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Inundation-driven community transitions in saltmarsh environments: Insights from multi-scale classification models.

Acacia Markov1, Jacob Stolle1, Saeid Homayouni1

  • 1Institut National de la Recherche Scientifique, 490 de la Couronne Street, Québec, Québec, G1K 9A9, Canada.

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This study maps saltmarshes using satellite imagery and tidal data, revealing key inundation thresholds for vegetation changes. These findings advance saltmarsh eco-geomorphic modeling and conservation efforts.

Keywords:
Eco-geomorphologyInundation dynamicsRemote sensingSaltmarshSupervised classification

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Area of Science:

  • Ecology
  • Remote Sensing
  • Geomorphology

Background:

  • Saltmarsh ecosystems are vital but threatened by environmental changes.
  • Accurate vegetation mapping is crucial for understanding saltmarsh dynamics and resilience.
  • Previous studies lacked direct comparison of high spatial vs. high temporal resolution imagery for saltmarsh classification.

Purpose of the Study:

  • To create detailed vegetation community maps for saltmarshes in Québec, Canada.
  • To compare the effectiveness of different satellite imagery resolutions (spatial vs. temporal) for saltmarsh classification.
  • To incorporate tidal inundation dynamics into classification and identify eco-geomorphic transition thresholds.

Main Methods:

  • Supervised classification using Random Forest models with PlanetScope (3m) and high-resolution (0.2m) multispectral imagery.
  • Incorporation of temporal features from 12 images (May-October 2023) and single-date high-resolution imagery.
  • Inclusion of tidal inundation time as a predictor variable for classification.

Main Results:

  • Achieved 83% accuracy with temporal imagery and 96% accuracy with high-resolution imagery.
  • Identified a region-independent threshold of ~11% inundation time for pioneer to high marsh transition.
  • Determined region-dependent thresholds (16-29% inundation time) for mudflat to pioneer transitions.

Conclusions:

  • Tidal inundation dynamics are critical predictors for saltmarsh vegetation classification and eco-geomorphic transitions.
  • The study provides novel, region-independent inundation thresholds for saltmarsh evolution modeling.
  • These findings significantly advance saltmarsh eco-geomorphic research and can be applied globally.