Miina Rautiainen
Professor
Professor
T213 Built Environment
Full researcher profile
https://research.aalto.fi/...
Sähköposti
miina.a.rautiainen@aalto.fi
Puhelinnumero
+358504010780
Osaamisalueet
Remote Sensing, Earth observation, Albedo, Forests and vegetation, Global satellite products
Tutkimusryhmät
- Geoinformatiikka, Professori
Julkaisut
Satellite data archives reveal positive effects of peatland restoration : albedo and temperature begin to resemble those of intact peatlands
Iuliia Burdun, Mari Myllymäki, Rebekka R.E. Artz, Mélina Guêné-Nanchen, Leonas Jarašius, Ain Kull, Erik A. Lilleskov, Kevin McCullough, Mara Pakalne, Jiabin Pu, Jūratė Sendžikaitė, Liga Strazdina, Miina Rautiainen
2025
Environmental Research Letters
Rainfall-caused water film on canopy surface biases remotely-sensed vegetation greenness
Si Gao, Kai Yan, Guangjian Yan, Miina Rautiainen, Yuri Knyazikhin, Ranga B. Myneni
2025
Remote Sensing of Environment
Nitrogen fertilization has a small but detectable effect on the spectral properties of needles in Norway spruce
Jussi Juola, Miina Rautiainen, Heli Peltola, Samuli Launiainen, Aarne Hovi
2025
Forest Ecology and Management
Wolverines on the Move : A Multi-Scale Analysis of Forest and Landscape Factors Influencing Wolverine Occurrence in Finland
Pinja Emilia Lämsä, Audrey Mercier, Andreas Lindén, Aarne Hovi, Miina Rautiainen
2025
Ecology and Evolution
Expanding forest research with terrestrial LiDAR technology
Eduardo Eiji Maeda, Benjamin Brede, Kim Calders, Mathias Disney, Martin Herold, Emily R. Lines, Matheus Henrique Nunes, Pasi Raumonen, Miina Rautiainen, Ninni Saarinen, Iris Starck, Yanjun Su, Jonathan Terschanski, Louise Terryn
2025
Nature Communications
Exploring the potential of SAR and terrestrial and airborne LiDAR in predicting forest floor spectral properties in temperate and boreal forests
Audrey Mercier, Mari Myllymäki, Aarne Hovi, Daniel Schraik, Miina Rautiainen
2025
Remote Sensing of Environment
Kaukokartoitus: avain soiden tulevaisuuteen
Miina Rautiainen, Susanna Karlqvist
2025
Positio
Assessing Species Fractional Cover and α-Diversity in Boreal Peatlands Across Trophic Levels Using Hyperspectral Data
Sini-Selina Salko, Aarne Hovi, Iuliia Burdun, Jussi Juola, Susanna Karlqvist, Miina Rautiainen
2025
Ecology and Evolution
Physically based modelling of spectral transmittance through forest canopies
Aarne Hovi, Růžena Janoutová, Zbyněk Malenovský, Daniel Schraik, Jean Philippe Gastellu-Etchegorry, Nicolas Lauret, Jan Novotný, Miina Rautiainen
2024
Methods in Ecology and Evolution
Comparison of contemporaneous Sentinel-2 and EnMAP data for vegetation index-based estimation of leaf area index and canopy closure of a boreal forest
Jussi Juola, Aarne Hovi, Miina Rautiainen
2024
European Journal of Remote Sensing
Retrieval of moisture content of common Sphagnum peat moss species from hyperspectral and multispectral data
Susanna Karlqvist, Iuliia Burdun, Sini Selina Salko, Jussi Juola, Miina Rautiainen
2024
Remote Sensing of Environment
Reviews and syntheses : Remotely sensed optical time series for monitoring vegetation productivity
Lammert Kooistra, Katja Berger, Benjamin Brede, Lukas Valentin Graf, Helge Aasen, Jean Louis Roujean, Miriam Machwitz, Martin Schlerf, Clement Atzberger, Egor Prikaziuk, Dessislava Ganeva, Enrico Tomelleri, Holly Croft, Pablo Reyes Muñoz, Virginia Garcia Millan, Roshanak Darvishzadeh, Gerbrand Koren, Ittai Herrmann, Offer Rozenstein, Santiago Belda, Miina Rautiainen, Stein Rune Karlsen, Cláudio Figueira Silva, Sofia Cerasoli, Jon Pierre, Emine Tanlr Kaylkçl, Andrej Halabuk, Esra Tunc Gormus, Frank Fluit, Zhanzhang Cai, Marlena Kycko, Thomas Udelhoven, Jochem Verrelst
2024
Biogeosciences
Hyperspectral data of understory elements in boreal forests : In situ and laboratory measurements
Audrey Mercier, Susanna Karlqvist, Aarne Hovi, Miina Rautiainen
2024
Data in Brief
Sensor-independent LAI/FPAR CDR : Reconstructing a global sensor-independent climate data record of MODIS and VIIRS LAI/FPAR from 2000 to 2022
Jiabin Pu, Kai Yan, Samapriya Roy, Zaichun Zhu, Miina Rautiainen, Yuri Knyazikhin, Ranga B. Myneni
2024
Earth System Science Data
A spectral-structural characterization of European temperate, hemiboreal, and boreal forests
Miina Rautiainen, Aarne Hovi, Daniel Schraik, Jan Hanuš, Petr Lukeš, Zuzana Lhotáková, Lucie Homolová
2024
Earth System Science Data
Remote sensing and spectroscopy of lichens
Miina Rautiainen, Nea Kuusinen, Titta Majasalmi
