基于FY-3/MERSI数据的北冰洋流冰自动提取与跟踪方法

周颖; 匡定波; 巩彩兰; 胡勇; 方圣辉; 张熠; 彭漪

doi:10.3969/j.issn.0253-4193.2016.07.005

基于FY-3/MERSI数据的北冰洋流冰自动提取与跟踪方法

doi: 10.3969/j.issn.0253-4193.2016.07.005

1.
武汉大学遥感信息工程学院, 湖北武汉 430072
2.
中国科学院上海技术物理研究所遥感信息研究实验室, 上海 200083

基金项目: 国家自然科学基金(41401490);中国科学院上海技术物理研究所创新专项项目(Q-ZY-52)。

计量
- 文章访问数: 780
- HTML全文浏览量: 11
- PDF下载量: 774
- 被引次数: 0
出版历程
- 收稿日期: 2015-05-08

Automatic extraction and tracking the Arctic drift ice based on FY-3/MERSI data

1.
School of Remote Sensing and Information Engineering, Wuhan University, Wuhan 430072, China
2.
Laboratory of Remote Sensing Information, Shanghai Institute of Technical Physics, Chinese Academic of Sciences, Shanghai 200083, China

摘要

摘要:
北冰洋航路是未来全球航运的重点开拓领域,海冰运动对北冰洋航路开发有重要影响。本文利用风云三号卫星中分辨率光谱成像仪(FY-3/MERSI)数据的特点和优势,研究北冰洋流冰自动提取和运动跟踪的方法。首先在分析流冰灰度分布特征的基础上,提出分区域阈值分割与梯度差分相结合的方法实现块状流冰提取,然后根据块状流冰的多种几何特征匹配同名流冰并计算其运动速度。应用这种方法跟踪2011年6月弗雷姆海峡流冰运动,跟踪结果与美国国家冰雪数据中心提供的极地网格化日均海冰运动矢量整体趋势一致,验证了方法的有效性。这种方法获取各块流冰实际运动速度,可以有效弥补网格化海冰运动平均速度场分布和细节的不足,为北冰洋航路开发提供更详细的流冰运动信息。
- FY-3/MERSI /
- 块状流冰提取 /
- 同名流冰 /
- 运动速度 /
- 弗雷姆海峡
Abstract:
Sea ice motion adversely plays an important role in the developing the Arctic Passage which is essential for commercial global shipping. This paper developed an automatic extraction and tracking method for Arctic drift ice based on the FY-3/MERSI data that obtained by Medium Resolution Spectral Imager onboard FengYun-3 satellite. Firstly, on the basis of the gray distribution feature of drift ice, the blocky drift ices were extracted by combining sub-region bimodal threshold segmentation with gradient differential technique. Secondly, the matching of same drift ice in pair images was implemented according to the geometric feature and the velocity of the matched ice was calculated. A series image of the Fram Strait was used to compute the drift ice motion. The resulting motion vectors were found to match well with the polar daily grid sea ice motion vectors provided by the National Snow and Ice Data Center, thus verifying the validity of the proposed method of tracking drift ice motion. The prime effect of this method is effectively supplying the actual motion vector of drift ice to improve the distribution and details of grid sea ice motion vectors. So this method is capable of providing comprehensive and detailed information support of the sea ice motion for the Arctic Passage development.
- FY-3/MERSI /
- blocky drift ice extraction /
- homonymy drift ice /
- motion velocity /
- Fram Strait

HTML全文

参考文献(20)

白春江, 李志华, 杨佐昌. 北极航线探讨[J]. 航海技术,2009(5): 7-9. Bai Chunjiang, Li Zhihua, Yang Zuochang. Research of Arctic sea routes[J]. Marine Technology, 2009(5):7-9.

