A ground‐level ozone forecasting model for Santiago,Chile |
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Authors: | Héctor Jorquera Wilfredo Palma José Tapia |
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Affiliation: | 1. Pontificia Universidad Católica de Chile, Chile;2. Universidad de Valparaíso, Chile |
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Abstract: | A physically based model for ground‐level ozone forecasting is evaluated for Santiago, Chile. The model predicts the daily peak ozone concentration, with the daily rise of air temperature as input variable; weekends and rainy days appear as interventions. This model was used to analyse historical data, using the Linear Transfer Function/Finite Impulse Response (LTF/FIR) formalism; the Simultaneous Transfer Function (STF) method was used to analyse several monitoring stations together. Model evaluation showed a good forecasting performance across stations—for low and high ozone impacts—with power of detection (POD) values between 70 and 100%, Heidke's Skill Scores between 40% and 70% and low false alarm rates (FAR). The model consistently outperforms a pure persistence forecast. Model performance was not sensitive to different implementation options. The model performance degrades for two‐ and three‐days ahead forecast, but is still acceptable for the purpose of developing an environmental warning system at Santiago. Copyright © 2002 John Wiley & Sons, Ltd. |
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Keywords: | ground‐level ozone forecast forecast evaluation FIR model LTF model STF model |
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