L. M. Ahiablame, B. A. Engel, and I. Chaubey, Effectiveness of Low Impact Development Practices: Literature Review and Suggestions for Future Research, Water, Air, & Soil Pollution, vol.34, issue.3, pp.4253-4273, 2012.
DOI : 10.1016/S0043-1354(99)00290-0

W. M. Alley and P. E. Smith, Estimation of accumulation parameters for urban runoff quality modeling, Water Resources Research, vol.97, issue.1, 1981.
DOI : 10.1093/comjnl/3.3.175

B. C. Bates, E. P. Campbell, and K. Beven, A Markov Chain Monte Carlo Scheme for parameter estimation and inference in conceptual rainfall-runoff modeling, Water Resources Research, vol.33, issue.1, pp.937-947, 2001.
DOI : 10.1029/96WR02840

A. Bressy, M. C. Gromaire, C. Lorgeoux, M. Saad, F. Leroy et al., Efficiency of source control systems for reducing runoff pollutant loads: Feedback on experimental catchments within Paris conurbation, Water Research, vol.57, pp.234-246, 2014.
DOI : 10.1016/j.watres.2014.03.040
URL : https://hal.archives-ouvertes.fr/hal-00981540

S. Chib and E. Greenberg, Understanding the Metropolis-Hastings algorithm, J. Am. Stat. Assoc, vol.49, pp.327-335, 1995.
DOI : 10.2307/2684568
URL : http://astro.temple.edu/~msobel/courses_files/firstmetropolis.pdf

D. Giudice, D. Honti, M. Scheidegger, A. Albert, C. Reichert et al., Improving uncertainty estimation in urban hydrological modeling by statistically describing bias, Hydrology and Earth System Sciences, vol.17, issue.10, pp.4209-4225, 2013.
DOI : 10.5194/hess-17-4209-2013-supplement

A. Deletic and D. Orr, Pollution Buildup on Road Surfaces, Journal of Environmental Engineering, vol.131, issue.1, pp.49-590733, 2005.
DOI : 10.1061/(ASCE)0733-9372(2005)131:1(49)

C. B. Dotto, A. Deletic, and D. T. Mccarthy, Uncertainty analysis in urban drainage modelling: should we break our back for normally distributed residuals?, Water Science and Technology, vol.68, issue.6, pp.1271-1280, 2013.
DOI : 10.2166/wst.2013.360

C. B. Dotto, M. Kleidorfer, A. Deletic, T. D. Fletcher, D. T. Mccarthy et al., Stormwater quality models: performance and sensitivity analysis, Water Science & Technology, vol.62, issue.4, pp.837-843, 2010.
DOI : 10.2166/wst.2010.325

C. B. Dotto, M. Kleidorfer, A. Deletic, W. Rauch, D. T. Mccarthy et al., Performance and sensitivity analysis of stormwater models using a Bayesian approach and long-term high resolution data, Environmental Modelling & Software, vol.26, issue.10, pp.1225-1239, 2011.
DOI : 10.1016/j.envsoft.2011.03.013

G. Evin, D. Kavetski, M. Thyer, and G. Kuczera, Pitfalls and improvements in the joint inference of heteroscedasticity and autocorrelation in hydrological model calibration, Water Resources Research, vol.24, issue.3, pp.4518-4524, 2013.
DOI : 10.1016/j.envsoft.2008.09.005

G. Freni, G. Mannina, and G. Viviani, Urban runoff modelling uncertainty: Comparison among Bayesian and pseudo-Bayesian methods, Environmental Modelling & Software, vol.24, issue.9, 2009.
DOI : 10.1016/j.envsoft.2009.03.003

W. K. Hasting, Monte Carlo sampling methods using Markov chains and their applications, Biometrika, vol.57, issue.1, pp.97-109, 1970.
DOI : 10.1093/biomet/57.1.97

A. Kanso, G. Chebbo, and B. Tassin, Application of MCMC???GSA model calibration method to urban runoff quality modeling, Reliability Engineering & System Safety, vol.91, issue.10-11, 2006.
DOI : 10.1016/j.ress.2005.11.051

L. Li, C. Xu, J. Xia, K. Engeland, and P. Reggiani, Uncertainty estimates by Bayesian method with likelihood of AR (1) plus Normal model and AR (1) plus Multi-Normal model in different time-scales hydrological models, Journal of Hydrology, vol.406, issue.1-2, pp.54-65, 2011.
DOI : 10.1016/j.jhydrol.2011.05.052

