Forecasting daily maximum ozone concentrations in the Athens Basin

Citation
A. Chaloulakou et al., Forecasting daily maximum ozone concentrations in the Athens Basin, ENV MON ASS, 56(1), 1999, pp. 97-112
Citations number
20
Categorie Soggetti
Environment/Ecology
Journal title
ENVIRONMENTAL MONITORING AND ASSESSMENT
ISSN journal
01676369 → ACNP
Volume
56
Issue
1
Year of publication
1999
Pages
97 - 112
Database
ISI
SICI code
0167-6369(199905)56:1<97:FDMOCI>2.0.ZU;2-W
Abstract
In the work ozone data from the Liossion monitoring station of the Athens/P ERPA network are analysed. Data cover the months May to September for the p eriod 1987-93. Four statistical models, three multiple regression and one A RIMA (0,1,2), for the prediction of the daily maximum 1-hour ozone concentr ations are developed. All models together, with a persistence forecast, are evaluated and compared with the 1993's data, not used in the models develo pment. Validation statistics were used to assess the relative accuracy of m odels. Analysis, concerning the models' ability to forecast real ozone epis odes, was also carried out. Two of the three regression models provide the most accurate forecasts. The ARIMA model had the worst performance, even lo wer than the persistence one. The forecast skill of a bivariate wind speed and persistence based regression model for ozone episode days was found to be quite satisfactory, with a detection rare of 73% and 60% for O-3 >180 mu g m(-3) and O-3 >200 mu g m(-3), respectively.