Abstract:
High-resolution simulations of daily precipitation over the Beas and Sutlej basins in the Himalaya from 1980 to 2012 were conducted using the Weather Research and Forecasting (WRF) model by the British Antarctic Survey, Cambridge, UK. It was shown that applying a non-linear bias-correction method to the model precipitation output resulted in much better results. The work formed part of the project 'Sustaining Himalayan Water Resources in a Changing Climate (SusHi-Wat)' during 2015 to 2018, and was funded by the UK Natural Environmental Research Council grant number NE/N015592/1. The datasets produced are necessary as accurate fine-scale estimates of precipitation over catchments in the Himalaya mountain range are required for providing input to hydrological models, as well as identifying precipitation extremes for assessing hydro-meteorological hazards.
Keywords:
Himalaya, bias-correction, high-resolution regional climate modelling, hindcast, precipitation
Bannister, D., Orr, A., & Phillips, T. (2019). Model-simulated and bias-corrected daily total precipitation from a reanalysis-driven Weather Research and Forecasting simulation of the Beas and Sutlej river basins in the Himalaya, 1980 to 2012 (Version 1.0) [Data set]. UK Polar Data Centre, Natural Environment Research Council, UK Research & Innovation. https://doi.org/10.5285/74fab393-2718-4bdb-b229-190ae72a9fe1
| Access Constraints: | No restrictions apply. |
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| Use Constraints: | This data is governed by the NERC data policy http://www.nerc.ac.uk/research/sites/data/policy/ and supplied under Open Government Licence v.3 http://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/. |
| Creation Date: | 2019-12-05 |
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| Dataset Progress: | Complete |
| Dataset Language: | English |
| ISO Topic Categories: |
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| Parameters: |
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| Personnel: | |
| Name | UK PDC |
| Role(s) | Metadata Author |
| Organisation | British Antarctic Survey |
| Name | Andrew Orr |
| Role(s) | Investigator, Technical Contact |
| Organisation | British Antarctic Survey |
| Name | Tony Phillips |
| Role(s) | Technical Contact |
| Organisation | British Antarctic Survey |
| Name | Daniel Bannister |
| Role(s) | Investigator |
| Organisation | British Antarctic Survey |
| Parent Dataset: | N/A |
| Reference: | Bannister, D., A. Orr, S. K. Jain, I. P. Holman, A. Momblanch, T. Phillips, A. J. Adeloye, B. Snapir, T. W. Waine, J. S. Hosking, and C. Allen-Sader, 'Bias correction of high-resolution regional climate model precipitation output gives the best estimates of precipitation in Himalayan catchments', Journal of Geophysical Research, under review. | |
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| Quality: | Both the raw and bias-corrected precipitation output at a spatial resolution of 5 km were compared to precipitation measurements from seven independent sites. For annual as well as seasonal amounts, the bias based on the bias-corrected WRF output is (often considerably) smaller than the raw WRF model output. | |
| Lineage: | We ran version 3.8.1 of the WRF model on a series of three nested domains. The innermost domain had 157 × 100 grid points with a 5 km spatial resolution, and included the Beas and Sutlej river basins. A Lambert conformal conic projection was used, centred on point 23°N, 80°E with one standard parallel at 30°N on a spherical model Earth of radius 6370 km. This was nested within a domain covering the whole of the wider Himalayan region with 124 × 100 grid points and a 15 km spatial resolution, and an outermost domain covering the whole of the Indian subcontinent with 100 × 100 grid points and a 45 km spatial resolution. All domains had 30 vertical levels between the surface and the model top at 50 hPa. The model was forced with atmospheric initial and boundary conditions derived from ERA-Interim reanalysis. The glacier mask used in all three domains was updated using version 5.0 of the Randolph Glacier Inventory. To deal with the complex terrain, the topography was derived from 90 m Shuttle Radar Topography Mission dataset. The model was run from continuously for one calendar year beginning on 15 December, reinitialising every year between 1980 and 2012 (i.e. a total of 33 years) in time zone UTC +5:30. This included a 16-day spin-up period. The model output from the innermost (5 km) domain was archived. We used a power transformation, first proposed by Leander and Buishand (2007), in order to correct the mean and variance statistics of the WRF precipitation output from the model to match the daily in-situ observations. Regression relationships were subsequently derived to allow us to apply a correction to all grid cells in the model innermost domain based on elevation. Leander, R., and T. A. Buishand (2007), Resampling of regional climate model output for the simulation of extreme river flows, J. Hydrol., 332, 487-496, doi:10.1016/j.jhydrol.2006.08.006. |
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| Temporal Coverage: | |
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| Start Date | 1980-01-01 |
| End Date | 2012-12-31 |
| Spatial Coverage: | |
| Latitude | |
| Southernmost | 29.7 |
| Northernmost | 34.1 |
| Longitude | |
| Westernmost | 75.1 |
| Easternmost | 83.3 |
| Altitude | |
| Min Altitude | N/A |
| Max Altitude | N/A |
| Depth | |
| Min Depth | N/A |
| Max Depth | N/A |
| Location: | |
| Location | Asia |
| Detailed Location | The Beas and Satluj catchments in the Himalayas |
| Data Collection: | The model used is version 3.8.1 of the Weather Research and Forecasting (WRF) model. |
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| Data Storage: | The dataset consists of a single data file, precipitation.nc, which is a CF-compliant netCDF4 file containing both the model-simulated and bias-corrected daily total precipitation data. The model-simulated precipitation is held in the variable model_precipitation (long name 'Daily total model precipitation') and the bias-corrected precipitation is held in the variable bias_corrected_precipitation (long name 'Daily total bias corrected precipitation'). The file is 1.5 GB in size. There is also a text file, summary_of_wrf_configuration.txt, which contains the model configuration summary. |
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