Sonja Kivinen

Tree species classification from airborne hyperspectral and LiDAR data using 3D convolutional neural networks

Janne Mäyrä, Sarita Keski‐Saari, Sonja Kivinen et al. · Remote Sensing of Environment · 2021 · 250 citations · Full text

Convolutional Neural Network, Tree Species Classification, Engineering +22

Sustainable Post-Mining Land Use: Are Closed Metal Mines Abandoned or Re-Used Space?

Sonja Kivinen · Sustainability · 2017 · 118 citations · Full text

Mining Science, Engineering, Land Use +20

Multi‐species richness of boreal agricultural landscapes: effects of climate, biotope, soil and geographical location

Sonja Kivinen, Miska Luoto, Mikko Kuussaari et al. · Journal of Biogeography · 2006 · 78 citations

Landscape Processes, Spatial Ecology, Biodiversity +15

Long-Term Climate Trends and Extreme Events in Northern Fennoscandia (1914–2013)

Sonja Kivinen, Sirpa Rasmus, Kirsti Jylhä et al. · Climate · 2017 · 72 citations · Full text

Climatology, Meteorology, Climate Sciences +14

A keystone species, European aspen (Populus tremula L.), in boreal forests: Ecological role, knowledge needs and mapping using remote sensing

Sonja Kivinen, Elina Koivisto, Sarita Keski‐Saari et al. · Forest Ecology and Management · 2020 · 59 citations · Full text

Biodiversity, Engineering, Forest Conservation +7