NAVIGATION ASSISTANCE FOR ICE-INFESTED WATERS THROUGH AUTOMATIC ICEBERG DETECTION AND ICE CLASSIFICATION BASED ON TERRASAR-X IMAGERY

被引:8
|
作者
Ressel, R. [1 ]
Frost, A. [1 ]
Lehner, S. [1 ]
机构
[1] German Aerosp Ctr DLR, Earth Observat Ctr, Remote Sensing Technol Inst, D-28199 Bremen, Germany
关键词
CFAR detector; GLCM features; iceberg monitoring; neural network; sea ice classification; TerraSAR-X; SYNTHETIC-APERTURE RADAR; TEXTURE ANALYSIS; COOCCURRENCE; SAR; FEATURES;
D O I
10.5194/isprsarchives-XL-7-W3-1049-2015
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Most icebergs present in northern latitudes originate from western Greenland glaciers, from where they drift into Baffin Bay, circulating north along Greenland coast and south along Canadian coast. Some of them drift more southwards up to Newfoundland, where they frequently cross shipping routes. Furthermore, the Arctic summer sea ice coverage significantly decreased over the last three decades. This has attracted numerous attentions from maritime end-users. To keep Arctic shipping routes safe, the monitoring of sea ice and icebergs is crucial. For this purpose, satellite-based Synthetic Aperture Radar (SAR) is well suited. Equipped with an active radar antenna, SAR satellites provide image data of the ocean and frozen waters independent of weather conditions, cloud cover or absence of daylight. In this paper, we present a processor for sea ice classification and (subsequent) iceberg detection based on TerraSAR-X imagery. In the classification step, texture features are extracted from the images and fed into a neural network, indicating areas of low sea ice concentration. Then, an adapted Constant False Alarm Rate (CFAR) detector is executed in order to detect icebergs. In the end, sea ice boundary and iceberg positions are output. Our experiments deal with HH polarized TerraSAR-X images taken in spring season in the Baffin Bay off the western Greenland coast, where both, sea ice and icebergs are present. Our results exemplify how a comprehensive ice processor with complementary information can be set up for near real time (NRT) service in ice infested waters.
引用
收藏
页码:1049 / 1056
页数:8
相关论文
共 22 条
  • [1] Ship Detection in Ice-Infested Waters Based on Dual-Polarization SAR Imagery
    Brekke, Camilla
    Anfinsen, Stian Normann
    [J]. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2011, 8 (03) : 391 - 395
  • [2] Iceberg Detection in Open and Ice-Infested Waters Using C-Band Polarimetric Synthetic Aperture Radar
    Akbari, Vahid
    Brekke, Camilla
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2018, 56 (01): : 407 - 421
  • [3] IceRegionShip: Optical Remote Sensing Dataset for Ship Detection in Ice-Infested Waters
    Wang, Peilin
    Liu, Bingxin
    Li, Ying
    Chen, Peng
    Liu, Peng
    [J]. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2024, 17 : 1007 - 1020
  • [4] INVESTIGATION OF RADARSAT-2 AND TERRASAR-X DATA FOR RIVER ICE CLASSIFICATION
    Mermoz, Stephane
    Allain, Sophie
    Bernier, Monique
    Pottier, Eric
    [J]. 2009 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOLS 1-5, 2009, : 280 - +
  • [5] Sea Ice Classification Using TerraSAR-X ScanSAR Data With Removal of Scalloping and Interscan Banding
    Zhang, Lu
    Liu, Huiying
    Gu, Xinwei
    Guo, Huadong
    Chen, Jie
    Liu, Guang
    [J]. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2019, 12 (02) : 589 - 598
  • [6] Ship Classification with High Resolution TerraSAR-X Imagery Based on Analytic Hierarchy Process
    Zhao, Zhi
    Ji, Kefeng
    Xing, Xiangwei
    Chen, Wenting
    Zou, Huanxin
    [J]. INTERNATIONAL JOURNAL OF ANTENNAS AND PROPAGATION, 2013, 2013
  • [7] Multimedia fate modeling of oil spills in ice-infested waters: An exploration of the feasibility of fugacity-based approach
    Yang, Ming
    Khan, Faisal
    Garaniya, Vikram
    Chai, Shuhong
    [J]. PROCESS SAFETY AND ENVIRONMENTAL PROTECTION, 2015, 93 : 206 - 217
  • [8] Baekdu Volcano Lake "Chun-ji" Ice Dynamic Monitoring Using TerraSAR-X Satellite Imagery
    Park, Sung-Jae
    Lee, Seulki
    Lee, Chang-Wook
    [J]. KOREAN JOURNAL OF REMOTE SENSING, 2019, 35 (02) : 327 - 336
  • [9] Detection and Velocity Measurement of Brash Ice in the Arctic Ocean by TerraSAR-X Quad-pol SAR
    Hong, Sang-Hoon
    Kim, Jae-Hun
    Park, Jeong-Won
    Won, Joong-Sun
    [J]. JOURNAL OF COASTAL RESEARCH, 2019, : 1 - 10
  • [10] COMPARING AUTOMATED SEA ICE CLASSIFICATION ON SINGLE-POL AND DUAL-POL TERRASAR-X DATA
    Ressel, Rudolf
    Frost, Anja
    Lehner, Susanne
    [J]. 2015 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2015, : 3442 - 3445