Miina Rautiainen

Professor (Associate Professor)

Research outputs

  1. 2019
  2. Published

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

    Schraik, D., Varvia, P., Korhonen, L. & Rautiainen, M., 1 Aug 2019, In : Journal of Quantitative Spectroscopy and Radiative Transfer. 233, p. 1-12 12 p.

    Research output: Contribution to journalArticleScientificpeer-review

  3. Published

    Temporal dynamics of albedo and climate in the sparse forests of Zagros

    Alibakhshi, S., Hovi, A. & Rautiainen, M., 1 May 2019, In : Science of the Total Environment. 663, p. 596-609 14 p.

    Research output: Contribution to journalArticleScientificpeer-review

  4. Published

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

    Hovi, A., Lindberg, E., Lang, M., Arumäe, T., Peuhkurinen, J., Sirparanta, S., Pyankov, S. & Rautiainen, M., 1 Apr 2019, In : Remote Sensing of Environment. 224, p. 365-381 17 p.

    Research output: Contribution to journalArticleScientificpeer-review

  5. Published

    Clarifying the role of radiative mechanisms in the spatio-temporal changes of land surface temperature across the Horn of Africa

    Abera, T. A., Heiskanen, J., Pellikka, P., Rautiainen, M. & Maeda, E. E., 1 Feb 2019, In : Remote Sensing of Environment. 221, p. 210-224 15 p.

    Research output: Contribution to journalArticleScientificpeer-review

  6. Published

    Seasonal dynamics of lingonberry and blueberry spectra

    Forsström, P., Peltoniemi, J. & Rautiainen, M., 1 Jan 2019, In : Silva Fennica. 53, 2, 19 p., 10150.

    Research output: Contribution to journalArticleScientificpeer-review

  7. 2018
  8. Published

    Editorial for special issue "Optical remote sensing of boreal forests"

    Rautiainen, M. & Pisek, J., 1 Nov 2018, In : Remote Sensing. 10, 11, 2 p., 1766.

    Research output: Contribution to journalEditorialScientific

  9. Published

    Monitoring deforestation in rainforests using satellite data: A pilot study from Kalimantan, Indonesia

    Hadi, Krasovskii, A., Maus, V., Yowargana, P., Pietsch, S. & Rautiainen, M., 2 Jul 2018, In : Forests. 9, 7, 389.

    Research output: Contribution to journalArticleScientificpeer-review

  10. Published

    Evaluation of Accuracy and Practical Applicability of Methods for Measuring Leaf Reflectance and Transmittance Spectra

    Hovi, A., Forsström, P., Mõttus, M. & Rautiainen, M., Jan 2018, In : Remote Sensing. 10, 1, 19 p., 25.

    Research output: Contribution to journalArticleScientificpeer-review

  11. Published

    A study on the drivers of canopy reflectance variability in a boreal forest

    Hadi, H. & Rautiainen, M., 2018, In : REMOTE SENSING LETTERS. 9, 7, p. 666-675 10 p.

    Research output: Contribution to journalArticleScientificpeer-review

  12. Published

    Bayesian estimation of seasonal course of canopy leaf area index from hyperspectral satellite data

    Varvia, P., Rautiainen, M. & Seppänen, A., 2018, In : Journal of Quantitative Spectroscopy and Radiative Transfer. 208, p. 19-28 10 p.

    Research output: Contribution to journalArticleScientificpeer-review

  13. Published

    Special Issue "Optical Remote Sensing of Boreal Forests"

    Rautiainen, M. (ed.) & Pisek, J. (ed.), 2018, In : Remote Sensing. 10, 11

    Research output: Contribution to journalSpecial issueScientificpeer-review

  14. Published

    Spectral Properties of Coniferous Forests: A Review of In Situ and Laboratory Measurements

    Rautiainen, M., Lukěs, P., Homolova, L., Hovi, A., Pisek, J. & Mõttus, M., 2018, In : Remote Sensing. 10, 2, 28 p., 207.

    Research output: Contribution to journalReview ArticleScientificpeer-review

  15. 2017
  16. Published

    Seasonality of albedo and FAPAR in a boreal forest

    Hovi, A., Lukes, P. & Rautiainen, M., 15 Dec 2017, In : Agricultural and Forest Meteorology. 247, p. 331-342 12 p.

