Ing. Lukáš Brodský, Ph.D.

Research interests

• Earth Observation (Land Cover and Cryosphere Changes)
• VNIR Spectroscopy
• Machine Learning in Geosciences

Research team: https://sites.google.com/natur.cuni.cz/glam/home

Lectures

• Remote Sensing
• Image and Laboratory spectroscopy
• Geoinformatics
• Spatial databases
• Advanced GIS and Database Techniques for Urban and Population Studies
• Machine Learning for Earth Observation and Geography (ERASMUS+)

Publications

Publications in IF journals

Vilímek, V. Bollati, I. M., Azzoni, R. S., Brodský, L., Kropáček, J. (2024 - in review): The effects of the Castelfranco debris flow on the Belvedere Glacier. Landslides.

Kropáček, J., Mehrishi, P., Bollati, I.M., Brodský, L., Pelfini, M., Azzoni, R., Schmidt, S., Nüsser, M., Vilímek, V (2024, in review): Dynamics and related natural hazards of Belvedere Glacier in the Italian Alps: a review. AUC Geographica, 59, 2.

Brodský, L., Pancholi, S., Schmidt, S., Nüsser, M., Azzoni, R., Tronti, G. (2024, in review): Belvedere Glacier elevation change between 1951 and 2023. AUC Geographica, 59, 2.

Azzoni, R. S., Pelfini, M., Brodský L., Bollati I. (2024, in review): Surface evolution of Belvedere Glacier from remote sensing data. AUC Geographica, 59, 2.

Brodský, L., Rusnak, S., Schmidt, S., Vilímek, V., Azzoni, R., Nüsser, M., Tronti, G., Kropáček, J., Aayushi, P. (2024, in review): The interannual spatio-temporal evolution of the supraglacial lakes on Belvedere Glacier between 2000 and 2023. AUC Geographica, 59, 2.

Bollati, I., Azzoni, R.S., Tagliaferri, A., Tronti, G., Pelfini, M., Vilímek, V., Brodský, L. (2024): What trees reveal about the sliding of the lateral moraine of the Belvedere Glacier (Western Italian Alps). AUC Geographica, 59, 2.

Brodsky, L., Vilímek, V., Šobr, M., Kroczek, T. The Effect of Suspended Particulate Matter on the Supraglacial Lake Depth Retrieval from Optical Data. Remote Sens. 2022, 14, https://doi.org/10.3390/rs14235988.

Ondřej Pešek, Lukáš Brodský, Lena Halounová, Martin Landa, Tomáš Bouček, (2024): Convolutional neural networks for urban green areas semantic segmentation on Sentinel-2 data, Remote Sensing Applications: Society and Environment, Volume 36, 2024, 101238, ISSN 2352-9385, https://doi.org/10.1016/j.rsase.2024.101238.

Ibrahim, S., Landa, M., Pešek, O., Brodský, L., Halounová, L. Machine Learning-Based Approach Using Open Data to Estimate PM2.5 over Europe. Remote Sensing. 2022; 14(14):3392. https://doi.org/10.3390/rs14143392.

Landa M., Brodský, L., Halounová, L., Bouček, T., Pešek, O. Open Geospatial System for LUCAS In Situ Data Harmonization and Distribution. ISPRS International Journal of Geo-Information. 2022; 11(7):361. https://doi.org/10.3390/ijgi11070361.

Martijn Witjes, Leandro Parente, Chris J. van Diemen, Tomislav Hengl, Martin Landa, Lukas Brodsky, Lena Halounova, Josip Krizan, Luka Antonic, Codrina MIlie, Vasile Craciunescu, Milan Kilibarda, Ognjen Antonijevic, Luka Glusica (2022): A spatiotemporal ensemble machine learning framework for generating land use / land cover time-series maps for Europe (2000 – 2019) based on LUCAS, CORINE and GLAD Landsat, DOI: 10.21203/rs.3.rs-561383/v2

Hvězdová, M., Kosubová, P., Košíková, M., Scherr, K.E., Šimek, Z., Brodský, L., Šudoma, M., Škulcová, L., Sáňka, M., Svobodová, M., Krkošková, L., Vašíčková, J., Neuwirthová, N., Bielská,L. and Hofman, J. (2018): Currently and recently used pesticides in Central European arable soils. Science of The Total Environment, Volumes 613–614, Pages 361-370.

