Evaluation of the Performance and the Predictive Capacity of Build-Up and Wash-Off Models on Different Temporal Scales

被引:12
作者
Al Ali, Saja [1 ,2 ]
Bonhomme, Celine [1 ]
Chebbo, Ghassan [1 ,2 ]
机构
[1] AgroParisTech, UPEC, LEESU, Ecole Ponts,MA 102, F-77455 Upe, Champs Sur Marn, France
[2] Lebanese Univ, Fac Engn 3, Beirut, Lebanon
关键词
urban stormwater; concentrations; suspended solids; modeling; build-up; wash-off; data assimilation; MCMC; water quality; RUNOFF QUALITY; WATER-POLLUTION; HEAVY-METALS; 1ST FLUSH; URBAN; UNCERTAINTIES; ACCUMULATION; METHODOLOGY; VARIABILITY; MASS;
D O I
10.3390/w8080312
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Stormwater quality modeling has arisen as a promising tool to develop mitigation strategies. The aim of this paper is to assess the build-up and wash-off processes and investigate the capacity of several water quality models to accurately simulate and predict the temporal variability of suspended solids concentrations in runoff, based on a long-term data set. A Markov Chain Monte-Carlo ( MCMC) technique is applied to calibrate the models and analyze the parameter's uncertainty. The short-term predictive capacity of the models is assessed based on inter-and intra-event approaches. Results suggest that the performance of the wash-off model is related to the dynamic of pollutant transport where the best fit is recorded for first flush events. Assessment of SWMM ( Storm Water Management Model) exponential build-up model reveals that better performance is obtained on short periods and that build-up models relying only on the antecedent dry weather period as an explanatory variable, cannot predict satisfactorily the accumulated mass on the surface. The predictive inter-event capacity of SWMM exponential model proves its inability to predict the pollutograph while the intra-event approach based on data assimilation proves its efficiency for first flush events only. This method is very interesting for management practices because of its simplicity and easy implementation.
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页数:24
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