L. M. Ahiablame, B. A. Engel, C. , and I. , 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 : 10.1007/s11270-012-1189-2

W. M. Alley and P. E. Smith, Estimation of accumulation parameters for urban runoff quality modeling, Water Resources Research, vol.97, issue.1, pp.1657-1664, 1981.
DOI : 10.1029/WR017i006p01657

I. Andrés-doménech, J. C. Múnera, F. Francés, M. , and J. B. , Coupling urban eventbased and catchment continuous modelling for combined sewer overflow river impact assessment, Hydrol. Earth Syst. Sci, issue.10, pp.14-2057, 2010.

B. C. Bates and E. P. Campbell, 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 : 10.1029/2000WR900363

K. Beven, On the concept of model structural error, Water Sci. Technol, vol.52, pp.167-175, 2005.

K. Beven and A. Binley, GLUE: 20???years on, Hydrological Processes, vol.349, issue.1-2, pp.5897-5918, 2014.
DOI : 10.1002/hyp.10082

K. Beven, P. Smith, and J. Freer, Comment on ???Hydrological forecasting uncertainty assessment: Incoherence of the GLUE methodology??? by Pietro Mantovan and Ezio Todini, Journal of Hydrology, vol.338, issue.3-4, pp.3-4, 2007.
DOI : 10.1016/j.jhydrol.2007.02.023

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

D. Browne, A. Deletic, G. M. Mudd, F. , and T. D. , A new saturated/unsaturated model for stormwater infiltration systems, Hydrological Processes, vol.67, issue.25, pp.4838-4849, 2008.
DOI : 10.1002/hyp.7100

M. J. Burns, T. D. Fletcher, C. J. Walsh, A. R. Ladson, and B. E. Hatt, Hydrologic shortcomings of conventional urban stormwater management and opportunities for reform, Landscape and Urban Planning, vol.105, issue.3, pp.230-240, 2012.
DOI : 10.1016/j.landurbplan.2011.12.012

S. Chib and E. Greenberg, Understanding the Metropolis-Hastings algorithm, J. Am. Stat. Assoc, vol.49, pp.327-335, 1995.

M. P. Clark, D. Kavetski, and F. Fenicia, Pursuing the method of multiple working hypotheses for hydrological modeling, Water Resources Research, vol.35, issue.2-3, p.47, 2011.
DOI : 10.1029/2010WR009827

A. Deletic and D. Orr, Pollution Buildup on Road Surfaces, Journal of Environmental Engineering, vol.131, issue.1, pp.10610733-93721, 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.49-4518, 2013.
DOI : 10.1002/wrcr.20284

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, pp.1100-1111, 2009.
DOI : 10.1016/j.envsoft.2009.03.003

G. Freni, G. Mannina, and G. Viviani, Stormwater infiltration trenches: a conceptual modelling approach, Water Science & Technology, vol.60, issue.1, pp.185-199, 2009.
DOI : 10.2166/wst.2009.324

G. Freni and E. Oliveri, Mitigation of urban flooding: A simplified approach for distributed stormwater management practices selection and planning, Urban Water Journal, vol.39, issue.4, pp.215-226, 2005.
DOI : 10.1061/(ASCE)0733-9429(1986)112:2(111)

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

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

M. A. Imteaz, A. Ahsan, A. Rahman, and F. Mekanik, Modelling stormwater treatment systems using MUSIC: Accuracy, Resources, Conservation and Recycling, vol.71, pp.15-21, 2013.
DOI : 10.1016/j.resconrec.2012.11.007

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, pp.1398-1405, 2006.
DOI : 10.1016/j.ress.2005.11.051

D. Kavetski, G. Kuczera, and S. W. Franks, Bayesian analysis of input uncertainty in hydrological modeling: 1. Theory, Water Resources Research, vol.18, issue.1796, 2006.
DOI : 10.1029/2005WR004376

