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Detecting shrub encroachment in seminatural grasslands using UAS LiDAR.

Bjarke Madsen1, Urs A Treier1, András Zlinszky1,2

  • 1Section for Ecoinformatics & Biodiversity Center for Biodiversity Dynamics in a Changing World Department of Biology Aarhus University Aarhus C Denmark.

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Unmanned Aircraft System (UAS) Light Detection and Ranging (LiDAR) effectively maps shrub encroachment in grasslands. This technology accurately measures structural changes, aiding biodiversity management and evaluating conservation efforts.

Keywords:
UAS LiDARbiomassgrassland dynamicsremote sensingscotch broomshrub encroachment

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Area of Science:

  • Ecology
  • Remote Sensing
  • Conservation Biology

Background:

  • Shrub encroachment in seminatural grasslands poses a significant threat to local biodiversity.
  • Dense vegetation, such as *Cytisus scoparius*, can homogenize landscapes and negatively impact plant diversity.
  • Effective management strategies require accurate methods for detecting structural changes like biomass variations.

Purpose of the Study:

  • To investigate the accuracy of mapping *Cytisus scoparius* in three dimensions (3D) using Unmanned Aircraft System (UAS) Light Detection and Ranging (LiDAR) data.
  • To assess the capability of ultrahigh-density point cloud data in deriving structural change metrics, specifically biomass.
  • To evaluate UAS LiDAR as a tool for monitoring shrub dynamics and assessing the effectiveness of management interventions in grasslands.

Main Methods:

  • Combined traditional field measurements with novel UAS LiDAR observations over a 6.7 ha seminatural grassland.
  • Collected ultrahigh-density point cloud data (over 1,000 pts/m²) in both leaf-on (October 2017) and leaf-off (April 2018) seasons.
  • Utilized 3D point-based classification to distinguish shrub genera and related LiDAR-derived volume metrics to measured biomass.

Main Results:

  • Achieved overall classification accuracies exceeding 86% for shrub mapping from point cloud data across both seasons.
  • Found that maximum volume metrics explained up to 77.4% of the variation in *C. scoparius* biomass.
  • Quantified landscape-scale variations in biomass change between autumn 2017 and spring 2018, indicating a decrease in certain areas.

Conclusions:

  • UAS LiDAR is a highly promising tool for mapping and monitoring grassland shrub dynamics at the landscape scale.
  • The developed workflow enables accurate, standardized, and non-biased evaluation of management activities aimed at controlling shrub encroachment.
  • Further research is needed to determine the specific drivers (e.g., grazing, frost) of observed biomass changes.