PAHs urban concentrations maps using support vector machines
by Armando Pelliccioni; Andrea Cristofari; Mafalda Lamberti; Claudio Gariazzo
International Journal of Environment and Pollution (IJEP), Vol. 61, No. 1, 2017

Abstract: Air pollution health effects studies are based on data collected by monitoring stations. Pollutant exposure maps greatly improve the evaluation of health effects. The study of exposure to polycyclic aromatic hydrocarbons (PAHs) in urban areas is one of the goals of the EXPAH LIFE+ Project. An integrated approach has been applied to simulate PAHs levels in the urban area of Rome. In particular, support vector machines (SVMs) were applied to reconstruct PAHs urban concentrations. Starting from PAHs results provided by a chemical transport model (CTM) FARM and observed data collected in field campaigns of PM2.5 with PAHs content between June 2011 and May 2012, SVM methods were applied to build a model able to forecast PAHs exposure. The SVM has shown excellent results in reproduction of experimental data, improving those achieved by the FARM model. Finally, the SVM has produced very congruent PAHs exposure maps.

Online publication date: Tue, 07-Mar-2017

The full text of this article is only available to individual subscribers or to users at subscribing institutions.

Existing subscribers:
Go to Inderscience Online Journals to access the Full Text of this article.

Pay per view:
If you are not a subscriber and you just want to read the full contents of this article, buy online access here.

Complimentary Subscribers, Editors or Members of the Editorial Board of the International Journal of Environment and Pollution (IJEP):
Login with your Inderscience username and password:

    Username:        Password:         

Forgotten your password?

Want to subscribe?
A subscription gives you complete access to all articles in the current issue, as well as to all articles in the previous three years (where applicable). See our Orders page to subscribe.

If you still need assistance, please email