KIM을 위한 지상 기반 GNSS 자료 동화 체계 개발 및 효과
Development of Ground-based GNSS Data Assimilation System for KIM and their Impacts
1
조회
0
다운로드
0
인용
0
참고문헌
키워드
초록
Assimilation trials were performed using the Korea Institute of Atmospheric Prediction Systems (KIAPS) Korea Integrated Model (KIM) semi-operational forecast system to assess the impact of ground-based Global Navigation Satellite System (GNSS) Zenith Total Delay (ZTD) on forecast. To use the optimal observation in data assimilation of KIM forecast system, in this study, the ZTD observation were pre-processed. It involves the bias correction using long term background of KIM, the quality control based on background and the thinning of ZTD data. Also, to give the effect of observation directly to data assimilation, the observation operator which include non-linear model, tangent linear model, adjoint model, and jacobian code was developed and verified. As a result, impact of ZTD observation in both analysis and forecast was neutral or slightly positive on most meteorological variables, but positive on geopotential height. In addition, ZTD observations contributed to the improvement on precipitation of KIM forecast, specially over 5 mm/day precipitation intensity.
Abstract
Assimilation trials were performed using the Korea Institute of Atmospheric Prediction Systems (KIAPS) Korea Integrated Model (KIM) semi-operational forecast system to assess the impact of ground-based Global Navigation Satellite System (GNSS) Zenith Total Delay (ZTD) on forecast. To use the optimal observation in data assimilation of KIM forecast system, in this study, the ZTD observation were pre-processed. It involves the bias correction using long term background of KIM, the quality control based on background and the thinning of ZTD data. Also, to give the effect of observation directly to data assimilation, the observation operator which include non-linear model, tangent linear model, adjoint model, and jacobian code was developed and verified. As a result, impact of ZTD observation in both analysis and forecast was neutral or slightly positive on most meteorological variables, but positive on geopotential height. In addition, ZTD observations contributed to the improvement on precipitation of KIM forecast, specially over 5 mm/day precipitation intensity.
참고문헌 (25)
- Gemma V. Bennitt, "Operational Assimilation of GPS Zenith Total Delay Observations into the Met Office Numerical Weather Prediction Models", Monthly Weather Review, 140(8), pp.2706~2719 (2012), American Meteorological Society[DOI]
- G. V. Bennitt, "An assessment of ground‐based GNSS Zenith Total Delay observation errors and their correlations using the Met Office UKV model", Quarterly Journal of the Royal Meteorological Society, 143(707), pp.2436~2447 (2017), Wiley[DOI]
- Michael Bevis, "GPS meteorology: Remote sensing of atmospheric water vapor using the global positioning system", Journal of Geophysical Research, 97(D14), pp.15787~ (1992), American Geophysical Union (AGU)[DOI]
- Suk-Jin Choi, "A Global Non-Hydrostatic Dynamical Core Using the Spectral Element Method on a Cubed-Sphere Grid", Asia-Pacific Journal of Atmospheric Sciences, 52(3), pp.291~307 (2016), 한국기상학회
- "Tangent linear and adjoint models for variational data assimilation" (2020)[URL]
- I. D. Culverwell, "The Radio Occultation Processing Package, ROPP", Atmospheric Measurement Techniques, 8(4), pp.1887~1899 (2015), Copernicus GmbH[DOI]
- Reima Eresmaa, "Implementation of a ray-tracing operator for ground-based GPS Slant Delay observation modeling", Journal of Geophysical Research, 113(D11) (2008), American Geophysical Union (AGU)[DOI]
- 조영순, "KIAPS 앙상블 자료동화 시스템을 이용한 GPS 차폐자료 연직 국지화 규모 최적화", 대기, 25(3), pp.529~541 (2015), 한국기상학회
- 조영순, "앙상블 자료동화 시스템에서 ASCAT 해상풍 자료동화가 분석장에 미치는 효과 분석", 대기, 28(3), pp.263~272 (2018), 한국기상학회[DOI]
- 한현준, "종관 관측 자료 변화에 따른 예보 성능 분석", 대기, 29(1), pp.21~39 (2019), 한국기상학회[DOI]
- Fatima Zahra Hdidou, "Impact of the variational assimilation of ground-based GNSS zenith total delay into AROME-Morocco model", Tellus A: Dynamic Meteorology and Oceanography, 72(1), pp.1707854~ (2020), Stockholm University Press[DOI]
- 홍송유, "The Korean Integrated Model (KIM) System for Global Weather Forecasting", Asia-Pacific Journal of Atmospheric Sciences, 54, pp.267~292 (2018), 한국기상학회[DOI]
- Brian R. Hunt, "Efficient data assimilation for spatiotemporal chaos: A local ensemble transform Kalman filter", Physica D: Nonlinear Phenomena, 230(1-2), pp.112~126 (2007), Elsevier BV[DOI]
- 강전호, "Development of an Observation Processing Package for Data Assimilation in KIAPS", Asia-Pacific Journal of Atmospheric Sciences, 54, pp.303~318 (2018), 한국기상학회[DOI]
- "Jacobian (or K) Coding. Sub Group for Radiative Transfer and Surface Property Models:Tangent Linear and Adjoint Coding Short Course" (2006)[URL]
- 권인혁, "Development of an Operational Hybrid Data Assimilation System at KIAPS", Asia-Pacific Journal of Atmospheric Sciences, 54, pp.319~335 (2018), 한국기상학회[DOI]
- 이시혜, "KIAPS 관측자료 처리시스템에서의 AMSU-A 위성자료 초기 전처리와편향보정 모듈 개발", 대기, 23(4), pp.453~470 (2013), 한국기상학회[DOI]
- 이시혜, "통계적 방법에 근거한 AMSU-A 복사자료의 전처리 및 편향보정", 대기, 24(4), pp.491~502 (2014), 한국기상학회
- P. Poli, "Forecast impact studies of zenith total delay data from European near real-time GPS stations in Météo France 4DVAR", Journal of Geophysical Research, 112(D6) (2007), American Geophysical Union (AGU)[DOI]
- Witold Rohm, "4DVAR assimilation of GNSS zenith path delays and precipitable water into a numerical weather prediction model WRF", Atmospheric Measurement Techniques, 12(1), pp.345~361 (2019), Copernicus GmbH[DOI]
- R. Saunders, "An improved fast radiative transfer model for assimilation of satellite radiance observations", Quarterly Journal of the Royal Meteorological Society, 125(556), pp.1407~1425 (1999), Wiley[DOI]
- David M. Tralli, "Stochastic estimation of tropospheric path delays in global positioning system geodetic measurements", Bulletin Géodésique, 64(2), pp.127~159 (1990), Springer Science and Business Media LLC[DOI]
- H. Vedel, "Calculation of zenith delays from meteorological data comparison of NWP model, radiosonde and GPS delays", Physics and Chemistry of the Earth, Part A: Solid Earth and Geodesy, 26(6-8), pp.497~502 (2001), Elsevier BV[DOI]
- Henrik VEDEL, "Impact of Ground Based GPS Data on Numerical Weather Prediction", Journal of the Meteorological Society of Japan. Ser. II, 82(1B), pp.459~472 (2004), Meteorological Society of Japan[DOI]
- Xie, P., "CPC global unified gauge-based analysis of daily precipitation", 24th Conf. on Hydrology (2010)
