EVALUATION AND COMPARISON OF STATISTICAL FORECAST MODELS FOR DAILY MAXIMUM OZONE CONCENTRATIONS

被引:136
作者
ROBESON, SM [1 ]
STEYN, DG [1 ]
机构
[1] UNIV BRITISH COLUMBIA,DEPT GEOG,VANCOUVER V6T 1W5,BC,CANADA
来源
ATMOSPHERIC ENVIRONMENT PART B-URBAN ATMOSPHERE | 1990年 / 24卷 / 02期
关键词
forecasting; model evaluation; Ozone; statistical models;
D O I
10.1016/0957-1272(90)90036-T
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Three statistical models that estimate daily maximum ozone (O3) concentrations in the lower Fraser Valley of British Columbia (BC) are specified using measured concentrations from two monitoring stations during the time period 1978-1985. The three models are (1) a univariate deterministic/stochastic model, (2) a univariate autoregressive integrated moving average (ARIMA) model, and (3) a bivariate temperature and persistence based regression model. The three models as well as a persistence forecast are tested by comparison with O3 concentrations observed during 1986; it is concluded that the bivariate model is superior to both unvariate models and persistence. The ARIMA model has nearly the same predictive capability as persistance while the mixed deterministic/stochastic model performs the worst. This suggests that the traditional time series technique of decomposing a series into a trend, a cycle and a stochastic component may not be appropriate for O3 air quality forecasting. © 1990.
引用
收藏
页码:303 / 312
页数:10
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