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Updated: Jan 27, 2026

Collecting and Processing Drone-based Remotely Sensed Data for Use in Forest Recovery Monitoring
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LiDAR-derived forest inventory data to map and quantify ecologically important large trees across large spatial

Douglas G Pitt1, Lisa A Venier2, Greg W Adams3

  • 1DeltaForest Ltd., Goulais River, Ontario, Canada.

Ecological Applications : a Publication of the Ecological Society of America
|January 26, 2026
PubMed
Summary

We developed a new method using LiDAR data to map and count large old trees in forests. This approach helps quantify tree distribution for biodiversity maintenance across large landscapes.

Keywords:
Acadian forestsLiDARcanopy height modelforest inventoryforest planninglarge treesmappingsupercanopy trees

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Area of Science:

  • Forest Ecology
  • Remote Sensing
  • Biodiversity Conservation

Background:

  • Large old trees are crucial for forest biodiversity.
  • Their decline is a growing concern, necessitating effective inventory methods.
  • Existing methods for large tree quantification are often limited in scope or flexibility.

Purpose of the Study:

  • To develop and present a methodology for mapping and quantifying large trees using airborne LiDAR data.
  • To create a flexible and efficient solution integrated within the R statistical software.
  • To address the need for large-scale inventory of ecologically important large trees.

Main Methods:

  • Utilized airborne LiDAR data and canopy height models for mapping.
  • Developed an R-based algorithm integrating existing packages.
  • Calibrated tree counting using local height and crown diameter data.
  • Defined height-dbh curves from inventory plots to use height as a surrogate for dbh thresholds.

Main Results:

  • Successfully mapped and quantified large tree distributions across 1.65 million ha in New Brunswick, Canada.
  • Estimated over 37 million large trees broadly distributed within the study area.
  • Presented spatial maps and frequency statistics according to provincial forest management guidelines.

Conclusions:

  • The developed methodology efficiently maps and quantifies large tree distributions over extensive forest areas.
  • This approach serves as a metric for assessing biodiversity maintenance at the landscape level.
  • The methodology is adaptable to various forest-specific definitions of large trees based on height or dbh.