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Validation study of WindTrax reverse dispersion model coupled with a sensitivity analysis of model-specific settings
Francesca Tagliaferri1, Marzio Invernizzi1, Federica Capra1
1Politecnico di Milano, Department of Chemistry, Materials and Chemical Engineering, "Giulio Natta" - P.za Leonardo da Vinci 32, 20133, Milano, Italy.
Backward dispersion models like WindTrax estimate emission rates from air pollution data. This study validates WindTrax, finding it accurate, especially in neutral conditions, and effective even with fewer sensors if well-positioned.
Area of Science:
- Environmental Science
- Atmospheric Chemistry
- Air Quality Modeling
Background:
- Atmospheric dispersion models are crucial for environmental research.
- Estimating emission rates is challenging but vital for model reliability.
- Backward dispersion models offer a promising approach to determine emission rates from measured concentrations.
Purpose of the Study:
- To critically validate the WindTrax Backward model.
- To assess the model's accuracy under various conditions (stability class, sensor number/location).
- To investigate the sensitivity of model outputs to specific parameter settings.
Main Methods:
- Comparison of WindTrax model predictions with experimental dataset observations.
- Sensitivity analysis of model-specific parameters influencing dispersion simulation.
- Evaluation of model performance using reduced sensor configurations and varying sensor placements.
Main Results:
- Model-specific parameter settings showed minimal impact on output variations.
- WindTrax generally predicted observed values with good accuracy, particularly under neutral atmospheric stability.
- The model tended to underestimate emission rates during unstable stratification and overestimate during stable conditions.
Conclusions:
- WindTrax demonstrates good reliability for emission rate estimation.
- Optimal accuracy is achieved under neutral atmospheric conditions.
- The model performs acceptably even with a limited number of strategically placed sensors (mid-plume).
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