2024
Ecology and Evolution
Hyperspectral characterization of vegetation in hemiboreal, boreal and Arctic peatlands using a geographically extensive field dataset
Sini-Selina Salko, Aarne Hovi, Iuliia Burdun, Jussi Juola, Miina Rautiainen
2024
Ecological Informatics
Corrigendum to ‘Quantifying stand-level clumping of boreal, hemiboreal and temperate European forest stands using terrestrial laser scanning’ Agricultural and Forest Meteorology Volume 339 (2023) 109564 (Agricultural and Forest Meteorology (2023) 339, (S0168192323002551), (10.1016/j.agrformet.2023.109564))
Daniel Schraik, Di Wang, Aarne Hovi, Miina Rautiainen
2024
Agricultural and Forest Meteorology
Questioning voxel grids : Semi-continuous sampling of leaf area density using airborne waveform lidar in boreal and hemiboreal conifer and broadleaved forests
Daniel Schraik, Aarne Hovi, Miina Rautiainen
2024
Agricultural and Forest Meteorology
Hidden becomes clear : Optical remote sensing of vegetation reveals water table dynamics in northern peatlands
Iuliia Burdun, Michel Bechtold, Mika Aurela, Gabrielle De Lannoy, Ankur R. Desai, Elyn Humphreys, Santtu Kareksela, Viacheslav Komisarenko, Maarit Liimatainen, Hannu Marttila, Kari Minkkinen, Mats B. Nilsson, Paavo Ojanen, Sini Selina Salko, Eeva Stiina Tuittila, Evelyn Uuemaa, Miina Rautiainen
2023
Remote Sensing of Environment
Links between light availability and spectral properties of forest floor in European forests
Petri R. Forsström, Aarne Hovi, Jussi Juola, Miina Rautiainen
2023
Agricultural and Forest Meteorology
Evaluation of a forest radiative transfer model using an extensive boreal forest inventory database
Ranjith Gopalakrishnan, Lauri Korhonen, Matti Mõttus, Miina Rautiainen, Aarne Hovi, Lauri Mehtätalo, Matti Maltamo, Heli Peltola, Petteri Packalen
2023
Science of Remote Sensing
Synergistic use of multi- and hyperspectral remote sensing data and airborne LiDAR to retrieve forest floor reflectance
Aarne Hovi, Daniel Schraik, Nea Kuusinen, Tomáš Fabiánek, Jan Hanuš, Lucie Homolová, Jussi Juola, Petr Lukeš, Miina Rautiainen
2023
Remote Sensing of Environment
Classification of tree species based on hyperspectral reflectance images of stem bark
Jussi Juola, Aarne Hovi, Miina Rautiainen
2023
European Journal of Remote Sensing
Practical recommendations and limitations for pushbroom hyperspectral imaging of tree stems
Jussi Juola, Aarne Hovi, Miina Rautiainen
2023
Remote Sensing of Environment
Estimation of boreal forest floor lichen cover using hyperspectral airborne and field data
Nea Kuusinen, Aarne Hovi, Miina Rautiainen
2023
Silva Fennica
Intra- and interspecific variation in spectral properties of dominant Sphagnum moss species in boreal peatlands
Sini Selina Salko, Jussi Juola, Iuliia Burdun, Harri Vasander, Miina Rautiainen
2023
Ecology and Evolution
Rahkasammalten spektrikirjasto
Sini-Selina Salko, Miina Rautiainen
2023
SUO
Quantifying stand-level clumping of boreal, hemiboreal and temperate European forest stands using terrestrial laser scanning
Daniel Schraik, Di Wang, Aarne Hovi, Miina Rautiainen
2023
Agricultural and Forest Meteorology
Assessment of a photon recollision probability based forest reflectance model in European boreal and temperate forests
Aarne Hovi, Daniel Schraik, Jan Hanuš, Lucie Homolová, Jussi Juola, Mait Lang, Petr Lukeš, Jan Pisek, Miina Rautiainen
2022
Remote Sensing of Environment
Kuusen neulasten spektrien maantieteellinen vaihtelu on pientä
Aarne Hovi, Jussi Juola, Miina Rautiainen
2022
Metsätieteen Aikakauskirja
Small geographical variability observed in Norway spruce needle spectra across Europe
Aarne Hovi, Petr Lukeš, Lucie Homolová, Jussi Juola, Miina Rautiainen
2022
Silva Fennica
A spectral analysis of stem bark for boreal and temperate tree species
Jussi Juola, Aarne Hovi, Miina Rautiainen
2022
Ecology and Evolution
Potential of using surface temperature data to benchmark Sentinel-2-based forest phenometrics in boreal Finland
Titta Majasalmi, Miina Rautiainen
2022
Annals of Forest Science
Avoimia spektrikirjastoja Suomen metsistä
Miina Rautiainen, Aarne Hovi, Nea Kuusinen, Jussi Juola, Petri Forsström, Sini-Selina Salko, Daniel Schraik, Iuliia Burdun
2022
Metsätieteen Aikakauskirja
Multi-angular reflectance spectra of small single trees
Petri R. Forsström, Aarne Hovi, Giulia Ghielmetti, Michael E. Schaepman, Miina Rautiainen
2021
Remote Sensing of Environment
Relationships between understory spectra and fractional cover in northern European boreal forests
