%0 Journal Article
%T Retrievals of Rain-Rate over Oceans from SSM/ I Data Using SOM Model
Retrievals of Rain-Rate over Oceans from SSM/IData Using SOM Model
%A Bian Jianchun
%A Chen Hongbin
%A Sun Haibing
%A Yang Peicai
%A Lu Daren
%A Zhou Xiuji
%A
Bian Jianchun
%A Chen Hongbin
%A Sun Haibing
%A Yang Peicai
%A Lu Daren
%A Zhou Xiuji
%J 大气科学进展
%D 1999
%I
%X A Self-Organizing Feature Mapping (SOM) network model was developed for the retrievals of rain-rate (RR) over oceans from SSM /I measurement, by using the SSM /I and. corresponding radar-de-rived rain-rate data provided by National Space Development Agency of Japan (NASDA). Based on the frequency-distribution of rain-rate samples, the SOM model was constructed in different rain-rate ranges. The model was first trained by five-sixths of the data, and the other data were used to test the retrieval abili-ty of the model. The retrieval results of the SOM model were compared with two statistically-based algorithms. It is shown that the SOM model provides better retrievals of rain-rate.
%K SOM network
%K Rain-rate retrieval
%K SSM /I
%U http://www.alljournals.cn/get_abstract_url.aspx?pcid=E62459D214FD64A3C8082E4ED1ABABED5711027BBBDDD35B&cid=28A2F569B2458C17&jid=5434AFBF6CB6E7E8D67733B541F211C7&aid=2D67BB6705CEA8BE0CD7D398F4592013&yid=B914830F5B1D1078&vid=7801E6FC5AE9020C&iid=38B194292C032A66&sid=26AEEED215BE97D0&eid=5DCBAAB000A70168&journal_id=0256-1530&journal_name=大气科学进展&referenced_num=0&reference_num=6