A Study on Assimilation of CYGNSS Wind Speed Data for Tropical Convection during 2018 January MJO
Open Access
- 14 April 2020
- journal article
- research article
- Published by MDPI AG in Remote Sensing
- Vol. 12 (8) , 1243
Abstract
The National Aeronautics and Space Administration (NASA) Cyclone Global Navigation Satellite System (CYGNSS) mission was launched in December 2016. CYGNSS provides ocean surface wind speed retrieval along specular reflection tracks at an interval resolution of approximately 25 km. With a median revisit time of 2.8 h covering a ±35° latitude, CYGNSS can provide more frequent and accurate measurements of surface wind over the tropical oceans under heavy precipitation, especially within tropical cyclone cores and deep convection regions, than traditional scatterometers. In this study, CYGNSS v2.1 Level 2 wind speed data were assimilated into the Weather Research and Forecasting (WRF) model using the WRF Data Assimilation (WRFDA) system with hybrid 3- and 4-dimensional variational ensemble technology. Case studies were conducted to examine the impact of the CYGNSS data on forecasts of tropical cyclone (TC) Irving and a westerly wind burst (WWB) during the Madden–Julian oscillation (MJO) event over the Indian Ocean in early January 2018. The results indicate a positive impact of the CYGNSS data on the wind field. However, the impact from the CYGNSS data decreases rapidly within 4 h after data assimilation. Also, the influence of CYGNSS data only on precipitation forecast is found to be limited. The assimilation of CYGNSS data was further explored with an additional experiment in which CYGNSS data was combined with Global Precipitation Mission (GPM) Integrated Multi-satellitE Retrievals for GPM (IMERG) hourly precipitation and Advanced Scatterometer (ASCAT) wind vector and were assimilated into the WRF model. A significant positive impact was found on the tropical cyclone intensity and track forecasts. The short-term forecast of wind and precipitation fields were also improved for both TC Irving and the WWB event when the combined satellite data was assimilated.Keywords
Funding Information
- National Aeronautics and Space Administration (NNM11AA01A)
This publication has 50 references indexed in Scilit:
- WGNE Intercomparison of Tropical Cyclone Forecasts by Operational NWP Models: A Quarter Century and BeyondBulletin of the American Meteorological Society, 2017
- Adaptive Observation Error Inflation for Assimilating All-Sky Satellite RadianceMonthly Weather Review, 2017
- Relating Wind and Stress under Tropical Cyclones with ScatterometerJournal of Atmospheric and Oceanic Technology, 2016
- New Ocean Winds Satellite Mission to Probe Hurricanes and Tropical ConvectionBulletin of the American Meteorological Society, 2016
- Errors in Tropical Cyclone Intensity Forecast by RSMC Tokyo and Statistical Correction Using Environmental ParametersSOLA, 2016
- The CYGNSS nanosatellite constellation hurricane mission2012
- CubeSats to NanoSats; Bridging the gap between educational tools and science workhorses2012
- Satellite Microwave Surface Observations in Tropical CyclonesMonthly Weather Review, 2010
- Description of Global-Scale Circulation Cells in the Tropics with a 40–50 Day PeriodJournal of the Atmospheric Sciences, 1972
- Detection of a 40–50 Day Oscillation in the Zonal Wind in the Tropical PacificJournal of the Atmospheric Sciences, 1971