Petri R. Forsström, Jussi Juola, Miina Rautiainen
2021
Agricultural and Forest Meteorology
A dataset composed of multiangular spectral libraries and auxiliary data at tree, leaf, needle, and bark level for three common European tree species
Aarne Hovi, Petri R. Forsström, Giulia Ghielmetti, Michael E. Schaepman, Miina Rautiainen
2021
Data in Brief
Corrigendum to ‘A dataset composed of multiangular spectral libraries and auxiliary data at tree, leaf, needle, and bark level for three common European tree species’ [Data in Brief 35 (2021) 106820] (Data in Brief (2021) 35, (S2352340921001049), (10.1016/j.dib.2021.106820))
Aarne Hovi, Petri R. Forsström, Giulia Ghielmetti, Michael E. Schaepman, Miina Rautiainen
2021
Data in Brief
Corrigendum to “Empirical validation of photon recollision probability in single crowns of tree seedlings” [ISPRS J. Photogramm. Remote Sens. 169 (2020) 57–72] (ISPRS Journal of Photogrammetry and Remote Sensing (2020) 169 (57–72), (S0924271620302380), (10.1016/j.isprsjprs.2020.08.027))
Aarne Hovi, Petri Forsström, Giulia Ghielmetti, Michael E. Schaepman, Miina Rautiainen
2021
ISPRS Journal of Photogrammetry and Remote Sensing
Maastolaserkeilaimen intensiteettiarvot tarkentavat metsän latvuston rakennepiirteiden arviointia
Aarne Hovi, Daniel Schraik, Miina Rautiainen
2021
Metsätieteen Aikakauskirja
Contribution of woody elements to tree level reflectance in boreal forests
Nea Kuusinen, Aarne Hovi, Miina Rautiainen
2021
Silva Fennica
Representation of tree cover in global land cover products : Finland as a case study area
Titta Majasalmi, Miina Rautiainen
2021
Environmental Monitoring and Assessment
A method to estimate silhouette to total area ratio (STAR) from TLS point clouds
Daniel Schraik, Aarne Hovi, Miina Rautiainen
2021
Proceedings of the SilviLaser Conference 2021
Crown level clumping in Norway spruce from terrestrial laser scanning measurements
Daniel Schraik, Aarne Hovi, Miina Rautiainen
2021
Agricultural and Forest Meteorology
Estimating cover fraction from tls return intensity in coniferous and broadleaved tree shoots
Daniel Schraik, Aarne Hovi, Miina Rautiainen
2021
Silva Fennica
A Bibliometric Visualization Review of the MODIS LAI/FPAR Products from 1995 to 2020
Kai Yan, Dongxiao Zou, Guangjian Yan, Hongliang Fang, Marie Weiss, Miina Rautiainen, Yuri Knyazikhin, Ranga B. Myneni
2021
Journal of Remote Sensing
Modeling the radiation regime of a discontinuous canopy based on the stochastic radiative transport theory : Modification, evaluation and validation
Kai Yan, Yiman Zhang, Yiyi Tong, Yelu Zeng, Jiabin Pu, Si Gao, Linyuan Li, Xihan Mu, Guangjian Yan, Miina Rautiainen, Yuri Knyazikhin, Ranga B. Myneni
2021
Remote Sensing of Environment
Quantitative analysis of the links between forest structure and land surface albedo on a global scale
Sara Alibakhshi, Babak Naimi, Aarne Hovi, Thomas W. Crowther, Miina Rautiainen
2020
Remote Sensing of Environment
EXPERIENCES from the PROJECT COURSE in GEOINFORMATICS
H. Haggrén, P. Stähle, M. Vaaja, P. Rönnholm, P. Sarkola, M. Rautiainen, M. Nordman, J. Nikander
2020
ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Empirical validation of photon recollision probability in single crowns of tree seedlings
Aarne Hovi, Petri Forsström, Giulia Ghielmetti, Michael E. Schaepman, Miina Rautiainen
2020
ISPRS Journal of Photogrammetry and Remote Sensing
Evaluating the performance of a double integrating sphere in measurement of reflectance, transmittance, and albedo of coniferous needles
Aarne Hovi, Matti Mõttus, Jussi Juola, Farshid Manoocheri, Erkki Ikonen, Miina Rautiainen
2020
Silva Fennica
Spectral composition of shortwave radiation transmitted by forest canopies
Aarne Hovi, Miina Rautiainen
2020
Trees - Structure and Function
Multiangular spectra of tree bark for common boreal tree species in Europe
Jussi Juola, Aarne Hovi, Miina Rautiainen
2020
Silva Fennica
A spectral analysis of common boreal ground lichen species
Nea Kuusinen, Jussi Juola, Bijay Karki, Soili Stenroos, Miina Rautiainen
2020
Remote Sensing of Environment
Dataset of tree canopy structure and variation in understory composition in a boreal forest site
Titta Majasalmi, Miina Rautiainen
2020
Data in Brief
The impact of tree canopy structure on understory variation in a boreal forest
Titta Majasalmi, Miina Rautiainen
2020
Forest Ecology and Management
Boreaalisten metsien albedosta
Miina Rautiainen, Nea Kuusinen, Aarne Hovi, Titta Majasalmi