    Research output: Contribution to journalArticleScientificpeer-review

  17. Published

    Aalto-yliopiston uusi geoinformatiikan maisteriohjelma

    Haggren, H., Virrantaus, K., Vermeer, M., Rautiainen, M., Vaaja, M., Hyyppä, H., Ståhle, P., Ahonen-Rainio, P., Multimäki, S. & Rönnholm, P., 8 Dec 2017, In : Maankäyttö. 4, p. 15-18

    Research output: Contribution to journalArticleProfessional

  18. Published

    Forest canopy structure and reflectance in humid tropical Borneo: a physically-based interpretation using spectral invariants

    Hadi, H., Pfeifer, M., Korhonen, L., Wheeler, C. & Rautiainen, M., 1 Nov 2017, In : Remote Sensing of Environment. 201, p. 314-330 17 p.

    Research output: Contribution to journalArticleScientificpeer-review

  19. Published

    Uusi spektrikirjasto boreaalisista puulajeista

    Hovi, A., Raitio, P. & Rautiainen, M., 6 Oct 2017, In : Metsätieteen Aikakauskirja. 3 p., 7819.

    Research output: Contribution to journalArticleScientific

  20. Published

    A spectral analysis of 25 boreal tree species

    Hovi, A., Raitio, P. & Rautiainen, M., 12 Sep 2017, In : Silva Fennica. 51, 4, 16 p., 7753.

    Research output: Contribution to journalArticleScientificpeer-review

  21. Published

    Estimation of leaf area index and its sunlit portion from DSCOVR EPIC data: Theoretical basis

    Yang, B., Knyazikhin, Y., Mõttus, M., Rautiainen, M., Stenberg, P., Yan, L., Chen, C., Yan, K., Choi, S., Park, T. & 1 othersMyneni, R. B., Sep 2017, In : Remote Sensing of Environment. 198, 1, p. 69-84 16 p.

    Research output: Contribution to journalArticleScientificpeer-review

  22. Published

    Comparison of Sentinel-2 and Landsat 8 in the estimation of boreal forest canopy cover and leaf area index

    Korhonen, L., Hadi, H., Packalen, P. & Rautiainen, M., Jun 2017, In : Remote Sensing of Environment. 195, p. 259-274 16 p.

    Research output: Contribution to journalArticleScientificpeer-review

  23. Published

    Modeling uncertainties in estimation of canopy LAI from hyperspectral remote sensing data – A Bayesian approach

    Varvia, P., Rautiainen, M. & Seppänen, A., 1 Apr 2017, In : Journal of Quantitative Spectroscopy and Radiative Transfer. 191, p. 19-29 11 p.

    Research output: Contribution to journalArticleScientificpeer-review

  24. Published

    Theoretical algorithm and application of a double-integrating sphere system for measuring leaf transmittance and reflectance spectra

    Mõttus, M., Hovi, A. & Rautiainen, M., 20 Jan 2017, In : Applied Optics. 56, 3, p. 563-571 9 p.

    Research output: Contribution to journalArticleScientificpeer-review

  25. Published

    Comparison of ground and satellite-based methods for estimating stand-level fPAR in a boreal forest

    Majasalmi, T., Stenberg, P. & Rautiainen, M., 15 Jan 2017, In : Agricultural and Forest Meteorology. 232, p. 422-432 11 p.

    Research output: Contribution to journalArticleScientificpeer-review

  26. Published

    Remotely-Sensed Early Warning Signals of a Critical Transition in a Wetland Ecosystem

    Alibakhshi, S., Groen, T. A., Rautiainen, M. & Naimi, B., 2017, In : Remote Sensing. 9, 4, p. 1-19 19 p., 352.

    Research output: Contribution to journalArticleScientificpeer-review

  27. 2016
  28. Published

    Quantifying the missing link between forest albedo and productivity in the boreal zone

    Hovi, A., Liang, J., Korhonen, L., Kobayashi, H. & Rautiainen, M., 3 Nov 2016, In : BIOGEOSCIENCES. 13, p. 6015-6030

    Research output: Contribution to journalArticleScientificpeer-review

  29. Published

    Multidecadal analysis of forest growth and albedo in boreal Finland

    Lukěs, P., Stenberg, P., Mõttus, M., Manninen, T. & Rautiainen, M., Oct 2016, In : INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION. 52, p. 296-305

    Research output: Contribution to journalArticleScientificpeer-review

  30. Published

    Photon recollision probability in modelling the radiation regime of canopies - A review

    Stenberg, P., Mõttus, M. & Rautiainen, M., 15 Sep 2016, In : Remote Sensing of Environment. 183, p. 98-108 11 p.

    Research output: Contribution to journalArticleScientificpeer-review

  31. Published

    Analyses of Impact of Needle Surface Properties on Estimation of Needle Absorption Spectrum: Case Study with Coniferous Needle and Shoot Samples

    Yang, B., Knyazikhin, Y., Lin, Y., Yan, K., Chen, C., Park, T., Choi, S., Mottus, M., Rautiainen, M., Myneni, R. B. & 1 othersYan, L., Jul 2016, In : Remote Sensing. 8, 7, 17 p., 563.

