Effect of water quality model parameter uncertainty on TMDLs was evaluated.
A Bayesian approach was used for the model parameter uncertainty analysis.
DREAM algorithm, a multi-chain MCMC, was used as the Bayesian approach.
Miyun Reservoir, the most important drinking water source for Beijing, was studied.
Wide ranges of allowable loads were obtained through uncertainty propagation.