2020
Metsätieteen Aikakauskirja
Direct estimation of photon recollision probability using terrestrial laser scanning
Di Wang, Daniel Schraik, Aarne Hovi, Miina Rautiainen
2020
Remote Sensing of Environment
Clarifying the role of radiative mechanisms in the spatio-temporal changes of land surface temperature across the Horn of Africa
Temesgen Alemayehu Abera, Janne Heiskanen, Petri Pellikka, Miina Rautiainen, Eduardo Eiji Maeda
2019
Remote Sensing of Environment
Temporal dynamics of albedo and climate in the sparse forests of Zagros
Sara Alibakhshi, Aarne Hovi, Miina Rautiainen
2019
Science of the Total Environment
Seasonal dynamics of lingonberry and blueberry spectra
Petri Forsström, Jouni Peltoniemi, Miina Rautiainen
2019
Silva Fennica
Seasonal dynamics of albedo across European boreal forests : Analysis of MODIS albedo and structural metrics from airborne LiDAR
Aarne Hovi, Eva Lindberg, Mait Lang, Tauri Arumäe, Jussi Peuhkurinen, Sanna Sirparanta, Sergey Pyankov, Miina Rautiainen
2019
Remote Sensing of Environment
A Cutting-edge higher education of geoinformatics in Aalto University, Finland
Petri Rönnholm, Miina Rautiainen, Kirsi-Kanerva Virrantaus, Martin Vermeer, Matti Tapio Vaaja, Jussi Nikander, Hannu Hyyppä
2019
Micro Macro & Mezzo Geo Information
Bayesian inversion of a forest reflectance model using Sentinel-2 and Landsat 8 satellite images
Daniel Schraik, Petri Varvia, Lauri Korhonen, Miina Rautiainen
2019
Journal of Quantitative Spectroscopy and Radiative Transfer
A study on the drivers of canopy reflectance variability in a boreal forest
Hadi Hadi, Miina Rautiainen
2018
Remote Sensing Letters
Monitoring deforestation in rainforests using satellite data
Andrey Krasovskii, Victor Maus, Ping Yowargana, Stephan Pietsch, Miina Rautiainen
2018
Forests
Evaluation of Accuracy and Practical Applicability of Methods for Measuring Leaf Reflectance and Transmittance Spectra
Aarne Hovi, Petri Forsström, Matti Mõttus, Miina Rautiainen
2018
Remote Sensing
Editorial for special issue "Optical remote sensing of boreal forests"
Miina Rautiainen, Jan Pisek
2018
Remote Sensing
Special Issue "Optical Remote Sensing of Boreal Forests"
Miina Rautiainen, Jan Pisek
2018
Remote Sensing
Spectral Properties of Coniferous Forests: A Review of In Situ and Laboratory Measurements
Miina Rautiainen, Petr Lukěs, Lucie Homolova, Aarne Hovi, Jan Pisek, Matti Mõttus
2018
Remote Sensing
Bayesian estimation of seasonal course of canopy leaf area index from hyperspectral satellite data
Petri Varvia, Miina Rautiainen, Aku Seppänen
2018
Journal of Quantitative Spectroscopy and Radiative Transfer
Remotely-Sensed Early Warning Signals of a Critical Transition in a Wetland Ecosystem
Sara Alibakhshi, Thomas A. Groen, Miina Rautiainen, Babak Naimi
2017
Remote Sensing
Forest canopy structure and reflectance in humid tropical Borneo: a physically-based interpretation using spectral invariants
Hadi Hadi, Marion Pfeifer, Lauri Korhonen, Charlotte Wheeler, Miina Rautiainen
2017
Remote Sensing of Environment
Aalto-yliopiston uusi geoinformatiikan maisteriohjelma
Henrik Haggren, Kirsi Virrantaus, Martin Vermeer, Miina Rautiainen, Matti Vaaja, Hannu Hyyppä, Pirjo Ståhle, Paula Ahonen-Rainio, Salla Multimäki, Petri Rönnholm
2017
Maankäyttö
A spectral analysis of 25 boreal tree species
Aarne Hovi, Pekka Raitio, Miina Rautiainen
2017
Silva Fennica
Seasonality of albedo and FAPAR in a boreal forest
Aarne Hovi, Petr Lukes, Miina Rautiainen
2017
Agricultural and Forest Meteorology
Uusi spektrikirjasto boreaalisista puulajeista
Aarne Hovi, Pekka Raitio, Miina Rautiainen
2017
Metsätieteen Aikakauskirja
Comparison of Sentinel-2 and Landsat 8 in the estimation of boreal forest canopy cover and leaf area index
Lauri Korhonen, Hadi Hadi, Petteri Packalen, Miina Rautiainen
2017
Remote Sensing of Environment
Comparison of ground and satellite-based methods for estimating stand-level fPAR in a boreal forest
Titta Majasalmi, Pauline Stenberg, Miina Rautiainen
2017
Agricultural and Forest Meteorology
Theoretical algorithm and application of a double-integrating sphere system for measuring leaf transmittance and reflectance spectra
Matti Mõttus, Aarne Hovi, Miina Rautiainen
2017
Applied Optics
Modeling uncertainties in estimation of canopy LAI from hyperspectral remote sensing data – A Bayesian approach
Petri Varvia, Miina Rautiainen, Aku Seppänen
2017
Journal of Quantitative Spectroscopy and Radiative Transfer
