Joint treatment of point measurement, sampling and neighborhood uncertainty in space-time rainfall mapping

Journal of Hydrology - Tập 574 - Trang 148-159 - 2019
L.B. Ehlers1,2, T.O. Sonnenborg1, G.B.M. Heuvelink3, X. He1,4, J.C. Refsgaard1
1Geological Survey of Denmark and Greenland, Department of Hydrology, Øster Voldgade 10, 1350 Copenhagen, Denmark
2Copenhagen University, Department of Geosciences and Natural Resource Management, Øster Voldgade 10, 1350 Copenhagen, Denmark
3Wageningen University, Soil Geography and Landscape Group, 6708 11 PB, Wageningen, The Netherlands
4China Institute of Water Resources and Hydropower Research (IWHR), Department of Water Resources, 100038 Beijing, China

Tài liệu tham khảo

Ajami, 2007, An integrated hydrologic Bayesian multimodel combination framework: confronting input, parameter, and model structural uncertainty in hydrologic prediction, Water Resources Research, 43, 10.1029/2005WR004745 Allerup, 1997, A comprehensive model for correcting point precipitation, Nordic Hydrology, 28, 1, 10.2166/nh.1997.0001 Balin, 2010, Is point uncertain rainfall likely to have a great impact on distributed complex hydrological modeling?, Water Resources Research, 46 Beven, 2012 Cappelen, 2013 Chilès, 2012, 734, 10.1002/9781118136188 Ciach, 2003, Local random errors in tipping-bucket rain gauge measurements, Journal of Atmospheric and Oceanic Technology, 20, 752, 10.1175/1520-0426(2003)20<752:LREITB>2.0.CO;2 Clark, 2006, Probabilistic quantitative precipitation estimation in complex terrain, Journal of Hydrometeorology, 7, 3, 10.1175/JHM474.1 Ekstrom, 2007, Spatiotemporal Stochastic simulation of monthly rainfall patterns in the united kingdom (1980–87), Journal of Climate, 20, 4194, 10.1175/JCLI4233.1 Engeland, 2016, 'Effects of uncertainties in hydrological modelling. A case study of a mountainous catchment in Southern Norway', Journal of Hydrology, 536, 147, 10.1016/j.jhydrol.2016.02.036 Goovaerts, 2000, Geostatistical approaches for incorporating elevation into the spatial interpolation of rainfall, Journal of Hydrology, 228, 113, 10.1016/S0022-1694(00)00144-X Gotzinger, 2008, Generic error model for calibration and uncertainty estimation of hydrological models, Water Resources Research, 44 Graler, 2016, Spatio-Temporal Interpolation using gstat, R Journal, 8, 204, 10.32614/RJ-2016-014 Habib, 2001, Sampling errors of tipping-bucket rain gauge measurements, Journal of Hydrologic Engineering, 6, 159, 10.1061/(ASCE)1084-0699(2001)6:2(159) He, 2011, Statistical analysis of the impact of radar rainfall uncertainties on water resources modeling, Water Resources Research, 47 Houmark-Nielsen, 2003, Southwest Scandinavia, 40–15 kyr BP: palaeogeography and environmental change, Journal of Quaternary Science, 18, 769, 10.1002/jqs.802 Jensen, 2011, HOBE: A Hydrological Observatory, Vadose Zone Journal, 10, 1, 10.2136/vzj2011.0006 Jost, 2005, Analysing the space-time distribution of soil water storage of a forest ecosystem using spatio-temporal kriging, Geoderma, 128, 258, 10.1016/j.geoderma.2005.04.008 Kavetski, 2003, 49 Kavetski, 2006, Bayesian analysis of input uncertainty in hydrological modeling: 1. Theory, Water Resources Research, 42 Kavetski, 2006, Bayesian analysis of input uncertainty in hydrological modeling: 2. Application, Water Resources Research, 42 Kilibarda, 2014, Spatio-temporal interpolation of daily temperatures for global land areas at 1 km resolution, Journal of Geophysical Research-Atmospheres, 119, 2294, 10.1002/2013JD020803 Krajewski, 2003, An analysis of small-scale rainfall variability in different climatic regimes, Hydrological Sciences Journal-Journal Des Sciences Hydrologiques, 48, 151, 