    Research output: Contribution to journalArticleScientificpeer-review

  32. Published

    The potential of Sentinel-2 data for estimating biophysical variables in a boreal forest: A simulation study

    Majasalmi, T. & Rautiainen, M., 3 May 2016, In : REMOTE SENSING LETTERS. 7, 5, p. 427-436 10 p.

    Research output: Contribution to journalArticleScientificpeer-review

  33. Published

    Structural factors driving boreal forest albedo in Finland

    Kuusinen, N., Stenberg, P., Korhonen, L., Rautiainen, M. & Tomppo, E., 15 Mar 2016, In : Remote Sensing of Environment. 175, p. 43-51 9 p.

    Research output: Contribution to journalArticleScientificpeer-review

  34. Published

    Retrieval of seasonal dynamics of forest understory reflectance from semiarid to boreal forests using MODIS BRDF data

    Pisek, J., Chen, J. M., Kobayashi, H., Rautiainen, M., Schaepman, M. E., Karnieli, A., Sprinstin, M., Ryu, Y., Nikopensius, M. & Raabe, K., Mar 2016, In : JOURNAL OF GEOPHYSICAL RESEARCH: BIOGEOSCIENCES. 121, 3, p. 855–863

    Research output: Contribution to journalArticleScientificpeer-review

  35. Published

    The accuracy of large-area forest canopy cover estimation using Landsat in boreal region

    Hadi, H., Korhonen, L., Hovi, A., Rönnholm, P. & Rautiainen, M., 2016, In : INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION. 53, p. 118–127

    Research output: Contribution to journalArticleScientificpeer-review

  36. 2015
  37. Published

    Spectral contribution of understory to forest reflectance in a boreal site: An analysis of EO-1 Hyperion data

    Rautiainen, M. & Lukes, P., 15 Dec 2015, In : Remote Sensing of Environment. 171, 171, p. 98-104 7 p.

    Research output: Contribution to journalArticleScientificpeer-review

  38. Published

    The fourth phase of the radiative transfer model intercomparison (RAMI) exercise: Actual canopy scenarios and conformity testing

    Widlowski, J. L., Mio, C., Disney, M., Adams, J., Andredakis, I., Atzberger, C., Brennan, J., Busetto, L., Chelle, M., Ceccherini, G. & 32 othersColombo, R., Côté, J. F., Eenmäe, A., Essery, R., Gastellu-Etchegorry, J. P., Gobron, N., Grau, E., Haverd, V., Homolová, L., Huang, H., Hunt, L., Kobayashi, H., Koetz, B., Kuusk, A., Kuusk, J., Lang, M., Lewis, P. E., Lovell, J. L., Malenovský, Z., Meroni, M., Morsdorf, F., Mõttus, M., Ni-Meister, W., Pinty, B., Rautiainen, M., Schlerf, M., Somers, B., Stuckens, J., Verstraete, M. M., Yang, W., Zhao, F. & Zenone, T., 1 Nov 2015, In : Remote Sensing of Environment. 169, p. 418-437 20 p.

    Research output: Contribution to journalArticleScientificpeer-review

  39. Published

    Estimation of seasonal dynamics of understory NDVI in northern forests using MODIS BRDF data: Semi-empirical versus physically-based approach

    Pisek, J., Rautiainen, M., Nikopensius, M. & Raabe, K., 5 Jun 2015, In : Remote Sensing of Environment. 163, p. 42-47 6 p.

    Research output: Contribution to journalArticleScientificpeer-review

  40. Published

    On the angular dependency of canopy gap fractions in pine, spruce and birch stands

    Rautiainen, M. & Stenberg, P., 5 Jun 2015, In : Agricultural and Forest Meteorology. 206, p. 1-3 3 p.

    Research output: Contribution to journalArticleScientificpeer-review

  41. Published
  42. Published

    Estimation of Spruce Needle-Leaf Chlorophyll Content Based on DART and PARAS Canopy Reflectance Models

    Yáñez-Rausell, L., Malenovský, Z., Rautiainen, M., Clevers, J. G. P. W., Lukeš, P., Hanuš, J. & Schaepman, M. E., 1 Apr 2015, In : IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 8, 4, p. 1534-1544 11 p.

    Research output: Contribution to journalArticleScientificpeer-review

  43. Published

    Fysikaaliset menetelmät metsien kaukokartoituksessa

    Rautiainen, M., 2015, In : Metsätieteen Aikakauskirja. 2, p. 109-112

    Research output: Contribution to journalArticleScientific

  44. Published

    Validation of MODIS and GEOV1 fPAR products in a boreal forest site in Finland

    Majasalmi, T., Rautiainen, M., Stenberg, P. & Manninen, T., 2015, In : Remote Sensing. 7, 2, p. 1359-1379 21 p.