Estimation of leaf area index and its sunlit portion from DSCOVR EPIC data
Bin Yang, Yuri Knyazikhin, Matti Mõttus, Miina Rautiainen, Pauline Stenberg, Lei Yan, Chi Chen, Kai Yan, Sungho Choi, Taejin Park, Ranga B. Myneni
2017
Remote Sensing of Environment
The accuracy of large-area forest canopy cover estimation using Landsat in boreal region
Hadi Hadi, Lauri Korhonen, Aarne Hovi, Petri Rönnholm, Miina Rautiainen
2016
International Journal of Applied Earth Observation and Geoinformation
Quantifying the missing link between forest albedo and productivity in the boreal zone
Aarne Hovi, Jingjing Liang, Lauri Korhonen, Hideki Kobayashi, Miina Rautiainen
2016
Biogeosciences
Structural factors driving boreal forest albedo in Finland
Nea Kuusinen, Pauline Stenberg, Lauri Korhonen, Miina Rautiainen, Erkki Tomppo
2016
Remote Sensing of Environment
Multidecadal analysis of forest growth and albedo in boreal Finland
Petr Lukěs, Pauline Stenberg, Matti Mõttus, Terhikki Manninen, Miina Rautiainen
2016
International Journal of Applied Earth Observation and Geoinformation
The potential of Sentinel-2 data for estimating biophysical variables in a boreal forest
Titta Majasalmi, Miina Rautiainen
2016
Remote Sensing Letters
Retrieval of seasonal dynamics of forest understory reflectance from semiarid to boreal forests using MODIS BRDF data
Jan Pisek, Jing M. Chen, Hideki Kobayashi, Miina Rautiainen, Michael E. Schaepman, Arnon Karnieli, Michael Sprinstin, Youngryel Ryu, Maris Nikopensius, Kairi Raabe
2016
Journal of Geophysical Research: Biogeosciences
Photon recollision probability in modelling the radiation regime of canopies - A review
P. Stenberg, M. Mõttus, M. Rautiainen
2016
Remote Sensing of Environment
Analyses of Impact of Needle Surface Properties on Estimation of Needle Absorption Spectrum
Bin Yang, Yuri Knyazikhin, Yi Lin, Kai Yan, Chi Chen, Taejin Park, Sungho Choi, Matti Mottus, Miina Rautiainen, Ranga B. Myneni, Lei Yan
2016
Remote Sensing
Corrigendum to "Modeled and measured fPAR in a boreal forest
Titta Majasalmi, Miina Rautiainen, Pauline Stenberg
2015
Agricultural and Forest Meteorology
Validation of MODIS and GEOV1 fPAR products in a boreal forest site in Finland
Titta Majasalmi, Miina Rautiainen, Pauline Stenberg, Terhikki Manninen
2015
Remote Sensing
Estimation of seasonal dynamics of understory NDVI in northern forests using MODIS BRDF data
Jan Pisek, Miina Rautiainen, Maris Nikopensius, Kairi Raabe
2015
Remote Sensing of Environment
Fysikaaliset menetelmät metsien kaukokartoituksessa
Miina Rautiainen
2015
Metsätieteen Aikakauskirja
On the angular dependency of canopy gap fractions in pine, spruce and birch stands
Miina Rautiainen, Pauline Stenberg
2015
Agricultural and Forest Meteorology
Spectral contribution of understory to forest reflectance in a boreal site
Miina Rautiainen, Petr Lukes
2015
Remote Sensing of Environment
The fourth phase of the radiative transfer model intercomparison (RAMI) exercise
Jean Luc Widlowski, Corrado Mio, Mathias Disney, Jennifer Adams, Ioannis Andredakis, Clement Atzberger, James Brennan, Lorenzo Busetto, Michaël Chelle, Guido Ceccherini, Roberto Colombo, Jean Francois Côté, Alo Eenmäe, Richard Essery, Jean Philippe Gastellu-Etchegorry, Nadine Gobron, Eloi Grau, Vanessa Haverd, Lucie Homolová, Huaguo Huang, Linda Hunt, Hideki Kobayashi, Benjamin Koetz, Andres Kuusk, Joel Kuusk, Mait Lang, Philip E. Lewis, Jennifer L. Lovell, Zbyněk Malenovský, Michele Meroni, Felix Morsdorf, Matti Mõttus, Wenge Ni-Meister, Bernard Pinty, Miina Rautiainen, Martin Schlerf, Ben Somers, Jan Stuckens, Michel M. Verstraete, Wenze Yang, Feng Zhao, Terenzio Zenone
2015
Remote Sensing of Environment
Estimation of Spruce Needle-Leaf Chlorophyll Content Based on DART and PARAS Canopy Reflectance Models
Lucia Yáñez-Rausell, Zbyněk Malenovský, Miina Rautiainen, Jan G P W Clevers, Petr Lukeš, Jan Hanuš, Michael E. Schaepman
2015
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Corrigendum to "Geographical gradients in boreal forest albedo and structure in Finland" [Remote Sens. Environ. 152 (2014) 526-535], DOI 10.1016/j.rse.2014.06.023
Petr Lukeš, Miina Rautiainen, Terhikki Manninen, Pauline Stenberg, Matti Mõttus
2014
Remote Sensing of Environment
Geographical gradients in boreal forest albedo and structure in Finland
Petr Lukeš, Miina Rautiainen, Terhikki Manninen, Pauline Stenberg, Matti Mõttus
2014
Remote Sensing of Environment
Modeled and measured fPAR in a boreal forest
