Long-term trend and variability of atmospheric PM10 concentration in the Po Valley

被引:60
作者
Bigi, A. [1 ]
Ghermandi, G. [1 ]
机构
[1] Univ Modena & Reggio Emilia, Dept Engn Enzo Ferrari, Modena, Italy
关键词
AEROSOL DECADAL TRENDS; CHEMICAL-COMPOSITION; SOURCE APPORTIONMENT; PARTICULATE MATTER; AIR-POLLUTION; UNITED-STATES; MANN-KENDALL; URBAN; OZONE; PM2.5;
D O I
10.5194/acp-14-4895-2014
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The limits to atmospheric pollutant concentration set by the European Commission provide a challenging target for the municipalities in the Po Valley, because of the characteristic climatic conditions and high population density of this region. In order to assess climatology and trends in the concentration of atmospheric particles in the Po Valley, a data set of PM10 data from 41 sites across the Po Valley have been analysed, including both traffic and background sites (either urban, suburban or rural). Of these 41 sites, 18 with 10 yr or longer record have been analysed for long-term trend in deseasonalized monthly means, in annual quantiles and in monthly frequency distribution. A widespread significant decreasing trend has been observed at most sites, up to a few percent per year, by a generalized least squares and Theil-Sen method. All 41 sites have been tested for significant weekly periodicity by Kruskal-Wallis test for mean anomalies and by Wilcoxon test for weekend effect magnitude. A significant weekly periodicity has been observed for most PM10 series, particularly in summer and ascribed mainly to anthropic particulate emissions. A cluster analysis has been applied in order to highlight stations sharing similar pollution conditions over the reference period. Five clusters have been found, two encompassing the metropolitan areas of Turin and Milan and their respective nearby sites and the other three clusters gathering northeast, northwest and central Po Valley sites respectively. Finally, the observed trends in atmospheric PM10 have been compared to trends in provincial emissions of particulates and PM precursors, and analysed along with data on vehicular fleet age, composition and fuel sales. A significant basin-wide drop in emissions occurred for gaseous pollutants, contrarily to emissions of PM10 and PM2.5, whose drop was low and restricted to a few provinces. It is not clear whether the decrease for only gaseous emissions is sufficient to explain the observed drop in atmospheric PM10, or if the low drop in particulate emissions is indeed due to the uncertainty in the emission inventory data for this species.
引用
收藏
页码:4895 / 4907
页数:13
相关论文
共 56 条
  • [1] Quantifying road dust resuspension in urban environment by Multilinear Engine: A comparison with PMF2
    Amato, F.
    Pandolfi, M.
    Escrig, A.
    Querol, X.
    Alastuey, A.
    Pey, J.
    Perez, N.
    Hopke, P. K.
    [J]. ATMOSPHERIC ENVIRONMENT, 2009, 43 (17) : 2770 - 2780
  • [2] [Anonymous], 2011, R: A Language and Environment for Statistical Computing
  • [3] [Anonymous], 2006, Introduction to Time Series and Forecasting
  • [4] Trends of primary and secondary pollutant concentrations in Finland in 1994-2007
    Anttila, Pia
    Tuovinen, Juha-Pekka
    [J]. ATMOSPHERIC ENVIRONMENT, 2010, 44 (01) : 30 - 41
  • [5] ARPA Emilia-Romagna, 2012, QUAL AR EM ROM
  • [6] Influence of transport and trends in atmospheric CO2 at Lampedusa
    Artuso, F.
    Chamard, P.
    Piacentino, S.
    Sferlazzo, D. M.
    De Silvestri, L.
    di Sarra, A.
    Meloni, D.
    Monteleone, F.
    [J]. ATMOSPHERIC ENVIRONMENT, 2009, 43 (19) : 3044 - 3051
  • [7] Aerosol decadal trends - Part 2: In-situ aerosol particle number concentrations at GAW and ACTRIS stations
    Asmi, A.
    Coen, M. Collaud
    Ogren, J. A.
    Andrews, E.
    Sheridan, P.
    Jefferson, A.
    Weingartner, E.
    Baltensperger, U.
    Bukowiecki, N.
    Lihavainen, H.
    Kivekas, N.
    Asmi, E.
    Aalto, P. P.
    Kulmala, M.
    Wiedensohler, A.
    Birmili, W.
    Hamed, A.
    O'Dowd, C.
    Jennings, S. G.
    Weller, R.
    Flentje, H.
    Fjaeraa, A. M.
    Fiebig, M.
    Myhre, C. L.
    Hallar, A. G.
    Swietlicki, E.
    Kristensson, A.
    Laj, P.
    [J]. ATMOSPHERIC CHEMISTRY AND PHYSICS, 2013, 13 (02) : 895 - 916
  • [8] Weekly cycle in particulate matter versus weekly cycle in precipitation over Switzerland
    Barmet, Peter
    Kuster, Thomas
    Muhlbauer, Andreas
    Lohmann, Ulrike
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2009, 114
  • [9] One decade of parallel fine (PM2.5) and coarse (PM10-PM2.5) particulate matter measurements in Europe: trends and variability
    Barmpadimos, I.
    Keller, J.
    Oderbolz, D.
    Hueglin, C.
    Prevot, A. S. H.
    [J]. ATMOSPHERIC CHEMISTRY AND PHYSICS, 2012, 12 (07) : 3189 - 3203
  • [10] Influence of meteorology on PM10 trends and variability in Switzerland from 1991 to 2008
    Barmpadimos, I.
    Hueglin, C.
    Keller, J.
    Henne, S.
    Prevot, A. S. H.
    [J]. ATMOSPHERIC CHEMISTRY AND PHYSICS, 2011, 11 (04) : 1813 - 1835