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Examples of applying the Laserfarm workflow to calculate LiDAR vegetation metrics across seven demonstration sites from five European countries

This repository contains examples of applying the Laserfarm workflow ( https://doi.org/10.1016/j.ecoinf.2022.101836) to calculate a consistent set of vegetation metrics from different country-wide airborne laser scanning (ALS) data across seven demonstration sites from five European countries (Denmark, France, Netherlands, United Kingdom, Malta). The workflow application and metric calculation has been performed in the context of the EU project MAMBO (Modern Approaches to the Monitoring of Biоdiversity, https://doi.org/10.3897/rio.9.e116951), in which the automated execution of workflows for habitat condition metrics from LiDAR is tested for EU habitat monitoring. For each demonstration site, the Jupyter Notebooks for the Laserfarm workflow, the derived data products (GeoTIFF files) and their visualization (maps in PDF format), and the study site boundaries (shapefiles) are provided. The dataset is described in detail in an accompanying data paper ( https://doi.org/10.1016/j.dib.2025.111548). All Jupyter Notebooks are also published in WorkflowHub ( https://workflowhub.eu/projects/302#workflows). The clipped LiDAR point clouds for each MAMBO demonstration site are available from a publicly accessible repository ( https://doi.org/10.48546/workflowhub.datafile.5.1).

Default

IdentificationAbout this resource

Alternate Identifier

6d774b58-9edf-4f52-b55c-36b945d82bf8

Publication Date
2025-01-27
Title

Examples of applying the Laserfarm workflow to calculate LiDAR vegetation metrics across seven demonstration sites from five European countries

Short Name
Abstract

This repository contains examples of applying the Laserfarm workflow ( https://doi.org/10.1016/j.ecoinf.2022.101836) to calculate a consistent set of vegetation metrics from different country-wide airborne laser scanning (ALS) data across seven demonstration sites from five European countries (Denmark, France, Netherlands, United Kingdom, Malta). The workflow application and metric calculation has been performed in the context of the EU project MAMBO (Modern Approaches to the Monitoring of Biоdiversity, https://doi.org/10.3897/rio.9.e116951), in which the automated execution of workflows for habitat condition metrics from LiDAR is tested for EU habitat monitoring. For each demonstration site, the Jupyter Notebooks for the Laserfarm workflow, the derived data products (GeoTIFF files) and their visualization (maps in PDF format), and the study site boundaries (shapefiles) are provided. The dataset is described in detail in an accompanying data paper ( https://doi.org/10.1016/j.dib.2025.111548). All Jupyter Notebooks are also published in WorkflowHub ( https://workflowhub.eu/projects/302#workflows). The clipped LiDAR point clouds for each MAMBO demonstration site are available from a publicly accessible repository ( https://doi.org/10.48546/workflowhub.datafile.5.1).

Dataset Language

en

 
Dataset Creator
  University of Amsterdam - W. Daniel Kissling (Associate Professor)

Dataset Creator
  University of Amsterdam - Wessel Mulder ()

Dataset Creator
  University of Amsterdam - Jinhu Wang ()

Dataset Creator
  University of Amsterdam - Yifang Shi ()

Metadata Provider
  LifeWatch ERIC - Lucia Vaira (Service Centre ICT Coordinator)

Dataset Contact
  University of Amsterdam - W. Daniel Kissling (Associate Professor)

Keywords (None)
  • lidar

  • vegetation structure

  • metrics

  • ecosystem

  • ecology

  • airborne laser scanning

  • biodiversity monitoring

  • habitat condition

  • conservation management

  • remote sensing

  • geospatial data

  • Laserfarm

  • Laserchicken

  • Jupyter

  • notebook

  • GeoTIFF

  • raster

  • vegetation mapping

  • Essential Biodiversity Variable

  • light detection and ranging

  • point clouds

  • structural complexity

  • vegetation height

  • vertical profile

Geographic Coverage

Geographic Description

Bounding Box

West Bounding Coordinate
East Bounding Coordinate
North Bounding Coordinate
South Bounding Coordinate

Bounding Altitudes

Minimum
Maximum
Unit

Temporal Coverage

Range of Dates

Begin Date
End Date

resourceLicensesLicense Information

Intellectual Rights

CC-BY4.0

Resource License

License Name

Creative Commons Attribution 4.0 International

URL
https://creativecommons.org/licenses/by/4.0/legalcode
Acknowledgements
 

Distribution

Online

A brief description of the the content of online URL.

DOI

URL
https://doi.org/10.5281/zenodo.14745310

Distribution

Online

A brief description of the the content of online URL.

Zenodo

URL
https://zenodo.org/records/14745310

Distribution

Online

A brief description of the the content of online URL.

Data paper

URL
https://doi.org/10.1016/j.dib.2025.111548

Distribution

Online

A brief description of the the content of online URL.

Workflow repository

URL
https://workflowhub.eu/projects/302#workflows

Distribution

Online

A brief description of the the content of online URL.

0. README file

URL
https://zenodo.org/records/14745310/files/README.txt?download=1

Distribution

Online

A brief description of the the content of online URL.

1. Methodology_description.pdf

URL
https://zenodo.org/records/14745310/files/Methodology_description.pdf?download=1

Distribution

Online

A brief description of the the content of online URL.

2.1 MolsBjerge.zip

URL
https://zenodo.org/records/14745310/files/MolsBjerge.zip?download=1

Distribution

Online

A brief description of the the content of online URL.

2.2 Bagnas.zip

URL
https://zenodo.org/records/14745310/files/Bagnas.zip?download=1

Distribution

Online

A brief description of the the content of online URL.

2.3 Oostvaardersplassen.zip

URL
https://zenodo.org/records/14745310/files/Oostvaardersplassen.zip?download=1

Distribution

Online

A brief description of the the content of online URL.

2.4 SalisburyPlain.zip

URL
https://zenodo.org/records/14745310/files/SalisburyPlain.zip?download=1

Distribution

Online

A brief description of the the content of online URL.

2.5 Knepp.zip

URL
https://zenodo.org/records/14745310/files/Knepp.zip?download=1

Distribution

Online

A brief description of the the content of online URL.

2.6 MonksWood.zip

URL
https://zenodo.org/records/14745310/files/MonksWood.zip?download=1

Distribution

Online

A brief description of the the content of online URL.

2.7 Comino.zip

URL
https://zenodo.org/records/14745310/files/Comino.zip?download=1

Distribution

Online

A brief description of the the content of online URL.

3. Shapefiles_StudySites.zip

URL
https://zenodo.org/records/14745310/files/Shapefiles_StudySites.zip?download=1
 
 

Project

• Project

Title

MAMBO - Modern Approaches to the Monitoring of BiOdiversity

Abstract

Funded by European Commission (MAMBO project: 101060639).

Personnel

Organization Name

Individual Name

Given Name
Surname
Position Name
 
 






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