Sakari Tuominen

Senior Scientist
  • Phone number +358295322167
  • Email address sakari.tuominen@luke.fi
  • Address Latokartanonkaari 9 00790 HELSINKI

Peatland pixel-level classification via multispectral, multiresolution and multisensor data using convolutional neural network

Refereed scientific publications
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2025

Stratified, spatially regular and balanced cluster sampling for cost-efficient environmental surveys.

Refereed scientific publications
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2025

Enhancing forest inventory Accuracy: Comparing 3D-CNN and k-NN with genetic algorithm Approaches using ALS data across boreal bioregions

Refereed scientific publications
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2025

Automatized Sentinel-2 mosaicking for large area forest mapping

Refereed scientific publications
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2024

The relationship between forest structure and naturalness in the Finnish national forest inventory

Refereed scientific publications
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2024

Technical description for the peatland site type data of Finland

Other publications
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2023

Multistream Convolutional Neural Network Fusion for Pixel-wise Classification of Peatland

Refereed scientific publications
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2023

Recreating structurally realistic tree maps with airborne laser scanning and ground measurements

Refereed scientific publications
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2023

Spatial patterns of biomass change across Finland in 2009–2015

Refereed scientific publications
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2023

Vegetation impacts ditch methane emissions from boreal forestry-drained peatlands—Moss-free ditches have an order-of-magnitude higher emissions than moss-covered ditches

Refereed scientific publications
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2023

Bayesian Approach for Optimizing Forest Inventory Survey Sampling with Remote Sensing Data

Refereed scientific publications
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2022

Comparison of neural networks and k-nearest neighbors methods in forest stand variable estimation using airborne laser data

Refereed scientific publications
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2022

Sources and sinks of greenhouse gases in the landscape: Approach for spatially explicit estimates

Refereed scientific publications
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2021

Developing a spatially explicit modelling and evaluation framework for integrated carbon sequestration and biodiversity conservation: application in southern Finland

Refereed scientific publications
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2021

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

Refereed scientific publications
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2021

Comparison of photogrammetric canopy models from archived and made-to-order aerial imagery in forest inventory

Refereed scientific publications
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2020

Environmental factors affecting the distributions of the native Eurasian beaver and the invasive North American beaver in Finland

Refereed scientific publications
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2020

Towards dynamic forest trafficability prediction using open spatial data, hydrological modelling and sensor technology

Refereed scientific publications
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2020

Chlorophyll Concentration Retrieval by Training Convolutional Neural Network for Stochastic Model of Leaf Optical Properties (SLOP) Inversion

Refereed scientific publications
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2020

Applying open GIS data to study wetland forests and ditches in Finland

Other publications
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2020

High-resolution mapping of forest vulnerability to wind for disturbance-aware forestry

Refereed scientific publications
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2019

The effects of sample plot selection strategy and the number of sample plots on inoptimality losses in forest management planning based on airborne laser scanning data

Refereed scientific publications
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2019

Economic losses caused by tree species proportions and site type errors in forest management planning

Refereed scientific publications
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2019

Landsat archive holdings for Finland: opportunities for forest monitoring

Refereed scientific publications
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2018