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List of works by Petteri Packalén

A Comparison of Linear-Mode and Single-Photon Airborne LiDAR in Species-Specific Forest Inventories

scientific article published in 2022

Airborne laser scanning for tree diameter distribution modelling: a comparison of different modelling alternatives in a tropical single-species plantation

scientific article published on 22 September 2017

Airborne laser scanning-based decision support for wood procurement planning

scientific article published on 9 July 2013

An Examination of Diameter Density Prediction with k-NN and Airborne Lidar

scientific article published on 16 November 2017

Assessing the performance of aerial image point cloud and spectral metrics in predicting boreal forest canopy cover

scientific article published on 04 May 2017

Bayesian approach to single-tree detection in airborne laser scanning – use of training data for prior and likelihood modeling

COMPARISON OF 3D POINT CLOUDS FROM AERIAL STEREO IMAGES AND LIDAR FOR FOREST CHANGE DETECTION

scientific article published on 19 October 2017

Calibration of nationwide airborne laser scanning based stem volume models

scientific article published in June 2018

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

scientific article published in October 2023

Characterizing forest structural types and shelterwood dynamics from Lorenz-based indicators predicted by airborne laser scanning

scientific article published in November 2013

Circular or square plots in ALS-based forest inventories—does it matter?

scientific article published on 2 September 2022

Classification of forest development stages from national low-density lidar datasets: a comparison of machine learning methods

scientific article published on 26 February 2016

Classification of multilayered forest development classes from low-density national airborne lidar datasets

scientific article published on 22 February 2016

Combination of Lidar Intensity and Texture Features Enable Accurate Prediction of Common Boreal Tree Species With Single Sensor UAS Data

scientific article published in January 2024

Combining spatial and economic criteria in tree-level harvest planning

scientific article published on 25 March 2020

Comparing nearest neighbor configurations in the prediction of species-specific diameter distributions

scientific article published in March 2018

Comparison of Sentinel-2 and Landsat 8 in the estimation of boreal forest canopy cover and leaf area index

scientific article published in June 2017

Comparison of airborne laser scanning methods for estimating forest structure indicators based on Lorenz curves

scientific article published in September 2014

Comparison of linear regression, k-nearest neighbour and random forest methods in airborne laser-scanning-based prediction of growing stock

scientific article published on 3 October 2020

Comparison of multispectral airborne laser scanning and stereo matching of aerial images as a single sensor solution to forest inventories by tree species

scientific article published in September 2019

Detecting moose ( Alces alces ) browsing damage in young boreal forests from airborne laser scanning data

scientific article published in January 2016

Detection of the need for seedling stand tending using high-resolution remote sensing data

scientific article published in 2013

Determining maximum entropy in 3D remote sensing height distributions and using it to improve aboveground biomass modelling via stratification

scientific article published in July 2021

Ecological dimensions of airborne laser scanning — Analyzing the role of forest structure in moose habitat use within a year

scientific article published on 30 July 2015

Economic losses in carbon forestry due to errors in inventory data

scientific article published in April 2021

Edge-Tree Correction for Predicting Forest Inventory Attributes Using Area-Based Approach With Airborne Laser Scanning

scientific article published in March 2015

Effect of flying altitude, scanning angle and scanning mode on the accuracy of ALS based forest inventory

scientific article published in October 2016

Effect of minimum diameter at breast height and standing dead wood field measurements on the accuracy of ALS-based forest inventory

scientific article published in October 2015

Effects of errors in basal area and mean diameter on the optimality of forest management prescriptions

scientific article published on 23 February 2021

Effects of temporally external auxiliary data on model-based inference

scientific article published in September 2017

Estimating Tree Height Distribution Using Low-Density ALS Data With and Without Training Data

scientific article published in April 2015

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

scientific article published on 30 March 2024

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

scientific article published in September 2024

Estimation of forest stand characteristics using individual tree detection, stochastic geometry and a sequential spatial point process model

scientific article published in 2022

Estimation of periodic annual increment of tree ring widths by airborne laser scanning

scientific article published in 2022

Evaluation of UAS LiDAR data for tree segmentation and diameter estimation in boreal forests using trunk- and crown-based methods

scientific article published in 2022

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

scientific article published in December 2023

Evaluation of pushbroom DAP relative to frame camera DAP and lidar for forest modeling

scientific article published in February 2020

Field calibration of merchantable and sawlog volumes in forest inventories based on airborne laser scanning

scientific article published in December 2020

Forest Change Detection by Using Point Clouds From Dense Image Matching Together With a LiDAR-Derived Terrain Model

scientific article published in March 2017

Forest inventories for small areas using drone imagery without in-situ field measurements

scientific article published in February 2020

Forest structure as a determinant of grouse brood occurrence – An analysis linking LiDAR data with presence/absence field data

scientific article published in November 2016

From comprehensive field inventories to remotely sensed wall-to-wall stand attribute data — a brief history of management inventories in the Nordic countries

scientific article published in February 2021

Fusing diameter distributions predicted by an area-based approach and individual-tree detection in coniferous-dominated forests

scientific article published in February 2020

Gaussian Process Regression for Forest Attribute Estimation From Airborne Laser Scanning Data

