Adjustment of wind-drift effect for real-time systematic error correction in radar rainfall data. (2015)
- Record Type:
- Journal Article
- Title:
- Adjustment of wind-drift effect for real-time systematic error correction in radar rainfall data. (2015)
- Main Title:
- Adjustment of wind-drift effect for real-time systematic error correction in radar rainfall data
- Authors:
- Dai, Qiang
Han, Dawei
Zhuo, Lu
Huang, Jing
Islam, Tanvir
Zhang, Shuliang - Abstract:
- Highlights: Wind-drift induces inconsistent spatial relationship of radar and gauge rainfalls. The wind-drift effect should be considered in the radar rainfall bias correlation. The raindrop trajectory simulation can reconstruct radar–gauge spatial relationship. Abstract: An effective bias correction procedure using gauge measurement is a significant step for radar data processing to reduce the systematic error in hydrological applications. In these bias correction methods, the spatial matching of precipitation patterns between radar and gauge networks is an important premise. However, the wind-drift effect on radar measurement induces an inconsistent spatial relationship between radar and gauge measurements as the raindrops observed by radar do not fall vertically to the ground. Consequently, a rain gauge does not correspond to the radar pixel based on the projected location of the radar beam. In this study, we introduce an adjustment method to incorporate the wind-drift effect into a bias correlation scheme. We first simulate the trajectory of raindrops in the air using downscaled three-dimensional wind data from the weather research and forecasting model (WRF) and calculate the final location of raindrops on the ground. The displacement of rainfall is then estimated and a radar–gauge spatial relationship is reconstructed. Based on this, the local real-time biases of the bin-average radar data were estimated for 12 selected events. Then, the reference mean local gaugeHighlights: Wind-drift induces inconsistent spatial relationship of radar and gauge rainfalls. The wind-drift effect should be considered in the radar rainfall bias correlation. The raindrop trajectory simulation can reconstruct radar–gauge spatial relationship. Abstract: An effective bias correction procedure using gauge measurement is a significant step for radar data processing to reduce the systematic error in hydrological applications. In these bias correction methods, the spatial matching of precipitation patterns between radar and gauge networks is an important premise. However, the wind-drift effect on radar measurement induces an inconsistent spatial relationship between radar and gauge measurements as the raindrops observed by radar do not fall vertically to the ground. Consequently, a rain gauge does not correspond to the radar pixel based on the projected location of the radar beam. In this study, we introduce an adjustment method to incorporate the wind-drift effect into a bias correlation scheme. We first simulate the trajectory of raindrops in the air using downscaled three-dimensional wind data from the weather research and forecasting model (WRF) and calculate the final location of raindrops on the ground. The displacement of rainfall is then estimated and a radar–gauge spatial relationship is reconstructed. Based on this, the local real-time biases of the bin-average radar data were estimated for 12 selected events. Then, the reference mean local gauge rainfall, mean local bias, and adjusted radar rainfall calculated with and without consideration of the wind-drift effect are compared for different events and locations. There are considerable differences for three estimators, indicating that wind drift has a considerable impact on the real-time radar bias correction. Based on these facts, we suggest bias correction schemes based on the spatial correlation between radar and gauge measurements should consider the adjustment of the wind-drift effect and the proposed adjustment method is a promising solution to achieve this. … (more)
- Is Part Of:
- Physics and chemistry of the earth. Volume 83/84(2015)
- Journal:
- Physics and chemistry of the earth
- Issue:
- Volume 83/84(2015)
- Issue Display:
- Volume 83/84, Issue 2015 (2015)
- Year:
- 2015
- Volume:
- 83/84
- Issue:
- 2015
- Issue Sort Value:
- 2015-NaN-2015-0000
- Page Start:
- 178
- Page End:
- 186
- Publication Date:
- 2015
- Subjects:
- Real-time bias correction -- Mean local bias -- Radar rainfall estimates -- Wind drift -- WRF
Geophysics -- Periodicals
Geochemistry -- Periodicals
Earth sciences -- Periodicals
Geodesy -- Periodicals
Astrophysics -- Periodicals
550 - Journal URLs:
- http://www.elsevier.com/journals ↗
- DOI:
- 10.1016/j.pce.2015.07.006 ↗
- Languages:
- English
- ISSNs:
- 1474-7065
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 6478.040000
British Library DSC - BLDSS-3PM
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- 2066.xml