10.1623/hysj.48.2.151.44694 Kuczera, 2010, There are no hydrological monsters, just models and observations with large uncertainties!, Hydrological Sciences Journal-Journal Des Sciences Hydrologiques, 55, 980, 10.1080/02626667.2010.504677 Kyriakidis, 2004, A spatial time series framework for simulating daily precipitation at regional scales, Journal of Hydrology, 297, 236, 10.1016/j.jhydrol.2004.04.022 McGrane, 2016, Impacts of urbanisation on hydrological and water quality dynamics, and urban water management: a review, Hydrological Sciences Journal-Journal Des Sciences Hydrologiques, 61, 2295, 10.1080/02626667.2015.1128084 McMillan, 2011, Rainfall uncertainty in hydrological modelling: An evaluation of multiplicative error models, Journal of Hydrology, 400, 83, 10.1016/j.jhydrol.2011.01.026 McMillan, 2012, Benchmarking observational uncertainties for hydrology: rainfall, river discharge and water quality, Hydrological Processes, 26, 4078, 10.1002/hyp.9384 Molini, 2001, Rainfall intermittency and the sampling error of tipping-bucket rain gauges, Physics and Chemistry of the Earth Part C-Solar-Terrestial and Planetary Science, 26, 737 Muthusamy, 2017, Geostatistical upscaling of rain gauge data to support uncertainty analysis of lumped urban hydrological models, Hydrology and Earth System Sciences, 21, 1077, 10.5194/hess-21-1077-2017 Oudin, 2006, Impact of biased and randomly corrupted inputs on the efficiency and the parameters of watershed models, Journal of Hydrology, 320, 62, 10.1016/j.jhydrol.2005.07.016 Ovesen, 2000, Afstrømningsforhold i danske vandløb, Danmarks Miljøundersøgelser340 Pedersen, 2010, Quantification of the spatial variability of rainfall based on a dense network of rain gauges, Atmospheric Research, 95, 441, 10.1016/j.atmosres.2009.11.007 Rakovec, 2012, Generating spatial precipitation ensembles: impact of temporal correlation structure, Hydrology and Earth System Sciences, 16, 3419, 10.5194/hess-16-3419-2012 Refsgaard, 2007, Uncertainty in the environmental modelling process - A framework and guidance, Environmental Modelling & Software, 22, 1543, 10.1016/j.envsoft.2007.02.004 Renard, 2011, Toward a reliable decomposition of predictive uncertainty in hydrological modeling: Characterizing rainfall errors using conditional simulation, Water Resources Research, 47, 10.1029/2011WR010643 Sebok, 2016, Using expert elicitation to quantify catchment water balances and their uncertainties, Water Resources Research, 52, 5111, 10.1002/2015WR018461 Sevruk, 1982, Methods of correction for systematic error in point precipitation measurement for operational use, Secretariat of the World Meteorological Skaugen, 2010, Simulated precipitation fields with variance-consistent interpolation, Hydrological Sciences Journal-Journal Des Sciences Hydrologiques, 55, 676, 10.1080/02626667.2010.487976 Stisen, 2011, Evaluation of Climate Input Biases and Water Balance Issues Using a Coupled Surface-Subsurface Model, Vadose Zone Journal, 10, 37, 10.2136/vzj2010.0001 Villarini, 2008, Rainfall and sampling uncertainties: a rain gauge perspective, Journal of Geophysical Research-Atmospheres, 113, 10.1029/2007JD009214 Vischel, 2009, Conditional simulation schemes of rain fields and their application to rainfall-runoff modeling studies in the Sahel, Journal of Hydrology, 375, 273, 10.1016/j.jhydrol.2009.02.028 Vrugt, 2008, Treatment of input uncertainty in hydrologic modeling: Doing hydrology backward with Markov chain Monte Carlo simulation, Water Resources Research, 44 Webster, 2008 WMO, 2014 Wood, 2000, Accuracy of rainfall measurement for scales of hydrological interest, Hydrology and Earth System Sciences, 4, 531, 10.5194/hess-4-531-2000