Search Results - "Liwata, Pauliina"

Acid sulfate soil mapping in western Finland: How to work with imbalanced datasets and machine learning by Estévez, Virginia, Mattbäck, Stefan, Boman, Anton, Liwata-Kenttälä, Pauliina, Björk, Kaj-Mikael, Österholm, Peter

“…Imbalanced datasets are one of the main challenges in digital soil mapping. For these datasets, machine learning techniques commonly overestimate the majority…”
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Classification of acid sulfate soils and soil materials in Finland and Sweden: Re-introduction of para-acid sulfate soils by Boman, Anton, Mattbäck, Stefan, Becher, Marina, Yli-Halla, Markku, Sohlenius, Gustav, Auri, Jaakko, Öhrling, Christian, Liwata-Kenttälä, Pauliina, Edén, Peter

“…Established international soil classification systems have not properly accommodated acid sulfate soils (ASS) and soil materials in Finland and Sweden because:…”
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Electrical-sedimentary anisotropy of landforms adjacent to postglacial faults in Lapland by Sutinen, Raimo, Hyvönen, Eija, Liwata-Kenttälä, Pauliina, Middleton, Maarit, Ojala, Antti, Ruskeeniemi, Timo, Sutinen, Aleksi, Mattila, Jussi

“…Postglacial faults (PGFs) are common SW-NE-trending features in the northern part of the Fennoscandian shield being attributed to former high-magnitude…”
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Time-stability of soil water through boreal (60–68°N) gradient by Liwata, Pauliina, Hänninen, Pekka, Okkonen, Jarkko, Sutinen, Raimo

“…•We studied soil water conditions through boreal gradient.•Time-stability of soil water was found to apply to multi-year data.•Soil texture was one of the most…”
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Very High Spatial Resolution Soil Moisture Observation of Heterogeneous Subarctic Catchment Using Nonlocal Averaging and Multitemporal SAR Data by Manninen, Terhikki, Jaaskelainen, Emmihenna, Lohila, Annalea, Korkiakoski, Mika, Rasanen, Aleksi, Virtanen, Tarmo, Muhic, Filip, Marttila, Hannu, Ala-Aho, Pertti, Markovaara-Koivisto, Mira, Liwata-Kenttala, Pauliina, Sutinen, Raimo, Hanninen, Pekka

“…A soil moisture estimation method was developed for Sentinel-1 synthetic aperture radar (SAR) ground range detected high resolution (GRDH) data to analyze…”
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Continuous Ground Moisture Monitoring at Limestone Quarry Using Multi-Sensor SAR Images and in Situ IoT Sensors by Antropov, Oleg, Molinier, Matthieu, Seitsonen, Lauri, Hamedianfar, Alireza, Middleton, Maarit, Laakso, Kati, Sutinen, Heikki, Liwata-Kenttala, Pauliina

“…In this study, we examine the potential of continuous ground moisture monitoring over a mining site using a combination of in-situ soil moisture sensors and…”
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