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Conference Paper: Tropical cyclone eye fix using genetic algorithm with temporal information
Title | Tropical cyclone eye fix using genetic algorithm with temporal information |
---|---|
Authors | |
Issue Date | 2005 |
Publisher | Springer Verlag. The Journal's web site is located at http://springerlink.com/content/105633/ |
Citation | Lecture Notes In Computer Science (Including Subseries Lecture Notes In Artificial Intelligence And Lecture Notes In Bioinformatics), 2005, v. 3681 LNAI, p. 854-860 How to Cite? |
Abstract | Tropical cyclones (TCs) are weather systems with vast destructive power. To give early TC warnings, accurate location of their circulation centers, or "eyes", is required. The pattern matching solution to this TC eye fix problem works by analyzing individual remote sensing images as if they are independent. Temporal information is ignored in such approach and results from individual image are only smoothed afterwards. In this paper, a TC eye fix method using genetic algorithm (GA) with temporal information is proposed. This method gives an improvement of 35% in speed and 20% in accuracy compared to the one without the use of temporal information. Our proposed method can process 6 minutes of radar data in about 10 seconds on a notebook computer, meeting practical real time constraints. It gives an average accuracy within 0.107 to 0.156 degrees in latitude/longitude on the Mercator projected map, well within the relative error of about 0.3 degrees given by different TC warning centers. © Springer-Verlag Berlin Heidelberg 2005. |
Persistent Identifier | http://hdl.handle.net/10722/93433 |
ISSN | 2023 SCImago Journal Rankings: 0.606 |
References |
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Wong, KY | en_HK |
dc.contributor.author | Yip, CL | en_HK |
dc.date.accessioned | 2010-09-25T15:01:00Z | - |
dc.date.available | 2010-09-25T15:01:00Z | - |
dc.date.issued | 2005 | en_HK |
dc.identifier.citation | Lecture Notes In Computer Science (Including Subseries Lecture Notes In Artificial Intelligence And Lecture Notes In Bioinformatics), 2005, v. 3681 LNAI, p. 854-860 | en_HK |
dc.identifier.issn | 0302-9743 | en_HK |
dc.identifier.uri | http://hdl.handle.net/10722/93433 | - |
dc.description.abstract | Tropical cyclones (TCs) are weather systems with vast destructive power. To give early TC warnings, accurate location of their circulation centers, or "eyes", is required. The pattern matching solution to this TC eye fix problem works by analyzing individual remote sensing images as if they are independent. Temporal information is ignored in such approach and results from individual image are only smoothed afterwards. In this paper, a TC eye fix method using genetic algorithm (GA) with temporal information is proposed. This method gives an improvement of 35% in speed and 20% in accuracy compared to the one without the use of temporal information. Our proposed method can process 6 minutes of radar data in about 10 seconds on a notebook computer, meeting practical real time constraints. It gives an average accuracy within 0.107 to 0.156 degrees in latitude/longitude on the Mercator projected map, well within the relative error of about 0.3 degrees given by different TC warning centers. © Springer-Verlag Berlin Heidelberg 2005. | en_HK |
dc.language | eng | en_HK |
dc.publisher | Springer Verlag. The Journal's web site is located at http://springerlink.com/content/105633/ | en_HK |
dc.relation.ispartof | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) | en_HK |
dc.title | Tropical cyclone eye fix using genetic algorithm with temporal information | en_HK |
dc.type | Conference_Paper | en_HK |
dc.identifier.email | Wong, KY:kywong@cs.hku.hk | en_HK |
dc.identifier.email | Yip, CL:clyip@cs.hku.hk | en_HK |
dc.identifier.authority | Wong, KY=rp00187 | en_HK |
dc.identifier.authority | Yip, CL=rp00205 | en_HK |
dc.description.nature | link_to_subscribed_fulltext | - |
dc.identifier.scopus | eid_2-s2.0-33745306144 | en_HK |
dc.identifier.hkuros | 100484 | en_HK |
dc.relation.references | http://www.scopus.com/mlt/select.url?eid=2-s2.0-33745306144&selection=ref&src=s&origin=recordpage | en_HK |
dc.identifier.volume | 3681 LNAI | en_HK |
dc.identifier.spage | 854 | en_HK |
dc.identifier.epage | 860 | en_HK |
dc.publisher.place | Germany | en_HK |
dc.identifier.scopusauthorid | Wong, KY=7404759205 | en_HK |
dc.identifier.scopusauthorid | Yip, CL=7101665547 | en_HK |
dc.identifier.issnl | 0302-9743 | - |