G. Kuczera, D. Kavetski, S. Franks, and M. Thyer, Towards a Bayesian total error analysis of conceptual rainfall-runoff models: Characterising model error using storm-dependent parameters, Journal of Hydrology, vol.331, issue.1-2, pp.161-177, 2006.
DOI : 10.1016/j.jhydrol.2006.05.010

L. Li, C. Xu, J. Xia, K. Engeland, R. et al., 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

L. Locatelli, O. Mark, P. S. Mikkelsen, K. Arnbjerg-nielsen, T. Wong et al., Determining the extent of groundwater interference on the performance of infiltration trenches, Journal of Hydrology, vol.529, pp.1360-1372, 2015.
DOI : 10.1016/j.jhydrol.2015.08.047

P. Mantovan, E. Todini, M. , and M. L. , Reply to comment by Keith Beven, Paul Smith and Jim Freer on ???Hydrological forecasting uncertainty assessment: Incoherence of the GLUE methodology???, Journal of Hydrology, vol.338, issue.3-4, pp.319-324, 2007.
DOI : 10.1016/j.jhydrol.2007.02.029

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, pp.1680-1692, 1986.
DOI : 10.1029/WR022i012p01680

G. Petrucci, E. Rioust, J. F. Deroubaix, and B. Tassin, Do stormwater source control policies deliver the right hydrologic outcomes?, Journal of Hydrology, vol.485, pp.188-200, 2013.
DOI : 10.1016/j.jhydrol.2012.06.018
URL : https://hal.archives-ouvertes.fr/hal-00809398

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.25-2161, 2011.
DOI : 10.1002/hyp.7968

W. J. Rawls, D. L. Brakensiek, and K. E. Saxton, Estimation of Soil Water Properties T, 1982.

L. A. Rossman, Modeling Low Impact Development Alternatives with SWMM, DOI:10.14796/JWMM, pp.236-247, 2010.

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, issue.0, pp.78-125, 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?, Hydrological Processes, vol.39, issue.15, pp.2075-2080, 2007.
DOI : 10.1002/hyp.6825

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, p.46, 2010.
DOI : 10.1029/2009WR008933

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.194-203, 1061.
DOI : 10.1061/(ASCE)EE.1943-7870.0000142

J. R. Stedinger, R. M. Vogel, S. U. Lee, and R. Batchelder, Appraisal of the generalized likelihood uncertainty estimation (GLUE) method, Water Resources Research, vol.98, issue.10, pp.44-45, 2008.
DOI : 10.1029/2008WR006822

S. A. Trowsdale and R. Simcock, Urban stormwater treatment using bioretention, Journal of Hydrology, vol.397, issue.3-4, pp.167-174, 2011.
DOI : 10.1016/j.jhydrol.2010.11.023

J. Vaze, C. , and F. H. , Experimental study of pollutant accumulation on an urban road surface, Urban Water, vol.4, issue.4, pp.379-389, 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

J. A. Vrugt, C. J. Ter-braak, H. V. Gupta, R. , and B. A. , Equifinality of formal (DREAM) and informal (GLUE) Bayesian approaches in hydrologic modeling?, Stochastic Environmental Research and Risk Assessment, vol.48, issue.3, 2008.
DOI : 10.1007/s00477-008-0274-y

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 : 10.1029/2011WR010973

T. B. Wild and A. P. Davis, Simulation of the Performance of a Storm-Water BMP, Journal of Environmental Engineering, vol.135, issue.12, pp.1943-7870, 1061.
DOI : 10.1061/(ASCE)EE.1943-7870.0000106

T. H. Wong, T. D. Fletcher, H. P. Duncan, and G. A. Jenkins, Modelling urban stormwater treatment???A unified approach, Ecological Engineering, vol.27, issue.1, pp.58-70, 2006.
DOI : 10.1016/j.ecoleng.2005.10.014

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, p.43, 2007.
DOI : 10.1029/2006WR005497

H. Zhao, X. Li, W. , and X. , Heavy metal contents of road-deposited sediment along the urban-rural gradient around beijing and its potential contribution to runoff pollution Environ, 2011.