Retrieval of Sea Surface Wind Speed Using Spaceborne Millimeter-Wave Radar Measurements

被引：1
|
作者：
Wen, Tao [1 ]
Yao, Zhi G. [2 ]
Zhao, Zeng L. [2 ]
Lin, Long F. [2 ]
Han, Zhi G. [2 ]
Guo, Lin D. [3 ]
机构：
[1] 31008 Troops PLA, Beijing 100091, Peoples R China
[2] Beijing Inst Appl Meteorol, Atmospher Res Dept, Beijing 100029, Peoples R China
[3] Natl Def Univ, Joint Logist Acad, Beijing 100858, Peoples R China
来源：
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS | 2018年 / 15卷 / 12期
基金：
中国国家自然科学基金; 中国博士后科学基金;
关键词：
Inversion; marine surface wind; millimeter wave; neural network; ARTIFICIAL NEURAL-NETWORKS; BACKSCATTERING; CALIBRATION;
D O I：
10.1109/LGRS.2018.2865196
中图分类号：
P3 [地球物理学]; P59 [地球化学];
学科分类号：
0708 ; 070902 ;
摘要：
Spaceborne millimeter-wave radars can acquire sea surface backscatter information under clear sky conditions. The analysis based on the classical sea surface scattering model and a matching data set of global CloudSat Cloud Profiling Radar (CPR) observations and AMSR-E sea surface parameters shows that the sea surface scattering cross section is significantly dependent on the sea surface wind speed (SSW) in the range of less than 13 m/s. Then, with CPR observations and the sea surface temperature as the input information, an SSW retrieval model under clear sky conditions is established using neural networks. Retrieval results show that the correlation coefficient and the RMS error, between the millimeter-wave cloud radar SSW and the AMSR-E SSW, are approximately 0.95 and 0.97 m/s, respectively.
引用
收藏
页码：1807 / 1811
页数：5
相关论文
共 50 条
  • [21] Millimeter-wave Backscattering Measurements with Transmitarrays for Personal Radar Applications
    Guerra, Anna
    Guidi, Francesco
    Clemente, Antonio
    D'Errico, Raffaele
    Dussopt, Laurent
    Dardari, Davide
    [J]. 2015 IEEE GLOBECOM WORKSHOPS (GC WKSHPS), 2015,
  • [22] MILLIMETER-WAVE RADAR TECHNOLOGY
    HEIDEN, DZ
    [J]. ELECTRICAL COMMUNICATION, 1982, 57 (01): : 70 - 78
  • [23] Millimeter-Wave Pulse Radar Scattering Measurements on the Human Hand
    Heunisch, Sebastian
    Fhager, Lars Ohlsson
    Wernersson, Lars-Erik
    [J]. IEEE ANTENNAS AND WIRELESS PROPAGATION LETTERS, 2019, 18 (07): : 1377 - 1380
  • [24] Automotive millimeter-wave radar
    Matsuzawa, Shin-Ichiro
    [J]. Journal of the Institute of Electronics, Information and Communication Engineers, 2015, 98 (10): : 872 - 875
  • [25] Surface Classification with Millimeter-Wave Radar Using Temporal Features and Machine Learning
    Montgomery, David
    Holmen, Gaston
    Almers, Peter
    Jakobsson, Andreas
    [J]. 2019 16TH EUROPEAN RADAR CONFERENCE (EURAD), 2019, : 1 - 4
  • [26] Exploration of the Sea Surface Wind Speed Retrieval from the Geosynchronous Synthetic Aperture Radar
    Zhou, Lizhang
    Yang, Jingsong
    Zheng, Gang
    Zhang, Yanmin
    Ren, Lin
    Chen, Peng
    [J]. 2021 PHOTONICS & ELECTROMAGNETICS RESEARCH SYMPOSIUM (PIERS 2021), 2021, : 2217 - 2220
  • [27] Sea Surface Wind Speed Retrieval From Textures in Synthetic Aperture Radar Imagery
    Zhou, Lizhang
    Zheng, Gang
    Yang, Jingsong
    Li, Xiaofeng
    Zhang, Bin
    Wang, He
    Chen, Peng
    Wang, Yan
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 60
  • [28] Influence of sea surface backscattering on the spaceborne radar measurements of rainfall
    Li, L
    Im, E
    [J]. IGARSS 2000: IEEE 2000 INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOL I - VI, PROCEEDINGS, 2000, : 2561 - 2563
  • [29] Millimeter-Wave Radiometry of the Temperature Film on a Sea Surface
    I. T. Bubukin
    K. S. Stankevich
    [J]. Radiophysics and Quantum Electronics, 2003, 46 (4) : 233 - 238
  • [30] Using the Polarization of Millimeter-wave Radar as a Navigation Aid
    Brooker, Graham
    Johnson, David
    Underwood, James
    Martinez, Javier
    Xuan, Lu
    [J]. JOURNAL OF FIELD ROBOTICS, 2015, 32 (01) : 3 - 19
12345