Parameter identification by MCMC method for water quality model of distribution system

3rd International Conference on Bioinformatics and Biomedical Engineering, iCBBE 2009

Volumn , Issue , 2009, Pages

  Peng, Sen ^a   Wu, Qing ^a   Zhuang, Baoyu ^a  

^a TIANJIN UNIVERSITY   (China)

Author keywords

Bayesian inference; EPANET Multi Species Extension; Markov Chain Monte Carlo; Parameter identification; Water quality model

Indexed keywords

BAYESIAN INFERENCE; MARKOV CHAIN MONTE CARLO; MULTI-SPECIES; PARAMETER IDENTIFICATION; WATER QUALITY MODELS;

BAYESIAN NETWORKS; BIOINFORMATICS; CHLORINE; IDENTIFICATION (CONTROL SYSTEMS); INFERENCE ENGINES; MARKOV PROCESSES; MONTE CARLO METHODS; SIMULATORS; WATER PIPING SYSTEMS; WATER POLLUTION; WATER QUALITY; WATER SUPPLY; WATER SUPPLY SYSTEMS;

HYDRAULIC MODELS;

EID: 72749116241     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICBBE.2009.5163169     Document Type: Conference Paper

References (12)

1. J. Chen, H.S. Wheater, "Identification and uncertainty analysis of soil water retention models using lysimeter data," Water Resources Research, vol. 35(8), pp. 2401-2414, 1999.
2. A. Gelman, J.B. Carlin, and H.S. Stern, Bayesian Data Analysis. Chapmen and Hall, London, 1995.
3. K. Bevevn, A. Binley, "The future of distributed models: model calibration and uncertainty prediction," Hydrological processes, vol. 6, pp.279-298, 1992.
4. W.R. Gilks, S. Richardson, and D.J. Spiegelhalter, Markov chain Monte Carlo in practice. Chapmen and Hall, London, 1996.
5. J.J. Huang, E.A. Mcbean, "Using Bayesian statistics to estimate the coefcients of a two-component second-order chlorine bulk decay model for a water distribution system," Water Research, vol. 41, pp. 287-294, 2007.
6. L. Tierney, "Markov-chains for exploring posterior distributions," Annals of Statistics, vol. 22, pp. 1701-1762, 1994.
7. S. Chib, E. Greenberg, "Understanding the Metropolis-Hastings algorithm," American Statistician , vol. 49 (4) , pp. 327-335, 1995.
8. G. Mark, D.John, "Parameter estimation and uncertainty analysis for a watershed model," Environmental Modelling & Software, vol. 22, pp. 1000-1020, 2007
9. H. Haario, M. Laine, A. Mira, and E. Saksman, "DRAM: Efficient adaptive MCMC," Statistics and Computing, vol. 16, pp. 339-354, 2006.
10. W. Zhang, C.T. Miller, and F. A. DiGiano, "Bacterial regrowth model for water distribution systems incorporating alternating split-operator solution technique," Environmental Engineering, vol. 130(7), pp. 932-941, April 2004
11. S. Feng, G.U. James, and A. R. Lewis, EPANET MULTI-SPECIES EXTENSION: USER'S MANUAL. Environmental Protection Agency, US, January 2008.
12. P.B. Stephen, G.Andew, "General Methods for Monitoring Convergence of Iterative Simulations," Journal of Computational and Graphical Statistics, Vol 7(4), pp. 434-455, 1998.