GIS와 PRISM을 이용한 고해상도 격자형 강수량 추정
Estimation of High Resolution Gridded Precipitation Using GIS and PRISM
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조회
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다운로드
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참고문헌
키워드
초록
In this study, in order to estimate high resolution precipitation with monthly time scales, Parameter-elevation Regressions on Independent Slopes Model (PRISM) was modified and configured for Korean precipitation based on elevation, distance, topographic facet, and coastal proximity. Applying this statistical downscaling model to Korean precipitation for 5 years from 2001 to 2005, we have compiled monthly grid data with a horizontal resolution of 5-km and evaluated the model using bias, root mean square error (RMSE), and correlation coefficient between the observed and the estimated. Results show that bias, RMSE, and correlation coefficient of the estimated value have a range from 0.2% to 1.0%, 19.6% (June) to 43.9% (January), and 0.73 to 0.84, respectively, indicating that the modified Korean PRISM (K-PRISM) is reasonably worked by weighting factors, i.e., topographic effect and rain shadow effect.
Abstract
In this study, in order to estimate high resolution precipitation with monthly time scales, Parameter-elevation Regressions on Independent Slopes Model (PRISM) was modified and configured for Korean precipitation based on elevation, distance, topographic facet, and coastal proximity. Applying this statistical downscaling model to Korean precipitation for 5 years from 2001 to 2005, we have compiled monthly grid data with a horizontal resolution of 5-km and evaluated the model using bias, root mean square error (RMSE), and correlation coefficient between the observed and the estimated. Results show that bias, RMSE, and correlation coefficient of the estimated value have a range from 0.2% to 1.0%, 19.6% (June) to 43.9% (January), and 0.73 to 0.84, respectively, indicating that the modified Korean PRISM (K-PRISM) is reasonably worked by weighting factors, i.e., topographic effect and rain shadow effect.
참고문헌 (28)
- 김맹기, "한반도 기후변화 시나리오를 위한 통계적 규모축소법의 적용성", 한국기상학회지, 41(2, pp.1) (2005), 217~227[DOI]
- 홍기옥, "GIS와 PRISM을 이용한 고해상도 격자형 기온자료 추정", 대기, 17(3), pp.255~268 (2007), 한국기상학회
- Alter, J. C., "Normal precipitation in Utah", Mon. Wea. Rev., 47, pp.633~636 (1919)
- Basist, A., "Statistical relationships between Topography and precipitation Patterns", J. Climate, 7, pp.1305~1315 (1994)
- Barrows, H. K., "Precipitation and runoff and altitude relations for Connecticut River", Trans. Am. Geophys. Union, 12, pp.396~406 (1933)
- Daly, C., "A statistical- Topographic Model for Mapping Climatological Precipitation over Mountainous Terrain", J. Appl. Meteor., 33, pp.140~158 (1994)
- Daly, C., "Development of New Climate and Plant Adaptation Maps for China", Proc. 12th AMS Conf. Appl. Climatol., pp.62~65 (2000), American Meteological society
- Daly, C., "High-quality spatial climate data sets for the United States and beyond", Trans. Am. Soc. Agric. Eng., 43, pp.1957~1962 (2001)
- Daly, C., "Johnson and Phillip Pasteris, 2002: A knowledge-based approach to the statistical mapping of climate", Climate Res., 22, pp.99~113 (2002)
- Daly, C., "Mapping the Climate of Puerto Rico, Vieques and Culebra", International journal of climatology, 23, pp.1359~1381 (2003)
- Daly, C., "Guidelines for assessing the suitability of spatial climate data sets", International Journal of Climatology, 26, pp.707~721 (2006)
- Gibson, W. P., "Derivation of facet frids for use with the PRISM model", Proc 10th AMS Conf. Appl. Climatol., pp.208~209 (1997), American Meteorological Society
- Gibson, W., "Application of a probabilistic spatial quality control system to daily temperature observations in Oregon", Proc., 14th AMS Conf. on Applied Climatology (2004), American Meteorological Society
- Henry, A. J., "Increase of precipitation with altitude", Mon. Wea. Rev., 47, pp.33~41 (1919)
- Hibbert, A. R., "Distribution of precipitation on rugged terrain in central Arizona", Hydrol. Water Resour. Ariz. Southwest, 7, pp.163~173 (1977)
- Hutchinson, P., "An analysis of the effect of topography on rainfall in the Taieri Catchment area", Otago. Earth Sci. J., 2, pp.51~68 (1968)
- Kim, J. W., "The statistical problem of climate inversion: Determination of the relationship between local and large-scale climate", Mon. Wea. Rev., 112, pp.2069~2077 (1984)
- Kim, M.-K., "Superensemble prediction of regional precipitation over Korea", International Journal of Climatology, 24(6), pp.777~790 (2004)
- Kittel, T. G. F., "A Gridded Historical (1895-1993) Bioclimate Dataset for the Conterminous United States", Proceedings of the 10th Conference on Applied Climatology, pp.219~222 (1993), American Meteorological Society
- Matthew Doggett, "High resolution 1971-2000 Mean monthly temperature maps for the western United States", Proc., 14th AMS Conf. on Applied Climatology (2000), AmericanMeteorological Society
- Oh, J-H, "Regional climate simulation for Korea using dynamic downscaling and statistical adjustment", Journal of the Meteorological Society of Japan, 82(6), pp.1629~1643 (2004)
- Schermerhorn, V. P., "Relations between topography and annual precipitation in western Oregon And Washington", Water Resour. Res, 3, pp.707~711 (1967)
- Schwarb, M., "Mean seasonal precipitation throughout the European Alps, 1971-1990", Hydrologic Atlas of Switzerland, National Hydrologic Service, ~ (1971)
- Smith, R. B., "The influence of mountains on the atmosphere. Advances in Geophysics", Academic Press, 21, pp.87~230 (1979)
- Spreen. W. C., "A determination of the effect of topography upon precipitation", Trans. Am. Geophys. Union, 28, pp.285~290 (1947)
- Methods for the study of laws for the distribution of precipitation in medium-high mountains( illustrated by the Vitim River basin), Distribution of Precipitation in Mountainous Areas, "Vuglinski, V. S.", World Meteorological Organization, 212~221, pp.WMO Pub. 326(2) (1972)
- Spreen. W. C., "A determination of the effect of topography upon precipitation", Trans. Am. Geophys. Union, 28, pp.285~290 (1947)
- Vuglinski, V. S., "Methods for the study of laws for the distribution of precipitation in medium-high mountains( illustrated by the Vitim River basin). Distribution of Precipitation in Mountainous Areas", WMO Pub, 326(2), pp.212~221 (1972), World Meteorological Organization
