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Spatiotemporal Modeling and Implementation for Radar-Based Rainfall Estimation

delete2016-11-01
delete10
PRE
AI
Q
Qiuming Kuang
X
Xuebing Yang
张
张文胜 (Wensheng Zhang) *
G
Guoping Zhang
DOI:10.1109/LGRS.2016.2597170delete
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摘要

摘要

En 中文
Radar-based rainfall estimation is one of the most important inputs for various meteorological applications. Although exciting progresses have been made in this area, accurate real-time rainfall estimation is still a significant opening topic that requires practical modeling. The research study presented in this letter improves rainfall estimation accuracy by proposing a random forest and linear chain conditional random-field-based spatiotemporal model (RANLIST). To apply this model for rainfall estimation, the implementing approach is presented. The advantages are listed as follows: 1) RANLIST improves rainfall estimation accuracy by exploiting both underlying local spatial structure of multiple radar reflectivity factors and time-series information of rain processes. 2) The time-series information of rain processes can be utilized in virtue of the presented implementation method. Experiments have been carried out over the radar-covered area of Quanzhou, China, in June and July 2014. Results show that RANLIST is superior to previous works.
Keyword:
Radar reflectivity
rain processes
rainfall estimation
spatiotemporal model
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期刊

IEEE Geoscience and Remote Sensing Magazine 封面图
IEEE Geoscience and Remote Sensing Magazine
IF:
16.4
论文数:
1.0W
被引数:
5.1K

机构

I
institute of automation, cas
学者数:
2.2K
论文数: 2.1K
被引数: 2
C
chinese academy of sciences
学者数:
56.7W
论文数: 45.0W
被引数: 704
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