A new methodology development for the regulatory forecasting of PM10. Application in the Greater Athens Area, Greece

• Published in: Atmospheric environment (1994) 2010-08, Vol.44 (26), p.3159-3172
• Main Authors: Sfetsos, A., Vlachogiannis, D.
• Format: Article
• Language: English
• Subjects: Applied sciences; Athens; Atmospheric pollution; Earth, ocean, space; Exact sciences and technology; External geophysics; Forecasting; Global environmental pollution; Historic; Mathematical models; Meteorology; Methodology; Monitoring; Particles and aerosols; PM10 exceedances; Pollutants; Pollution; Regulatory limit; Stations; Subsampling
• ISSN: 1352-2310; 1873-2844
• DOI: 10.1016/j.atmosenv.2010.05.028

The paper introduces a new methodology for the prediction of daily PM10 concentrations, in line with the regulatory framework introduced through the EU Directive 2008/50/EC. The proposed approach is based on the efficient utilisation of the data collected over short time intervals (hourly) rather than the daily values used to derive the daily regulatory threshold. It is sufficiently simple and easily applicable in operational forecasting systems with the ability to accept as inputs both historical data and exogenous paraeters, such as meteorological variables. The application of the proposed methodology is demonstrated using data from five monitoring stations of air pollutants located in Athens, over a five year period (2000–2004) as well as compatible meteorological data from the NCEP (National Centers for Environmental Protection). A set of different models have been tested at the same time to reveal the effectiveness of the proposed approach, both univariate and multivariate, and linear and non-linear models. The analysis of all examined datasets has shown conclusive evidence that the introduction of the newly developed procedure which utilises data collected over a shorter horizon can significantly increase the forecasting ability of any developed model using daily historic PM10 data, under all examined metrics.