Daily climate data for the Amhara region in Northwestern Ethiopia. (2nd November 2016)
- Record Type:
- Journal Article
- Title:
- Daily climate data for the Amhara region in Northwestern Ethiopia. (2nd November 2016)
- Main Title:
- Daily climate data for the Amhara region in Northwestern Ethiopia
- Authors:
- Sisay, Kibruyesfa
Thurnher, Christopher
Hasenauer, Hubert - Abstract:
- ABSTRACT: Many spatial vegetative physiological and environmental impact studies demand consistent as well as fine resolution daily meteorological data, which is often unavailable. This problem is evident when studies and applications focus at the regional and local scale. Meteorological stations cannot provide the needed data due to their irregular locations and several associated shortcomings such as missing data. Climate data from global sources like the National Centers for Environmental Prediction (NCEP) and WorldClim are provided at a coarse resolution which makes them inappropriate to use directly at regional and local scales. In order to circumvent this problem, we downscaled daily WorldClim and NCEP global climate grids to produce weather data sets using a delta method to 0.008 3 ‾ (approximately 1 × 1 km) spatial resolution for the Amhara region of northwestern Ethiopia. The downscaled data set includes daily precipitation, and minimum and maximum temperature from 1979 to 2010. The drizzle effect in the downscaled data set was first eliminated by using a rain threshold that removed values of <1 mm per day. We compared the downscaled values with our calibration data from 56 meteorological stations in the Amhara region. The comparison between the downscaled and the calibrated data from weather stations showed biases in the downscaled values. A delta‐change bias correction technique on a 10‐day average basis was used to correct the biases associated with theABSTRACT: Many spatial vegetative physiological and environmental impact studies demand consistent as well as fine resolution daily meteorological data, which is often unavailable. This problem is evident when studies and applications focus at the regional and local scale. Meteorological stations cannot provide the needed data due to their irregular locations and several associated shortcomings such as missing data. Climate data from global sources like the National Centers for Environmental Prediction (NCEP) and WorldClim are provided at a coarse resolution which makes them inappropriate to use directly at regional and local scales. In order to circumvent this problem, we downscaled daily WorldClim and NCEP global climate grids to produce weather data sets using a delta method to 0.008 3 ‾ (approximately 1 × 1 km) spatial resolution for the Amhara region of northwestern Ethiopia. The downscaled data set includes daily precipitation, and minimum and maximum temperature from 1979 to 2010. The drizzle effect in the downscaled data set was first eliminated by using a rain threshold that removed values of <1 mm per day. We compared the downscaled values with our calibration data from 56 meteorological stations in the Amhara region. The comparison between the downscaled and the calibrated data from weather stations showed biases in the downscaled values. A delta‐change bias correction technique on a 10‐day average basis was used to correct the biases associated with the downscaled data. Simple additive and multiplicative bias correction methods were used for temperature and precipitation, respectively. We then validated the corrected downscaled daily weather data using ten independent weather stations from the region. We found that the downscaling and the bias correction methods have improved the NCEP values. The validation exhibited no bias. The full data set can be accessed freely under the following link:ftp://palantir.boku.ac.at/Public/ClimateDataEthiopia/ . … (more)
- Is Part Of:
- International journal of climatology. Volume 37:Number 6(2017)
- Journal:
- International journal of climatology
- Issue:
- Volume 37:Number 6(2017)
- Issue Display:
- Volume 37, Issue 6 (2017)
- Year:
- 2017
- Volume:
- 37
- Issue:
- 6
- Issue Sort Value:
- 2017-0037-0006-0000
- Page Start:
- 2797
- Page End:
- 2808
- Publication Date:
- 2016-11-02
- Subjects:
- precipitation -- temperature -- downscaling -- Amhara -- WorldClim -- NCEP
Climatology -- Periodicals
Climat -- Périodiques
Climatologie -- Périodiques
551.605 - Journal URLs:
- http://onlinelibrary.wiley.com/ ↗
- DOI:
- 10.1002/joc.4880 ↗
- Languages:
- English
- ISSNs:
- 0899-8418
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4542.168000
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 430.xml