Titta Majasalmi, Miina Rautiainen, Pauline Stenberg
2014
Agricultural and Forest Meteorology
Quantitative characterization of clumping in Scots pine crowns
Pauline Stenberg, Matti Mõttus, Miina Rautiainen, Risto Sievänen
2014
Annals of Botany
Monitoring the broadleaf fraction and canopy cover of boreal forests using spectral invariants
Kalle M. Vanhatalo, Miina Rautiainen, Pauline Stenberg
2014
Journal of Quantitative Spectroscopy and Radiative Transfer
Sensitivity of narrowband vegetation indices to boreal forest LAI, reflectance seasonality and species composition
Janne Heiskanen, Miina Rautiainen, Pauline Stenberg, Matti Mõttus, Veli Heikki Vesanto
2013
ISPRS Journal of Photogrammetry and Remote Sensing
Improved mapping of tropical forests with optical and sar imagery, part 1
Tuomas Häme, Jorma Kilpi, Heikki A. Ahola, Yrjö Rauste, Oleg Antropov, Miina Rautiainen, Laura Sirro, Sengthong Bounpone
2013
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Hyperspectral remote sensing of foliar nitrogen content
Yuri Knyazikhin, Mitchell A. Schull, Pauline Stenberg, Matti Mõttus, Miina Rautiainen, Yan Yang, Alexander Marshak, Pedro Latorre Carmona, Robert K. Kaufmann, Philip Lewis, Mathias I. Disney, Vern Vanderbilt, Anthony B. Davis, Frédéric Baret, Stéphane Jacquemoud, Alexei Lyapustin, Ranga B. Myneni
2013
Proceedings of the National Academy of Sciences of the United States of America
Reply to Ollinger et al.
Yuri Knyazikhin, Philip Lewis, Mathias I. Disney, Matti Mõttus, Miina Rautiainen, Pauline Stenberg, Robert K. Kaufmann, Alexander Marshak, Mitchell A. Schull, Pedro Latorre Carmona, Vern Vanderbilt, Anthony B. Davis, Frédéric Baret, Stéphane Jacquemoud, Alexei Lyapustin, Yan Yang, Ranga B. Myneni
2013
Proceedings of the National Academy of Sciences of the United States of America
Reply to Townsend et al.
Yuri Knyazikhin, Philip Lewis, Mathias I. Disney, Pauline Stenberg, Matti Mõttus, Miina Rautiainen, Robert K. Kaufmann, Alexander Marshak, Mitchell A. Schull, Pedro Latorre Carmona, Vern Vanderbilt, Anthony B. Davis, Frédéric Baret, Stéphane Jacquemoud, Alexei Lyapustin, Yan Yang, Ranga B. Myneni
2013
Proceedings of the National Academy of Sciences of the United States of America
Optical properties of leaves and needles for boreal tree species in Europe
Petr Lukeš, Pauline Stenberg, Miina Rautiainen, Matti Mõttus, Kalle M. Vanhatalo
2013
Remote Sensing Letters
Relationship between forest density and albedo in the boreal zone
Petr Lukeš, Pauline Stenberg, Miina Rautiainen
2013
Ecological Modelling
An assessment of ground reference methods for estimating LAI of boreal forests
Titta Majasalmi, Miina Rautiainen, Pauline Stenberg, Petr Lukeš
2013
Forest Ecology and Management
Leaf area index estimation of boreal and subarctic forests Using VV/HH ENVISAT/ASAR data of various swaths
Terhikki Manninen, Pauline Stenberg, Miina Rautiainen, Pekka Voipio
2013
IEEE Transactions on Geoscience and Remote Sensing
Scaling PRI between coniferous canopy structures
Matti Mottus, Miina Rautiainen
2013
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Seasonal contribution of understory vegetation to the reflectance of a boreal landscape at different spatial scales
Miina Rautiainen, Janne Heiskanen
2013
IEEE Geoscience and Remote Sensing Letters
A new approach for simulating forest albedo based on spectral invariants
Pauline Stenberg, Petr Lukeš, Miina Rautiainen, Terhikki Manninen
2013
Remote Sensing of Environment
Seasonal variation in MODIS LAI for a boreal forest area in Finland
Janne Heiskanen, Miina Rautiainen, Pauline Stenberg, Matti Mõttus, Veli Heikki Vesanto, Lauri Korhonen, Titta Majasalmi
2012
Remote Sensing of Environment
Optimizing the sampling scheme for LAI-2000 measurements in a boreal forest
Titta Majasalmi, Miina Rautiainen, Pauline Stenberg, Hannu Rita
2012
Agricultural and Forest Meteorology
Effects of shoot-level structure on narrowband vegetation indices for Scots pine
Matti Mõttus, Miina Rautiainen
2012
2012 4th Workshop on Hyperspectral Image and Signal Processing, WHISPERS 2012
Shoot scattering phase function for Scots pine and its effect on canopy reflectance
Matti Mõttus, Miina Rautiainen, Michael E. Schaepman
2012
Agricultural and Forest Meteorology
Retrieval of seasonal dynamics of forest understory reflectance in a Northern European boreal forest from MODIS BRDF data
Jan Pisek, Miina Rautiainen, Janne Heiskanen, Matti Mõttus
2012
Remote Sensing of Environment
