Samantha Wittke
Visiting Doctoral Researcher
Visiting Doctoral Researcher
T213 Built Environment
Full researcher profile
https://research.aalto.fi/...
Sähköposti
samantha.wittke@aalto.fi
Tutkimusryhmät
- Geoinformatics, Visitor (Doctoral Researcher)
Julkaisut
Examining low-intensity surface fires in boreal forests using sentinel-2 time series and bitemporal terrestrial laser scanning
N. Tienaho, S. Wittke, T. Yrttimaa, A. Kivimäki, E. Puttonen, N. Saarinen, M. Vastaranta
2025
Scandinavian Journal of Forest Research
Tillage and biomass detection for estimating winter-time cropland management practices with satellite remote sensing
Maria Yli-Heikkilä, Arto Klami, Samantha Wittke, Markku Luotamo, Pinja Mero, Petri Pellikka, Janne Heiskanen, Mwaba Hiltunen, Kari Luojus, Golda Prakasam, Mikko Strahlendorff, Markus Törmä, Mi Sulkava
2025
European Journal of Remote Sensing
LiPheStream - A 18-month high spatiotemporal resolution point cloud time series of Boreal trees from Finland
Samantha Wittke, Mariana Campos, Lassi Ruoppa, Rami Echriti, Yunsheng Wang, Antoni Gołoś, Antero Kukko, Juha Hyyppä, Eetu Puttonen
2024
Scientific Data
EODIE — Earth Observation Data Information Extractor
Samantha Wittke, Anne Fouilloux, Petteri Lehti, Juuso Varho, Arttu Kivimäki, Maiju Karhu, Mika Karjalainen, Matti Vaaja, Eetu Puttonen
2023
SoftwareX
UTILISING SIMULATED TREE DATA TO TRAIN SUPERVISED CLASSIFIERS
P. Rönnholm, S. Wittke, M. Ingman, P. Putkiranta, H. Kauhanen, H. Kaartinen, M. T. Vaaja
2022
International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Scalable Crop Yield Prediction with Sentinel-2 Time Series and Temporal Convolutional Network
Maria Yli-Heikkila, Samantha Wittke, Markku Luotamo, Eetu Puttonen, Mika Sulkava, Petri Pellikka, Janne Heiskanen, Arto Klami
2022
Remote Sensing
Crop loss identification at field parcel scale using satellite remote sensing and machine learning
Santosh Hiremath, Samantha Wittke, Taru Palosuo, Jere Kaivosoja, Fulu Tao, Maximilian Proll, Eetu Puttonen, Pirjo Peltonen-Sainio, Pekka Marttinen, Hiroshi Mamitsuka
2021
PloS One
Land use optimization tool for sustainable intensification of high-latitude agricultural systems
Pirjo Peltonen-Sainio, Lauri Jauhiainen, Heikki Laurila, Jaana Sorvali, Eija Honkavaara, Samantha Wittke, Mika Karjalainen, Eetu Puttonen
2019
Land Use Policy
Pre-crop Values From Satellite Images for Various Previous and Subsequent Crop Combinations
Pirjo Peltonen-Sainio, Lauri Jauhiainen, Eija Honkavaara, Samantha Wittke, Mika Karjalainen, Eetu Puttonen
2019
Frontiers in Plant Science
A Clustering Framework for Monitoring Circadian Rhythm in Structural Dynamics in Plants From Terrestrial Laser Scanning Time Series
Eetu Puttonen, Matti Lehtomäki, Paula Litkey, Roope Näsi, Ziyi Feng, Xinlian Liang, Samantha Wittke, Milos Pandzic, Teemu Hakala, Mika Karjalainen, Norbert Pfeifer
2019
Frontiers in Plant Science