P. C. Milly, An event-based simulation model of moisture and energy fluxes at a bare soil surface, Water Resources Research, vol.8, issue.5, 1986.
DOI : 10.1029/WR008i005p01204

D. Ramier, E. Berthier, and H. Andrieu, The hydrological behaviour of urban streets: long-term observations and modelling of runoff losses and rainfall-runoff transformation, Hydrological Processes, vol.10, issue.190, pp.2161-2178, 2011.
DOI : 10.1016/S0022-1694(97)00107-8

W. J. Rawls, D. L. Brakensiek, and K. E. Saxton, Estimation of Soil Water Properties, Transactions of the ASAE, vol.25, issue.5, pp.1316-1320, 1982.
DOI : 10.13031/2013.33720

J. Sage, C. Bonhomme, A. Ali, S. Gromaire, and M. , Performance assessment of a commonly used ???accumulation and wash-off??? model from long-term continuous road runoff turbidity measurements, Water Research, vol.78, pp.47-59, 2015.
DOI : 10.1016/j.watres.2015.03.030
URL : https://hal.archives-ouvertes.fr/hal-01145853

B. Schaefli and H. V. Gupta, Do Nash values have value? Hydrol, 2007.
DOI : 10.1002/hyp.6825
URL : https://infoscience.epfl.ch/record/162489/files/Schaefli_Gupta_2007.pdf

G. Schoups and J. A. Vrugt, A formal likelihood function for parameter and predictive inference of hydrologic models with correlated, heteroscedastic, and non-Gaussian errors, Water Resources Research, vol.44, issue.8, 2010.
DOI : 10.1029/2008WR006833

A. Schriewer, H. Horn, and B. Helmreich, Time focused measurements of roof runoff quality, Corrosion Science, vol.50, issue.2, pp.384-391, 2008.
DOI : 10.1016/j.corsci.2007.08.011

S. B. Shaw, J. R. Stedinger, and M. T. Walter, Evaluating Urban Pollutant Buildup/Wash-Off Models Using a Madison, Wisconsin Catchment, Journal of Environmental Engineering, vol.136, issue.2, pp.1943-78700000142, 2010.
DOI : 10.1061/(ASCE)EE.1943-7870.0000142

M. Thyer, B. Renard, D. Kavetski, G. Kuczera, S. W. Franks et al., Critical evaluation of parameter consistency and predictive uncertainty in hydrological modeling: A case study using Bayesian total error analysis, Water Resources Research, vol.43, issue.1, 2009.
DOI : 10.1029/2006WR005497
URL : https://hal.archives-ouvertes.fr/hal-00456158

J. Vaze and F. H. Chiew, Experimental study of pollutant accumulation on an urban road surface, Urban Water, vol.4, issue.4, pp.379-38910, 2002.
DOI : 10.1016/S1462-0758(02)00027-4

L. Vezzaro and P. S. Mikkelsen, Application of global sensitivity analysis and uncertainty quantification in??dynamic modelling of micropollutants in stormwater runoff, Environmental Modelling & Software, vol.27, issue.28, pp.27-28, 2012.
DOI : 10.1016/j.envsoft.2011.09.012

Q. J. Wang, D. L. Shrestha, D. E. Robertson, and P. Pokhrel, A log-sinh transformation for data normalization and variance stabilization, Water Resources Research, vol.340, issue.3-4, 2012.
DOI : 10.1016/j.jhydrol.2007.04.006
URL : http://onlinelibrary.wiley.com/doi/10.1029/2011WR010973/pdf

J. Yang, P. Reichert, and K. C. Abbaspour, Bayesian uncertainty analysis in distributed hydrologic modeling: A case study in the Thur River basin (Switzerland), Water Resources Research, vol.340, issue.1, pp.10-1029, 2007.
DOI : 10.1016/j.jhydrol.2007.04.006

H. Zhao, X. Li, and X. Wang, Heavy Metal Contents of Road-Deposited Sediment along the Urban???Rural Gradient around Beijing and its Potential Contribution to Runoff Pollution, Environmental Science & Technology, vol.45, issue.17, pp.7120-712710, 1021.
DOI : 10.1021/es2003233