Tropical cyclone;
Deep learning;
Remote sensing;
Information extraction;
ATLANTIC;
SIZE;
PREDICTION;
D O I:
10.1016/j.aosl.2023.100373
中图分类号:
P4 [大气科学(气象学)];
学科分类号:
0706 ;
070601 ;
摘要:
Tropical cyclones (TCs) seriously endanger human life and the safety of property. Real-time monitoring of TCs has been one of the focal points in meteorological studies. With the development of space technology and sensor technology, satellite remote sensing has become the main means of monitoring TCs. Furthermore, with its su-perior data mining capability, deep learning has shown advantages over traditional physical or statistical-based algorithms in the geosciences. As a result, more deep-learning algorithms are being developed and applied to extract TC information. This paper systematically reviews the deep-learning frameworks used for TC information extraction and then gives two typical applications of deep-learning models for TC intensity and wind radius esti-mation. In addition, the authors present an outlook on the future perspectives of deep learning in TC information extraction.
机构:
Taizhou Univ, Sch Elect & Informat Engn, Sch Big Data Sci, Taizhou 318000, Zhejiang, Peoples R ChinaTaizhou Univ, Sch Elect & Informat Engn, Sch Big Data Sci, Taizhou 318000, Zhejiang, Peoples R China
Zhang, Chang-Jiang
Zhang, Liu
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Normal Univ, Coll Phys & Elect Informat Engn, Jinhua, Peoples R ChinaTaizhou Univ, Sch Elect & Informat Engn, Sch Big Data Sci, Taizhou 318000, Zhejiang, Peoples R China
Zhang, Liu
Rui, Chen-Miao
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Normal Univ, Coll Phys & Elect Informat Engn, Jinhua, Peoples R ChinaTaizhou Univ, Sch Elect & Informat Engn, Sch Big Data Sci, Taizhou 318000, Zhejiang, Peoples R China
Rui, Chen-Miao
Ma, Lei-Ming
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Typhoon Inst China Meteorol Adm, Shanghai, Peoples R ChinaTaizhou Univ, Sch Elect & Informat Engn, Sch Big Data Sci, Taizhou 318000, Zhejiang, Peoples R China
Ma, Lei-Ming
Lu, Xiao-Qin
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Typhoon Inst China Meteorol Adm, Shanghai, Peoples R ChinaTaizhou Univ, Sch Elect & Informat Engn, Sch Big Data Sci, Taizhou 318000, Zhejiang, Peoples R China
机构:
Taizhou Univ, Sch Elect & Informat Engn, Sch Big Data Sci, Taizhou, Peoples R ChinaTaizhou Univ, Sch Elect & Informat Engn, Sch Big Data Sci, Taizhou, Peoples R China
Zhang, Changjiang
Zhang, Liu
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Normal Univ, Coll Phys & Elect Informat Engn, Jinhua, Peoples R ChinaTaizhou Univ, Sch Elect & Informat Engn, Sch Big Data Sci, Taizhou, Peoples R China
Zhang, Liu
Ma, Leiming
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Cent Meteorol Observ, Shanghai, Peoples R ChinaTaizhou Univ, Sch Elect & Informat Engn, Sch Big Data Sci, Taizhou, Peoples R China
Ma, Leiming
Lu, Xiaoqin
论文数: 0引用数: 0
h-index: 0
机构:
China Meteorol Adm, Shanghai Typhoon Res Inst, Shanghai, Peoples R ChinaTaizhou Univ, Sch Elect & Informat Engn, Sch Big Data Sci, Taizhou, Peoples R China