A note on upscaling coniferous needle spectra to shoot spectral albedo
Miina Rautiainen, Matti Mõttus, Lucia Yáñez-Rausell, Lucie Homolová, Zbyněk Malenovský, Michael E. Schaepman
2012
Remote Sensing of Environment
Hyperspectral datasets of boreal forest understory vegetation in Finland
Miina Rautiainen, Janne Heiskanen, Matti Mõttus, Jouni Peltoniemi
2012
2012 4th Workshop on Hyperspectral Image and Signal Processing, WHISPERS 2012
Seasonal changes in canopy leaf area index and MODIS vegetation products for a boreal forest site in central Finland
Miina Rautiainen, Janne Heiskanen, Lauri Korhonen
2012
Boreal Environment Research
Atmospheric correction of a seasonal time series of Hyperion EO-1 images and red edge inflection point calculation
Veli Heikki Vesanto, Matti Mõttus, Janne Heiskanen, Miina Rautiainen, Titta Majasalmi
2012
2012 4th Workshop on Hyperspectral Image and Signal Processing, WHISPERS 2012
Generating fine resolution leaf area index maps for boreal forests of Finland
Janne Heiskanen, Miina Rautiainen, Lauri Korhonen, Matti Mõttus, Pauline Stenberg
2011
2011 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2011 - Proceedings
Retrieval of boreal forest LAI using a forest reflectance model and empirical regressions
Janne Heiskanen, Miina Rautiainen, Lauri Korhonen, Matti Mõttus, Pauline Stenberg
2011
International Journal of Applied Earth Observation and Geoinformation
Empirical test of the spectral invariants theory using imaging spectroscopy data from a coniferous forest
Petr Lukěs, Miina Rautiainen, Pauline Stenberg, Zbyněk Malenovský
2011
International Journal of Applied Earth Observation and Geoinformation
Radiative transfer simulations link boreal forest structure and shortwave albedo
Miina Rautiainen, Pauline Stenberg, Matti Mõttus, Terhikki Manninen
2011
Boreal Environment Research
Seasonal reflectance dynamics of common understory types in a northern European boreal forest
Miina Rautiainen, Matti Mõttus, Janne Heiskanen, Anu Akujärvi, Titta Majasalmi, Pauline Stenberg
2011
Remote Sensing of Environment
Canopy gap fraction estimation from digital hemispherical images using sky radiance models and a linear conversion method
Mait Lang, Andres Kuusk, Matti Mõttus, Miina Rautiainen, Tiit Nilson
2010
Agricultural and Forest Meteorology
Estimating canopy spectral invariants from ground reference and remote sensing data
Miina Rautiainen, Pauline Stenberg, Petr Lukes, Matti Mõttus, Janne Heiskanen
2010
2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, WHISPERS 2010 - Workshop Program
Direct retrieval of the shape of leaf spectral albedo from multiangular hyperspectral Earth observation data
Matti Mõttus, Miina Rautiainen
2009
Remote Sensing of Environment
On the relationship of canopy LAI and photon recollision probability in boreal forests
Miina Rautiainen, Matti Mõttus, Pauline Stenberg
2009
Remote Sensing of Environment
Seasonal reflectance trends of hemiboreal birch forests
Miina Rautiainen, Tiit Nilson, Tõnu Lükk
2009
Remote Sensing of Environment
Mapping LAI in a Norway spruce forest using airborne laser scanning
Svein Solberg, Andreas Brunner, Kjersti Holt Hanssen, Holger Lange, Erik Næsset, Miina Rautiainen, Pauline Stenberg
2009
Remote Sensing of Environment
Multi-angular reflectance properties of a hemiboreal forest
Miina Rautiainen, Mait Lang, Matti Mõttus, Andres Kuusk, Tiit Nilson, Joel Kuusk, Tõnu Lükk
2008
Remote Sensing of Environment
A relascope for measuring canopy cover
Pauline Stenberg, Lauri Korhonen, Miina Rautiainen
2008
Canadian Journal of Forest Research
Boreal forest leaf area index from optical satellite images
Pauline Stenberg, Miina Rautiainen, Terhikki Manninen, Pekka Voipio, Matti Mõttus
2008
Boreal Environment Research
Modeling the spectral signature of forests
Pauline Stenberg, Matti Mõttus, Miina Rautiainen
2008
Advances in Land Remote Sensing: System, Modeling, Inversion and Application
Canopy spectral invariants for remote sensing and model applications
Dong Huang, Yuri Knyazikhin, Robert E. Dickinson, Miina Rautiainen, Pauline Stenberg, Mathias Disney, Philip Lewis, Alessandro Cescatti, Yuhong Tian, Wout Verhoef, John V. Martonchik, Ranga B. Myneni
2007
Remote Sensing of Environment
Backscattering measurements from individual Scots pine needles
Sanna Kaasalainen, Miina Rautiainen
2007
Applied Optics
Local models for forest canopy cover with beta regression
Lauri Korhonen, Kari T. Korhonen, Pauline Stenberg, Matti Maltamo, Miina Rautiainen
2007
Silva Fennica
