Forecasting Daily Maximum Ozone Concentrations in the Athens Basin

被引:0
|
作者
A. Chaloulakou
D. Assimacopoulos*
T. Lekkas
机构
关键词
air pollution in Athens; ozone concentration; prediction of episodes; statistical modelling;
D O I
暂无
中图分类号
学科分类号
摘要
In the work ozone data from the Liossion monitoring station of the Athens/PERPA network are analysed. Data cover the months May to September for the period 1987–93. Four statistical models, three multiple regression and one ARIMA (0,1,2), for the prediction of the daily maximum 1-hour ozone concentrations are developed. All models together, with a persistence forecast, are evaluated and compared with the 1993's data, not used in the models development. Validation statistics were used to assess the relative accuracy of models. Analysis, concerning the models' ability to forecast real ozone episodes, was also carried out. Two of the three regression models provide the most accurate forecasts. The ARIMA model had the worst performance, even lower 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 rate of 73% and 60% for O3 >180 μg m-3 and O3 >200 μg m-3, respectively.
引用
收藏
页码:97 / 112
页数:15
相关论文
共 50 条
  • [1] Forecasting daily maximum ozone concentrations in the Athens Basin
    Chaloulakou, A
    Assimacopoulos, D
    Lekkas, T
    [J]. ENVIRONMENTAL MONITORING AND ASSESSMENT, 1999, 56 (01) : 97 - 112
  • [2] On the spatial distribution of the daily maximum hourly ozone concentrations in the Athens basin in summer
    Pissimanis, DK
    Notaridou, VA
    Kaltsounidis, NA
    Viglas, PS
    [J]. THEORETICAL AND APPLIED CLIMATOLOGY, 2000, 65 (1-2) : 49 - 62
  • [3] On the Spatial Distribution of the Daily Maximum Hourly Ozone Concentrations in the Athens Basin in Summer
    D. K. Pissimanis
    V. A. Notaridou
    N. A. Kaltsounidis
    P. S. Viglas
    [J]. Theoretical and Applied Climatology, 2000, 65 : 49 - 62
  • [4] Forecasting daily maximum surface ozone concentrations in Brunei Darussalam - An ARIMA modeling approach
    Kumar, K
    Yadav, AK
    Singh, MP
    Hassan, H
    Jain, VK
    [J]. JOURNAL OF THE AIR & WASTE MANAGEMENT ASSOCIATION, 2004, 54 (07) : 809 - 814
  • [5] Forecasting maximum hourly ozone concentrations on a daily basis in Belgium by means of the model SMOGSTOP
    Lissens, G
    Debruyn, W
    Dumont, G
    [J]. AIR POLLUTION V, 1997, : 375 - 384
  • [6] The forecasting of daily maximum hourly ozone concentrations in Belgium by means of the parametric model SMOGSTOP
    Debruyn, W
    Lissens, G
    Dumont, G
    [J]. AIR QUALITY MANAGMENT: AT URBAN, REGIONAL AND GLOBAL SCALES, 1997, : 420 - 425
  • [7] Forecasting Daily Maximum Ground-level Ozone Concentrations Using Stochastic Models
    Neykova, Nadya
    Neytchev, Plamen
    [J]. 10TH JUBILEE CONFERENCE OF THE BALKAN PHYSICAL UNION, 2019, 2075
  • [8] Forecasting ozone daily maximum levels at Santiago, Chile
    Jorquera, H
    Perez, R
    Cipriano, A
    Espejo, A
    Letelier, MV
    Acuna, G
    [J]. ATMOSPHERIC ENVIRONMENT, 1998, 32 (20) : 3415 - 3424
  • [9] Forecasting daily high ozone concentrations by classification trees
    Bruno, F
    Cocchi, D
    Trivisano, C
    [J]. ENVIRONMETRICS, 2004, 15 (02) : 141 - 153
  • [10] Statistical modeling of daily maximum surface ozone concentrations
    Zvyagintsev A.M.
    Belikov I.B.
    Elanskii N.F.
    Kakadzhanova G.
    Kuznetsova I.N.
    Tarasova O.A.
    Shalygina I.Y.
    [J]. Atmospheric and Oceanic Optics, 2010, 23 (4) : 284 - 292