Miina Rautiainen

Miina Rautiainen

Professor
Professor
T213 Built Environment
Full researcher profile
https://research.aalto.fi/...

Areas of expertise

Remote Sensing, Earth observation, Albedo, Forests and vegetation, Global satellite products

Research groups

  • Geoinformatiikka, Professori

Publications

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

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

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

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

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

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

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

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

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