    Research output: Contribution to journalArticleScientificpeer-review

  45. 2014
  46. Published

    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

    Lukeš, P., Rautiainen, M., Manninen, T., Stenberg, P. & Mõttus, M., 1 Dec 2014, In : Remote Sensing of Environment. 155, p. 377-377 1 p.

    Research output: Contribution to journalComment/debateScientificpeer-review

  47. Published

    Quantitative characterization of clumping in Scots pine crowns

    Stenberg, P., Mõttus, M., Rautiainen, M. & Sievänen, R., 1 Sep 2014, In : ANNALS OF BOTANY. 114, 4, p. 689-694 6 p.

    Research output: Contribution to journalArticleScientificpeer-review

  48. Published

    Modeled and measured fPAR in a boreal forest: Validation and application of a new model

    Majasalmi, T., Rautiainen, M. & Stenberg, P., 1 Jun 2014, In : Agricultural and Forest Meteorology. 189-190, p. 118-124 7 p.

    Research output: Contribution to journalArticleScientificpeer-review

  49. Published

    Monitoring the broadleaf fraction and canopy cover of boreal forests using spectral invariants

    Vanhatalo, K. M., Rautiainen, M. & Stenberg, P., Jan 2014, In : Journal of Quantitative Spectroscopy and Radiative Transfer. 133, p. 482-488 7 p.

    Research output: Contribution to journalArticleScientificpeer-review

  50. Published

    Geographical gradients in boreal forest albedo and structure in Finland

    Lukeš, P., Rautiainen, M., Manninen, T., Stenberg, P. & Mõttus, M., 2014, In : Remote Sensing of Environment. 152, p. 526-535 10 p.

    Research output: Contribution to journalArticleScientificpeer-review

  51. 2013
  52. Published

    A new approach for simulating forest albedo based on spectral invariants

    Stenberg, P., Lukeš, P., Rautiainen, M. & Manninen, T., Oct 2013, In : Remote Sensing of Environment. 137, p. 12-16 5 p.

    Research output: Contribution to journalArticleScientificpeer-review

  53. Published

    Relationship between forest density and albedo in the boreal zone

    Lukeš, P., Stenberg, P. & Rautiainen, M., 24 Jul 2013, In : Ecological Modelling. 261-262, p. 74-79 6 p.

    Research output: Contribution to journalArticleScientificpeer-review

  54. Published

    Reply to Ollinger et al. Remote sensing of leaf nitrogen and emergent ecosystem properties

    Knyazikhin, Y., Lewis, P., Disney, M. I., Mõttus, M., Rautiainen, M., Stenberg, P., Kaufmann, R. K., Marshak, A., Schull, M. A., Carmona, P. L. & 7 othersVanderbilt, V., Davis, A. B., Baret, F., Jacquemoud, S., Lyapustin, A., Yang, Y. & Myneni, R. B., 2 Jul 2013, In : Proceedings of the National Academy of Sciences of the United States of America. 110, 27, p. E2438-E2438

    Research output: Contribution to journalLetterScientificpeer-review

  55. Published

    Sensitivity of narrowband vegetation indices to boreal forest LAI, reflectance seasonality and species composition

    Heiskanen, J., Rautiainen, M., Stenberg, P., Mõttus, M. & Vesanto, V. H., Apr 2013, In : ISPRS Journal of Photogrammetry and Remote Sensing. 78, p. 1-14 14 p.

    Research output: Contribution to journalArticleScientificpeer-review

  56. Published

    Reply to Townsend et al. Decoupling contributions from canopy structure and leaf optics is critical for remote sensing leaf biochemistry

    Knyazikhin, Y., Lewis, P., Disney, M. I., Stenberg, P., Mõttus, M., Rautiainen, M., Kaufmann, R. K., Marshak, A., Schull, M. A., Carmona, P. L. & 7 othersVanderbilt, V., Davis, A. B., Baret, F., Jacquemoud, S., Lyapustin, A., Yang, Y. & Myneni, R. B., 19 Mar 2013, In : Proceedings of the National Academy of Sciences of the United States of America. 110, 12, p. E1075-E1075

    Research output: Contribution to journalLetterScientificpeer-review

  57. Published

    An assessment of ground reference methods for estimating LAI of boreal forests

    Majasalmi, T., Rautiainen, M., Stenberg, P. & Lukeš, P., 5 Mar 2013, In : Forest Ecology and Management. 292, p. 10-18 9 p.

    Research output: Contribution to journalArticleScientificpeer-review

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