Gini coefficient predictions from airborne lidar remote sensing display the effect of management intensity on forest structure

scientific article published in January 2016

Horvitz-Thompson-like estimation with distance-based detection probabilities for circular plot sampling of forests

scientific article published on 07 June 2020

How much can airborne laser scanning based forest inventory by tree species benefit from auxiliary optical data?

scientific article published in October 2018

How much can natural resource inventory benefit from finer resolution auxiliary data?

scholarly article

How to integrate remotely sensed data and biodiversity for ecosystem assessments at landscape scale

scientific article published in 2014

Image matching as a data source for forest inventory – Comparison of Semi-Global Matching and Next-Generation Automatic Terrain Extraction algorithms in a typical managed boreal forest environment

scientific article published in August 2017

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

scientific article published in January 2024

Influence of size and shape of forest inventory units on the layout of harvest blocks in numerical forest planning

scientific article published on 12 December 2018

Influence of timber harvesting costs on the layout of cuttings and economic return in forest planning based on dynamic treatment units

scientific article published on 22 May 2018

Kaukokartoitus ja metsäkoneiden sensorit metsien monimuotoisuusindikaattorien seurannassa

scientific article published in January 2024

Key structural features of Boreal forests may be detected directly using L-moments from airborne lidar data

scientific article published in June 2017

Large Area Forest Yield Estimation with Pushbroom Digital Aerial Photogrammetry

scientific article published on 7 May 2019

Leveraging remotely sensed non-wall-to-wall data for wall-to-wall upscaling in forest inventory

scientific article published in May 2023

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

scientific article published in July 2024

Mitigating the risk of wind damage at the forest landscape level by using stand neighbourhood and terrain elevation information in forest planning

scientific article published on 8 October 2022

Modeling Forest Tree Data Using Sequential Spatial Point Processes

scientific article

Moose (Alces alces) reacts to high summer temperatures by utilizing thermal shelters in boreal forests - an analysis based on airborne laser scanning of the canopy structure at moose locations.

scientific article

Multi-objective forestry increases the production of ecosystem services

scientific article published on 20 November 2020

Multifunctional comparison of different management strategies in boreal forests

scientific article published on 11 October 2019

Multispectral Airborne LiDAR Data in the Prediction of Boreal Tree Species Composition

scientific article published in June 2019

Nationwide airborne laser scanning based models for volume, biomass and dominant height in Finland

scientific article published in 2016

Nearest neighbor imputation of logwood volumes using bi-temporal ALS, multispectral ALS and aerial images

scientific article published on 11 March 2019

Patterns of covariance between airborne laser scanning metrics and Lorenz curve descriptors of tree size inequality

scientific article published on 7 June 2013

Predicting factual sawlog volumes in Scots pine dominated forests using airborne laser scanning data

scientific article published in 2019

Predicting forest growth based on airborne light detection and ranging data, climate data, and a simplified process-based model

scientific article published in April 2013

Prediction of Forest Attributes with Field Plots, Landsat, and a Sample of Lidar Strips

scientific article published in February 2014

Prediction of forest canopy fuel parameters in managed boreal forests using multispectral and unispectral airborne laser scanning data and aerial images

scientific article published on 08 September 2020

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

scientific article published in December 2023

Remote sensing approach for spatial planning of land management interventions in West African savannas

scholarly article

Resolution dependence in an area-based approach to forest inventory with airborne laser scanning

scientific article published in April 2019

Sensitivity of Above-Ground Biomass Estimates to Height-Diameter Modelling in Mixed-Species West African Woodlands

scientific article

Stand volume models based on stable metrics as from multiple ALS acquisitions in Eucalyptus plantations

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

scientific article published in September 2019

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

scientific article published on 4 November 2023

The transferability of airborne laser scanning based tree-level models between different inventory areas

scientific article published in March 2019

The utility of fused airborne laser scanning and multispectral data for improved wind damage risk assessment over a managed forest landscape in Finland

scientific article published on 9 October 2020

Transferability and calibration of airborne laser scanning based mixed-effects models to estimate the attributes of sawlog-sized Scots pines

scientific article published in 2019

Uncertainty Quantification in ALS-Based Species-Specific Growing Stock Volume Estimation

Usability of citizen science observations together with airborne laser scanning data in determining the habitat preferences of forest birds

scientific article published in December 2018

Using ALS Data to Improve Co-Registration of Photogrammetry-Based Point Cloud Data in Urban Areas

scientific article published on 16 June 2020

Volumes by tree species can be predicted using photogrammetric UAS data, Sentinel-2 images and prior field measurements

scientific article published in 2021