Dr. Xiaoyang Liu Profile

Dr. Xiaoyang Liu

at Peking Univ

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Proceedings Article | 16 June 2003 Paper

Rainfall estimation from GMS and radar during Meiyu (Baiu) season

Xiaoyang Liu, Ahmed Diallo, Jietai Mao, Yuanjing Zhu

Proceedings Volume 4895, (2003) https://doi.org/10.1117/12.466823

KEYWORDS: Meteorology, Radar, Satellites, Clouds, Statistical analysis, Infrared imaging, Meteorological satellites, Climatology, Artificial neural networks, Data corrections

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Baiu season is the most important precipitation period to the climate of east China. It is often raining day after day with mixed type of precipitation over large area and lasting almost one month. The estimation of 3hr mean areal precipitation over SHIGUANHE catchment during Baiu season by use of GMS IR technique is present here. For getting better estimation of heavy rain, a multilayer feed-forward Artificial Neural Network (ANN) is introduced by training sample pairs of TRMM PR radar and GMS image on raining points and simulating the network in a relative small area nearby and short time span. Parts of raining points estimated by GMS IR method are modified by the output of the network according to data quality. Case studies over one or three consecutive swaths of PR show that the standard deviations of rainfall estimation increase after heavy rain modification while the correlation coefficients between rainfalls estimated and measured by ground based radar keep almost the same before and after data correction.

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