The future of distributed models: Model calibration and uncertainty prediction
- 1 July 1992
- journal article
- research article
- Published by Wiley in Hydrological Processes
- Vol. 6 (3) , 279-298
- https://doi.org/10.1002/hyp.3360060305
Abstract
This paper describes a methodology for calibration and uncertainty estimation of distributed models based on generalized likelihood measures. the GLUE procedure works with multiple sets of parameter values and allows that, within the limitations of a given model structure and errors in boundary conditions and field observations, different sets of values May, be equally likely as simulators of a catchment. Procedures for incorporating different types of observations into the calibration; Bayesian updating of likelihood values and evaluating the value of additional observations to the calibration process are described. the procedure is computationally intensive but has been implemented on a local parallel processing computer. the methodology is illustrated by an application of the Institute of Hydrology Distributed Model to data from the Gwy experimental catchment at Plynlimon, mid‐Wales.Keywords
This publication has 27 references indexed in Scilit:
- Changing ideas in hydrology — The case of physically-based modelsPublished by Elsevier ,2003
- Effects of spatial variability and scale with implications to hydrologic modelingPublished by Elsevier ,2003
- The relationship between data and the precision of parameter estimates of hydrologic modelsPublished by Elsevier ,2003
- Changing responses in hydrology: Assessing the uncertainty in physically based model predictionsWater Resources Research, 1991
- Parameter sensitivities, monte carlo filtering, and model forecasting under uncertaintyJournal of Forecasting, 1991
- Similarity and scale in catchment storm responseReviews of Geophysics, 1990
- Identification and prediction propagation of uncertainty in models with bounded noiseInternational Journal of Control, 1989
- Calibration, sensitivity and validation of a physically-based rainfall-runoff modelJournal of Hydrology, 1988
- Sensitivity analysis, calibration and predictive uncertainty of the Institute of Hydrology Distributed ModelJournal of Hydrology, 1985
- A probabilistic-deterministic analysis of one-dimensional ice segregation in a freezing soil columnCold Regions Science and Technology, 1981