Petteri Packalen

Research Professor, Remote Sensing of Forests

Phone number +358295322764
Email address petteri.packalen(at)luke.fi
Address Latokartanonkaari 9 00790 HELSINKI

Model-based small-area estimation with area-effects for sampled and non-sampled domains

Refereed scientific publications

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2026

Large-scale tree-level mapping of forest structure including species type with remote sensing data and ground measurements

Refereed scientific publications

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2026

Prediction and mapping of boreal forest fire fuel loads using high-resolution satellite stereo imagery

Refereed scientific publications

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2025

Combining tree-boosting and mixed effects models improves the performance of remote-sensing based forest age predictions

Refereed scientific publications

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2025

Mitigation of Spatial Effects on an Area-Based Lidar Forest Inventory (2024)

Refereed scientific publications

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2025

The transferability and cross-use of airborne laser scanning-based leaf-off and leaf-on biomass models

Refereed scientific publications

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2025

The effect of sampling design in model-based small area estimation

Refereed scientific publications

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2025

Mapping old-growth forests using airborne lidar data and satellite images: how do plot size and rarity affect accuracy?

Refereed scientific publications

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2025

Uncertainty quantification for forest attribute maps with conformal prediction and k-nearest neighbor method

Refereed scientific publications

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2025

Small area estimators in a simulation test

Refereed scientific publications

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2025

Individual tree inventory based on uncrewed aerial vehicle data: how to utilise stand-wise field measurements of diameter for calibration?

Refereed scientific publications

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2024

Estimation of boreal forest biomass from ICESat-2 data using hierarchical hybrid inference

Refereed scientific publications

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2024

Effects of model-overfit on model-assisted forest inventory in boreal forests with remote sensing data

Refereed scientific publications

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2024

Kaukokartoitus ja metsäkoneiden sensorit metsien monimuotoisuusindikaattorien seurannassa

Referoidut tieteelliset julkaisut

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2024

Detection of snow disturbances in boreal forests using unitemporal airborne lidar data and aerial images

Refereed scientific publications

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2024

Band configurations and seasonality influence the predictions of common boreal tree species using UAS image data

Refereed scientific publications

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2024

Mapping large European aspen (Populus tremula L.) in Finland using airborne lidar and image data

Refereed scientific publications

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2024

Estimating the timber value of a forest property using geographically balanced samples and unoccupied aerial vehicle data

Refereed scientific publications

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2024

Combination of lidar intensity and texture features enable accurate prediction of common boreal tree species with single sensor UAS data

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

Evaluation of a forest radiative transfer model using an extensive boreal forest inventory database

Refereed scientific publications

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2023

mgpr: An R package for multivariate Gaussian process regression

Refereed scientific publications

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2023

Can models for forest attributes based on airborne laser scanning be generalized for different silvicultural management systems?

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