Estimating typhoon rainfall over sea from SSM/I satellite data using a back-propagated network

Wen Huan Chine; Hsiao Ping Wei; Keh Chia Yeh; Li Chen; Gin Rong Liu; Chang Hung Chiu

doi:10.1109/IITSI.2010.102

Estimating typhoon rainfall over sea from SSM/I satellite data using a back-propagated network

Wen Huan Chine, Hsiao Ping Wei, Keh Chia Yeh, Li Chen, Gin Rong Liu, Chang Hung Chiu

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Abstract

This paper proposes a back-propagated network (BPN) and applies it to predict the rainfall using meteorological satellite data. In the case study, the back-propagated network (BPN) combining with SGji-Dao SM/I microwave frequency channels was employed to establish a suitable method for estimating rainfall at sea surface during typhoon periods. These results are then verified with the data from four rainfall stations located at Peng-Jia-Yu, Don-, Lan-Yu, and Green Island. From the results, the back-propagated network (BPN) outperforms the traditional multiple linear regression and empirical equations with lower estimating errors for predicting the sea-surface rainfall during typhoon periods.

Original language	English
Title of host publication	3rd International Symposium on Intelligent Information Technology and Security Informatics, IITSI 2010
Pages	263-267
Number of pages	5
DOIs	https://doi.org/10.1109/IITSI.2010.102
State	Published - 2010
Event	2010 International Symposium on Intelligent Information Technology and Security Informatics, IITSI 2010 - Jinggangshan, China Duration: 2 Apr 2010 → 4 Apr 2010

Publication series

Name	3rd International Symposium on Intelligent Information Technology and Security Informatics, IITSI 2010

Conference

Conference	2010 International Symposium on Intelligent Information Technology and Security Informatics, IITSI 2010
Country/Territory	China
City	Jinggangshan
Period	2/04/10 → 4/04/10

Keywords

Back-propagated network (BPN)
Meteorological satellite
SSM/I

Access to Document

10.1109/IITSI.2010.102

Cite this

Chine, W. H., Wei, H. P., Yeh, K. C., Chen, L., Liu, G. R., & Chiu, C. H. (2010). Estimating typhoon rainfall over sea from SSM/I satellite data using a back-propagated network. In 3rd International Symposium on Intelligent Information Technology and Security Informatics, IITSI 2010 (pp. 263-267). [5453574] (3rd International Symposium on Intelligent Information Technology and Security Informatics, IITSI 2010). https://doi.org/10.1109/IITSI.2010.102

Chine, Wen Huan ; Wei, Hsiao Ping ; Yeh, Keh Chia ; Chen, Li ; Liu, Gin Rong ; Chiu, Chang Hung. / Estimating typhoon rainfall over sea from SSM/I satellite data using a back-propagated network. 3rd International Symposium on Intelligent Information Technology and Security Informatics, IITSI 2010. 2010. pp. 263-267 (3rd International Symposium on Intelligent Information Technology and Security Informatics, IITSI 2010).

@inproceedings{dc4cc56cef954938a10d309b08c24387,

title = "Estimating typhoon rainfall over sea from SSM/I satellite data using a back-propagated network",

abstract = "This paper proposes a back-propagated network (BPN) and applies it to predict the rainfall using meteorological satellite data. In the case study, the back-propagated network (BPN) combining with SGji-Dao SM/I microwave frequency channels was employed to establish a suitable method for estimating rainfall at sea surface during typhoon periods. These results are then verified with the data from four rainfall stations located at Peng-Jia-Yu, Don-, Lan-Yu, and Green Island. From the results, the back-propagated network (BPN) outperforms the traditional multiple linear regression and empirical equations with lower estimating errors for predicting the sea-surface rainfall during typhoon periods.",

keywords = "Back-propagated network (BPN), Meteorological satellite, SSM/I",

author = "Chine, {Wen Huan} and Wei, {Hsiao Ping} and Yeh, {Keh Chia} and Li Chen and Liu, {Gin Rong} and Chiu, {Chang Hung}",

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isbn = "9780769540207",

series = "3rd International Symposium on Intelligent Information Technology and Security Informatics, IITSI 2010",

pages = "263--267",

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Chine, WH, Wei, HP, Yeh, KC, Chen, L, Liu, GR & Chiu, CH 2010, Estimating typhoon rainfall over sea from SSM/I satellite data using a back-propagated network. in 3rd International Symposium on Intelligent Information Technology and Security Informatics, IITSI 2010., 5453574, 3rd International Symposium on Intelligent Information Technology and Security Informatics, IITSI 2010, pp. 263-267, 2010 International Symposium on Intelligent Information Technology and Security Informatics, IITSI 2010, Jinggangshan, China, 2/04/10. https://doi.org/10.1109/IITSI.2010.102

Estimating typhoon rainfall over sea from SSM/I satellite data using a back-propagated network. / Chine, Wen Huan; Wei, Hsiao Ping; Yeh, Keh Chia; Chen, Li; Liu, Gin Rong; Chiu, Chang Hung.

3rd International Symposium on Intelligent Information Technology and Security Informatics, IITSI 2010. 2010. p. 263-267 5453574 (3rd International Symposium on Intelligent Information Technology and Security Informatics, IITSI 2010).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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AU - Liu, Gin Rong

AU - Chiu, Chang Hung

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AB - This paper proposes a back-propagated network (BPN) and applies it to predict the rainfall using meteorological satellite data. In the case study, the back-propagated network (BPN) combining with SGji-Dao SM/I microwave frequency channels was employed to establish a suitable method for estimating rainfall at sea surface during typhoon periods. These results are then verified with the data from four rainfall stations located at Peng-Jia-Yu, Don-, Lan-Yu, and Green Island. From the results, the back-propagated network (BPN) outperforms the traditional multiple linear regression and empirical equations with lower estimating errors for predicting the sea-surface rainfall during typhoon periods.

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Chine WH, Wei HP, Yeh KC, Chen L, Liu GR, Chiu CH. Estimating typhoon rainfall over sea from SSM/I satellite data using a back-propagated network. In 3rd International Symposium on Intelligent Information Technology and Security Informatics, IITSI 2010. 2010. p. 263-267. 5453574. (3rd International Symposium on Intelligent Information Technology and Security Informatics, IITSI 2010). https://doi.org/10.1109/IITSI.2010.102

Estimating typhoon rainfall over sea from SSM/I satellite data using a back-propagated network

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