The most popular approach to comparing two given Tropical Cyclones (TCs) is to measure the distance between various contour points of the TC extracted from a satellite image. However, this measure has a very high computational cost as it involves many point-to-point calculations. Moreover, this measure does not reflect the most distinctive features of a tropical cyclone, their spiral shape. In this paper, we propose the use of angle features and time warping for TC forecast. The Gradient Vector Flow (GVF) snake model is applied to extract the contour points of a dominant tropical cyclone from the satellite image. Dvorak templates are used as references to predict the intensity of the tropical cyclone. Given two sets of contour points, one for each tropical cyclone, we retrieve the similarity of two shapes using angle features found among the successive contour points. We adopt a time warping approach to produce a fast and accurate result. Experimental results have shown that our approach is better than other conventional comparison approaches such as Hausdorff distance measure.
机构:
City Univ Hong Kong, Sch Energy & Environm, Guy Carpenter Asia Pacific Climate Impact Ctr, Kowloon, Hong Kong, Peoples R ChinaCity Univ Hong Kong, Sch Energy & Environm, Guy Carpenter Asia Pacific Climate Impact Ctr, Kowloon, Hong Kong, Peoples R China
Liu, Kin Sik
Chan, Johnny C. L.
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City Univ Hong Kong, Sch Energy & Environm, Guy Carpenter Asia Pacific Climate Impact Ctr, Kowloon, Hong Kong, Peoples R ChinaCity Univ Hong Kong, Sch Energy & Environm, Guy Carpenter Asia Pacific Climate Impact Ctr, Kowloon, Hong Kong, Peoples R China
机构:
Macau Univ Sci & Technol, Fac Innovat Engn, Taipa 999078, Macao, Peoples R ChinaMacau Univ Sci & Technol, Fac Innovat Engn, Taipa 999078, Macao, Peoples R China
Li, Tongfei
Che, Kaihua
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Zhuhai Coll Sci & Technol, Big Data Coll, Zhuhai 519041, Peoples R ChinaMacau Univ Sci & Technol, Fac Innovat Engn, Taipa 999078, Macao, Peoples R China
Che, Kaihua
Lu, Jiadong
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Zhuhai Coll Sci & Technol, Big Data Coll, Zhuhai 519041, Peoples R ChinaMacau Univ Sci & Technol, Fac Innovat Engn, Taipa 999078, Macao, Peoples R China
Lu, Jiadong
Zeng, Yifan
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Oregon State Univ, Sch Elect Engn & Comp Sci, Corvallis, OR 97331 USAMacau Univ Sci & Technol, Fac Innovat Engn, Taipa 999078, Macao, Peoples R China
Zeng, Yifan
Lv, Wei
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Zhuhai Coll Sci & Technol, Big Data Coll, Zhuhai 519041, Peoples R ChinaMacau Univ Sci & Technol, Fac Innovat Engn, Taipa 999078, Macao, Peoples R China
Lv, Wei
Liang, Zhiyao
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Macau Univ Sci & Technol, Fac Innovat Engn, Taipa 999078, Macao, Peoples R ChinaMacau Univ Sci & Technol, Fac Innovat Engn, Taipa 999078, Macao, Peoples R China