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Simulating Impacts of Ice Storms on Forest Ecosystems
Published on: June 30, 2020
Analysis and simulation of dynamic response behavior of Scots pine trees to wind loading
Dirk Schindler1, Hannes Fugmann, Helmut Mayer
1Meteorological Institute, Albert-Ludwigs-Universität Freiburg, Werthmannstraße 10, 79085, Freiburg, Germany, dirk.schindler@meteo.uni-freiburg.de.
Singular spectrum analysis (SSA) effectively characterized Scots pine tree movement from wind. This method enabled accurate simulation of wind-induced stem displacement using neural networks.
Area of Science:
- Forestry science
- Biophysics
- Computational modeling
Background:
- Wind significantly impacts forest ecosystems, influencing tree stability and dynamics.
- Understanding wind-tree interactions is crucial for forest management and risk assessment.
Purpose of the Study:
- To develop an empirical method for analyzing and simulating wind-induced stem displacement in Scots pine trees.
- To characterize complex tree motion patterns using singular spectrum analysis (SSA).
- To correlate specific motion components with wind characteristics and simulate tree responses.
Main Methods:
- Singular Spectrum Analysis (SSA) for time series decomposition of stem displacement.
- Correlation and spectral analysis to discriminate SSA components.
- Neural network training using SSA-derived components and wind speed data.
Main Results:
- SSA successfully decomposed tree stem displacement into trend, sway, and noise components.
- Non-oscillatory trend components showed direct correlation with wind characteristics.
- Tree sway, while dominant, was largely decoupled from near-surface airflow.
- Trained neural networks reasonably simulated Scots pine tree response to wind excitation.
Conclusions:
- SSA provides a robust method for characterizing complex wind-induced tree motion.
- The study demonstrates the potential of data-driven models (neural networks) for simulating forest dynamics.
- Distinguishing motion components is key to understanding wind-tree interactions in forest canopies.
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