Leaf area index estimation of boreal and sub-arctic forest using ENVISAT/ASAR data of various swaths
Terhikki Manninen, Pauline Stenberg, Miina Rautiainen, Pekka Voipio
2007
IEEE Transactions on Geoscience and Remote Sensing
Photon recollision probability in heterogeneous forest canopies
Matti Mõttus, Pauline Stenberg, Miina Rautiainen
2007
Journal of Geophysical Research
Coupling forest canopy and understory reflectance in the Arctic latitudes of Finland
Miina Rautiainen, Juha Suomalainen, Matti Mõttus, Pauline Stenberg, Pekka Voipio, Jouni Peltoniemi, Terhikki Manninen
2007
Remote Sensing of Environment
The importance of measurement errors for deriving accurate reference leaf area index maps for validation of moderate-resolution satellite LAI products
Dong Huang, Wenze Yang, Bin Tan, Miina Rautiainen, Ping Zhang, Jiannan Hu, Nikolay V. Shabanov, Sune Linder, Yuri Knyazikhin, Ranga B. Myneni
2006
IEEE Transactions on Geoscience and Remote Sensing
Estimation of forest canopy cover
Lauri Korhonen, Kari T. Korhonen, Miina Rautiainen, Pauline Stenberg
2006
Silva Fennica
Validation of global moderate-resolution LAI products
Jeffrey T. Morisette, Frédéric Baret, Jeffrey L. Privette, Ranga B. Myneni, Jaime E. Nickeson, Sébastien Garrigues, Nikolay V. Shabanov, Marie Weiss, Richard A. Fernandes, Sylvain G. Leblanc, Margaret Kalacska, G. Arturo Sánchez-Azofeifa, Michael Chubey, Benoit Rivard, Pauline Stenberg, Miina Rautiainen, Pekka Voipio, Terhikki Manninen, Andrew N. Pilant, Timothy E. Lewis, John S. Iiames, Roberto Colombo, Michele Meroni, Lorenzo Busetto, Warren B. Cohen, David P. Turner, Eric D. Warner, G. W. Petersen, Guenter Seufert, Robert Cook
2006
IEEE Transactions on Geoscience and Remote Sensing
MODIS leaf area index products
Wenze Yang, Bin Tan, Dong Huang, Miina Rautiainen, Nikolay V. Shabanov, Yujie Wang, Jeffrey L. Privette, Karl Fred Huemmrich, Rasmus Fensholt, Inge Sandholt, M. Weiss, Douglas E. Ahl, Stith T. Gower, Ramakrishna R. Nemani, Yuri Knyazikhin, Ranga B. Myneni
2006
IEEE Transactions on Geoscience and Remote Sensing
Hot spot reflectance signatures of common boreal lichens
Sanna Kaasalainen, Miina Rautiainen
2005
Journal of Geophysical Research
Boreal forest LAI retrieval using both optical and microwave data of ENVISAT
Terhikki Manninen, Pauline Stenberg, Miina Rautiainen, Heikki Smolander, Pekka Voipio, Heikki Ahola
2005
25th Anniversary IGARSS 2005: IEEE International Geoscience and Remote Sensing Symposium
LAI estimation of boreal forest with ENVISAT ASAR
Terhikki Manninen, P. Stenberg, Miina Rautiainen, P. Voipio, H. Smolander, K. Andersson
2005
IEEE Transactions on Geoscience and Remote Sensing
Leaf area index estimation of boreal forest using ENVISAT ASAR
Terhikki Manninen, Pauline Stenberg, Miina Rautiainen, Pekka Voipio, Heikki Smolander
2005
IEEE Transactions on Geoscience and Remote Sensing
BRDF measurement of understory vegetation in pine forests
Jouni I. Peltoniemi, Sanna Kaasalainen, Jyri Näränen, Miina Rautiainen, Pauline Stenberg, Heikki Smolander, Sampo Smolander, Pekka Voipio
2005
Remote Sensing of Environment
Application of photon recollision probability in coniferous canopy reflectance simulations
Miina Rautiainen, Pauline Stenberg
2005
Remote Sensing of Environment
Estimating canopy cover in scots pine stands
Miina Rautiainen, Pauline Stenberg, Tiit Nilson
2005
Silva Fennica
Retrieval of leaf area index for a coniferous forest by inverting a forest reflectance model
Miina Rautiainen
2005
Remote Sensing of Environment
Simplified tree crown model using standard forest mensuration data for Scots pine
Miina Rautiainen, Pauline Stenberg
2005
Agricultural and Forest Meteorology
The effect of crown shape on the reflectance of coniferous stands
Miina Rautiainen, Pauline Stenberg, Tiit Nilson, Andres Kuusk
2004
Remote Sensing of Environment
Reduced simple ratio better than NDVI for estimating LAI in Finnish pine and spruce stands
Pauline Stenberg, Miina Rautiainen, Terhikki Manninen, Pekka Voipio, Heikki Smolander
2004
Silva Fennica
Estimation of boreal forest LAI using C-band SAR
Terhikki Manninen, P. Stenberg, Miina Rautiainen, H. Smolander, P. Voipio
2003
International Geoscience and Remote Sensing Symposium (IGARSS)
Application of a forest reflectance model in estimating leaf area index of Scots pine stands using Landsat-7 ETM reflectance data
Miina Rautiainen, Pauline Stenberg, Tiit Nilson, Andres Kuusk, Heikki Smolander
2003
Canadian Journal of Remote Sensing