Julkaisut - Selaus tekijän mukaan "Wittke, Samantha"
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Crop loss identification at field parcel scale using satellite remote sensing and machine learning
Hiremath, Santosh; Wittke, Samantha; Palosuo, Taru; Kaivosoja, Jere; Tao, Fulu; Proll, Maximilian; Puttonen, Eetu; Peltonen-Sainio, Pirjo; Marttinen, Pekka; Mamitsuka, Hiroshi
PLOS ONE : 12 (Public Library of Science (PLoS), 2021) -
CropYield—Towards pre-harvest crop yield forecasts with satellite remote sensing : Final report
Yli-Heikkilä, Maria; Wittke, Samantha; Kokkinen, Mirva; Partala, Anneli
Natural resources and bio-economy studies : 80/2021 (Natural Resources Institute Finland (Luke), 2021)The general objective of this project was to enhance the crop statistics. To this end, we established a pilot case for an automated process for improved crop yield statistics by merging Earth observation (EO) data, the ... -
Land use optimization tool for sustainable intensification of high-latitude agricultural systems
Peltonen-Sainio, Pirjo; Jauhiainen, Lauri; Laurila, Heikki; Sorvali, Jaana; Honkavaara, Eija; Wittke, Samantha; Karjalainen, Mika; Puttonen, Eetu
Land Use Policy (Elsevier, 2019) -
Peltomaan talviaikaisen kasvipeitteisyysalan arviointi satelliittikaukokartoituksella
Yli-Heikkilä, Maria; Mattila, Pasi; Laurila, Heikki; Partala, Anneli; Puttonen, Eetu; Karjalainen, Mika; Wittke, Samantha
Suomen maataloustieteellisen seuran tiedote : 37 (Suomen Maataloustieteellinen Seura, 2020) -
Pre-crop Values From Satellite Images for Various Previous and Subsequent Crop Combinations
Peltonen-Sainio, Pirjo; Jauhiainen, Lauri; Honkavaara, Eija; Wittke, Samantha; Karjalainen, Mika; Puttonen, Eetu
Frontiers in Plant Science (Frontiers Media SA, 2019) -
Scalable Crop Yield Prediction with Sentinel-2 Time Series and Temporal Convolutional Network
Yli-Heikkila, Maria; Wittke, Samantha; Luotamo, Markku; Puttonen, Eetu; Sulkava, Mika; Pellikka, Petri; Heiskanen, Janne; Klami, Arto
Remote Sensing : 17 (MDPI AG, 2022)One of the precepts of food security is the proper functioning of the global food markets. This calls for open and timely intelligence on crop production on an agroclimatically meaningful territorial scale. We propose an ...