Vašát, R., Kodešová, R., Borůvka, L., Jakšík, O., Klement, A., Brodský, L. (2017): Combining reflectance spectroscopy and the digital elevation model for soil oxidizable carbon estimation. Geoderma, 303, p. 133-142. ISSN: 0016-7061.

Viscarra Rossel, R.A. and Behrens, T. and Ben-Dor, E. and Brown, D.J. and Dematte, J.A.M. and Shepherd, K.D. and Shi, Z. and Stenberg, B. and Stevens, A. and Adamchuk, V. and Aichi, H. and Barthes, B.G. and Bartholomeus, H.M. and Bayer, A.D. and Bernoux, M. and Bottcher, K. and Brodsky, L. and Du, C.W. and Chappell, A. and Fouad, Y. and Genot, V. and Gomez, C. and Grunwald, S. and Gubler, A. and Guerrero, C. and Hedley, C.B. and Knadel, M. and Morras, H.J.M. and Nocita, M. and Ramirez-Lopez, L. and Roudier, P. and Campos, E.M.R. and Sanborn, P. and Sellitto, V.M. and Sudduth, K.A. and Rawlins, B.G. and Walter, C. and Winowiecki, L.A. and Hong, S.Y. and Ji, W. (2016): A global spectral library to characterize the world's soil. Earth-Science Reviews, Volume 155, Pages 198-230.

Brodsky, L. and Vobora, V. and Nalevka, O. and Jindrova, M. and Stoica, A. and Buciu C. and Birta, D. (2016): Images retrieval from Big Data archives for Copernicus land monitoring services. Proc. of the 2016 conference on Big Data from Space (BiDS’16), ESA, ISBN: 978-92

Feranec, J. and Solin, L. and Kopecka, M. and Otahel, J. and Kupkova, L. and Stych, P. and Bicik, I. and Kolar, J. and Cerba, O. and Soukup, T. and Brodsky, L. (2014): Analysis and expert assessment of the semantic similarity between land cover classes. Progress in Physical Geography. Volume 38, Number = 3, Pages = 301-327.

Brink, A.B. and Bodart, C. and Brodsky, L. and Defourney, P. and Ernst, C. and Donney, F. and Lupi, A. and Tuckova, K. (2014): Anthropogenic pressure in East Africa-Monitoring 20 years of land cover changes by means of medium resolution satellite data. International Journal of Applied Earth Observation and Geoinformation. Volume 28, Number = 1, Pages 60-69.

Lhotáková, Z.; Brodský, L.; Kupková, L.; Kopačková, V.; Potůčková, M.; Mišurec, J.; Klement, A.; Kovářová, M.; Albrechtová, J. (2013): Detection of multiple stresses in Scots pine growing at post-mining sites using visible to near-infrared spectroscopy. Environmental Science-Processes & Impacts. 15(11), 2004-2015.

Brodský, L. – Vašát, R. – Klement, A. – Zádorová, T. – Jakšík, O. (2013): Uncertainty propagation in VNIR reflectance spectroscopy soil organic carbon mapping. Geoderma, 199, SI, p. 54-63. ISSN: 0016-7061.
Brodský, L. – Klement, A. – Penížek, V. – Kodešová, R. – Borůvka, L. (2011): Building Soil Spectral Library of the Czech Soils for Quantitative Digital Soil Mapping. Soil and Water Research, 6.4, p. 165-172. ISSN: 1801-5395.

Zádorová, T. – Brodský, L. – Mulhanselová, M. (2009): Soil-terrain Modelling and Erosion Analysis at Field Scale Level, a Case Study. Soil and Water Research, 4.2, p. 84 - 90. ISSN: 1801-5395.

Kodešová, R. – Brodský, L. (2006): Comparison of CGMS-WOFOST and HYDRUS -1D Simulation Results for One Cell of CGMS-GRID 50. Soil and Water Research, 1.2, p. 39 - 48. ISSN: 1801-5395.

Brodský, L. – Borůvka, L. (2006): Object -oriented Fuzzy Analysis of Remote Sensing Data for Bare Soil Brightness Mapping. Soil and Water Research, 1.3, p. 79 - 84. ISSN: 1801-5395.