemiboreal and temperate European forest stands using terrestrial laser scanning

Author(s): Daniel Schraik; Di Wang; Aarne Hovi; Miina Rautiainen
Published in: Agricultural and Forest Meteorology, 2023, ISSN 0168-1923
Publisher: Elsevier BV
DOI: 10.1016/j.agrformet.2023.109564

Conference proceedings (2)

A method to estimate silhouette to total area ratio (STAR) from TLS point clouds

Author(s): Schraik, Daniel; Hovi, Aarne; Rautiainen, Miina
Published in: Proceedings of the SilviLaser Conference 2021 (London, United Kingdom), 2021
Publisher: Geowissenschaftliche Mitteilungen , vol. 104

A method to estimate silhouette to total area ratio (STAR) from TLS point clouds

Author(s): Schraik, Daniel; Hovi, Aarne; Rautiainen, Miina
Published in: Proceedings of the SilviLaser Conference 2021 . Geowissenschaftliche Mitteilungen , vol. 104, Issue 1, 2021
Publisher: Technische Universität Wien
DOI: 10.34726/wim.1912

Non-peer reviewed articles (1)

Editorial for Special Issue “Optical Remote Sensing of Boreal Forests”

Author(s): Miina Rautiainen, Jan Pisek
Published in: Remote Sensing, Issue 10/11, 2018, Page(s) 1766, ISSN 2072-4292
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/rs10111766

Other (1)

A spectral-structural characterization of European temperate, hemiboreal and boreal forests

Author(s): Miina Rautiainen, Aarne Hovi, Daniel Schraik, Jan Hanuš, Petr Lukeš, Zuzana Lhotáková, Lucie Homolová
Published in: Earth System Science Data, 2024
Publisher: Copernicus Publications
DOI: 10.5194/essd-2024-154

Thesis and dissertations (1)

Clumping in Forest Radiation Regime Models

Author(s): Daniel Schraik
Published in: Aalto University Publication Series, 2022, ISBN 978-952-64-0982-5
Publisher: Aalto University