Trends in ozone concentrations in the Iberian Peninsula by quantile regression and clustering
View/Open
Trends.pdf (1,350Mb) (Restricted access)
Request copy
Què és aquest botó?
Aquest botó permet demanar una còpia d'un document restringit a l'autor. Es mostra quan:
- Disposem del correu electrònic de l'autor
- El document té una mida inferior a 20 Mb
- Es tracta d'un document d'accés restringit per decisió de l'autor o d'un document d'accés restringit per política de l'editorial
Cita com:
hdl:2117/16088
Document typeArticle
Defense date2012-09-01
Rights accessRestricted access - publisher's policy
Except where otherwise noted, content on this work
is licensed under a Creative Commons license
:
Attribution-NonCommercial-NoDerivs 3.0 Spain
Abstract
In this paper, 10-years of ozone (O3) hourly concentrations collected over the period 2000e2009 in the
Iberian Peninsula (IP) are analyzed using records from 11 background sites. All the selected monitoring
stations present an acquisition efficiency above 85%. The changes in surface ozone over the Iberian
Peninsula are examined by means of quantile regression, which allows to analyse the trends not only in
the mean but in the overall data distribution. In addition, the ozone hourly concentrations records are
clustered on the basis of their resulting distributions.
The analysis showed that high altitude stations (>900 m) have higher background O3 concentrations
(w80 mg m 3). The same magnitude of background O3 concentrations is found in stations near the
Mediterranean Sea. On the other hand, the rural stations near the Atlantic coast present lower background
values (w50e60 mg m 3) than those of Mediterranean influence. The two sub-urban stations
exhibit the lowest background concentrations (w45 mg m 3). The results of the quantile regression show
a very distinct behaviour of the data distribution, the slopes for a fixed quantile are not the same over IP,
reflecting the spatial dependence of O3 trends. Hence the rate of temporal change is not the same for all
parts of the data distribution, as implicitly assumed in ordinary regression. The lower quantile (percentile
5) presents higher rates of change than the middle (percentile 50) and the upper quantile (percentile 95).
The clustering procedure reveals what has been already detected in the quantile regression. The station
with highest rates of decrease on the O3 concentrations (easternmost station of IP) is isolated and then
other clusters are formed among the moderately positive/negative O3 trends around the IP. The clustering
procedure highlighted that the largest trends are found for the lower ozone O3 values, with largest
negative trend at the easternmost station of IP, and also in northern and mainland stations, and an
opposite behaviour, with positive O3 trends, is observed at the Atlantic coast stations
CitationMonteiro, A. [et al.]. Trends in ozone concentrations in the Iberian Peninsula by quantile regression and clustering. "Atmospheric environment", 01 Setembre 2012, vol. 56, núm. September, p. 184-193.
ISSN1352-2310
Files | Description | Size | Format | View |
---|---|---|---|---|
Trends.pdf | 1,350Mb | Restricted access |