Calibration and validation of multiple regression models for stormwater quality prediction: Data partitioning, effect of dataset size and characteristics

Water Science and Technology

Volumn 52, Issue 3, 2005, Pages 45-52

  Mourad, M ^a   Bertrand Krajewski, J L ^a   Chebbo, G ^b  

^a UNIVERSITÉ DE LYON   (France)

^b Universite Paris Est   (France)

Author keywords

Calibration; Modelling; Stormwater; Uncertainty; Validation

Indexed keywords

CALIBRATION; CATCHMENTS; COMBINED SEWERS; MATHEMATICAL MODELS; REGRESSION ANALYSIS; STORM SEWERS;

MODEL CALIBRATION; MODEL VALIDATION; MULTIPLE REGRESSION MODELS; STORMWATER QUALITY;

WATER QUALITY;

OXYGEN; STORM WATER;

MODEL VALIDATION; STORMWATER; UNCERTAINTY ANALYSIS; WATER QUALITY;

ARTICLE; BIOCHEMICAL OXYGEN DEMAND; CALIBRATION; CHEMICAL OXYGEN DEMAND; CONTROLLED STUDY; DATA ANALYSIS; MATHEMATICAL COMPUTING; MULTIPLE REGRESSION; PREDICTION; PROCESS OPTIMIZATION; RANDOMIZATION; SUSPENDED PARTICULATE MATTER; VALIDATION PROCESS; WATER POLLUTION; WATER QUALITY;

EID: 25844527117     PISSN: 02731223     EISSN: None     Source Type: Journal    
DOI: 10.2166/wst.2005.0060     Document Type: Article

References (12)

1. Chebbo, G., Gromaire, M.-C., Garnaud, S. and Gonzalez, A (1999). The Experimental Urban Catchment 'Le Marais' in Paris. Proceedings of the 8th International Conference on Urban Storm Drainage (ICUSD), Sydney, Australia, 30 August - 3 September 1999, 1520-1527.
2. Driver, N.E., Tasker, G.D. (1990). Techniques for estimation of storm-runoff loads, volumes, and selected constituent concentrations in urban watersheds in the United States. US Geological Survey Water-Supply Paper 2363, p.44
3. Hollander, M. and Wolfe, D.A. (1973). Nonparametric Statistical Methods, Wiley, New York (USA).
4. INSA/SOGREAH (1999). CANOE User Manual, ALISON, INSA LYON, Villeurbanne (France).
5. Jewell, T.K., Nunno, T.J. and Adrian, D.D. (1978). Methodology for calibrating stormwater models. Journal of the Environmental Engineering Division, 104(3), 485-501.
6. Kerlinger, F.N. and Pedhazur, E.J. (1973). Multiple regression in behavioural research, Holt, Reinhardt and Winston, New York.
7. McCarthy, P.J. (1976). The use of balanced half sample replication cross-validation studies. Journal of the American Statistical Association, 71, 596-604.
8. Saget, A. (1994). Base de données sur la qualité des rejets urbains de temps de pluie: distribution de la pollution rejetée, dimensions des ouvrages d'interception. PhD thesis, Paris (France), Ecole Nationale des Ponts et Chaussées, 333p.
9. Saget, A. and Chebbo, G. (1996). Qastor: The French Database about the Quality of Urban Wet Weather Discharges. Proceedings of the 7th International Conference on Urban Storm Drainage (ICUSD), Hannover, Germany, 9 - 13 September, vol. 3, 1707-1713.
10. Schlütter, F. (1999). Numerical modelling of sediment transport in combined sewer systems. PhD thesis, Aalborg University, Aalborg, Denmark, 172p.
11. Schueler, T.R. (1987). Controlling Urban Runoff: A Practical Manual for Planning and Designing Urban BMPs. Publication No. 87703. Metropolitan Washington Council of Governments, Washington, DC, USA, 275 pp.
12. Vaze, J. and Chiew, F.H.S. (2003). Comparative evaluation of storm water quality models. Water Resources Research, 39(10), 10.