李春花, 李明, 赵杰臣,等. 近年北极东北和西北航道开通状况分析[J]. 海洋学报,2014, 36(10): 33-47. Li Chunhua, Li Ming, Zhao Jiechen, et al. Navigable status analysis of Arctic Northeast and Northwest Passage in recent years[J]. Haiyang Xuebao, 2014, 36(10): 33-47.

Laviolette P E, Hubertz J M. Surface circulation patterns off the East Coast of Greenland as deduced from satellite photographs of ice floes[J]. Geophysical Research Letters, 1975, 2(9): 400-402.

Sun Y. Automatic ice motion retrieval from ERS-1 SAR images using the optical flow method[J]. International Journal of Remote Sensing, 1996, 17(11): 2059-2087.

Ninnis R M, Emery W J, Collins M J. Automated extraction of pack ice motion from advanced very high resolution radiometer imagery[J]. Journal of Geophysical Research: Oceans, 1986, 91(C9): 10725-10734.

Emery W J, Fowler C W, Hawkins J, et al. Fram Strait satellite image-derived ice motions[J]. Journal of Geophysical Research: Oceans, 1991, 96(C3): 4751-4768.

曹梅盛, 李新, 陈贤章,等. 冰冻圈遥感[M]. 北京: 科学出版社, 2006: 193-196. Cao Meisheng, Li Xin, Chen Xianzhang, et al. Remote Sensing of Cryosphere[M]. Beijing: Science Press, 2006: 193-196.

Kwok R. Outflow of Arctic Ocean sea ice into the Greenland and Barents Seas: 1979-2007[J]. Journal of Climate, 2009, 22(9): 2438-2457.

Widell K, Østerhus S, Gammelsrød T. Sea ice velocity in the Fram Strait monitored by moored instruments[J]. Geophysical Research Letters, 2003, 30(19): 1982.

周颖, 巩彩兰, 胡勇, 等. 风云三号MERSI数据提取北冰洋海冰信息方法研究[J]. 大气与环境光学学报, 2013, 8(1): 53-59. Zhou Ying, Gong Cailan, Hu Yong, et al. Extraction of sea ice information in the Arctic Ocean by using FY-3/MERSI data[J]. Journal of Atmospheric and Environmental Optics, 2013, 8(1): 53-59.

卢鹏. 基于图像分析的海冰几何参数和拖曳系数参数化研究[D]. 大连:大连理工大学, 2007: 30-31. Lu Peng. Study on sea ice geometric parameters and parameterization of drag coefficient based on image analysis[D]. Dalian: Dalian University of Technology, 2007: 30-31.

方兆宝, 林珲, 吴立新,等. 流形群运动目标自动识别与跟踪技术研究-以MCS自动跟踪方法为例[J]. 遥感学报, 2004, 8(1): 14-22. Fang Zhaobao, Lin Hui, Wu Lixin, et al. A study on the automatic identifying and tracking flow shape group moving targets: a case of MCS[J]. Journal of Remote Sensing, 2004, 8(1): 14-22.

严柏军, 郑链, 王克勇. 基于不变矩特征匹配的快速目标检测算法[J]. 红外技术, 2001, 23(6): 8-12. Yan Bojun, Zheng Lian, Wang Keyong. Fast target-detection algorithm based on invariant moment[J].Infrared Technology, 2001, 23(6): 8-12.

白洁, 王洪庆, 陶祖钰. GMS卫星红外云图强对流云团的识别与追踪[J]. 热带气象学报, 1997, 13(2): 158-167. Bai Jie, Wang Hongqing, Tao Zuyu. Recognition and tracing of severe convective cloud from IR images of GMS[J]. Journal of Tropical Meteorology, 1997, 13(2): 158-167.

刘卫光. 图像信息融合与识别[M]. 北京: 电子工业出版社, 2008: 106-122. Liu Weiguang. Image Fusion and Recognition[M].Beijing:Publishing House of Electronics Industry, 2008:106-122.

National Snow & Ice Data Center. Polar Pathfinder Daily 25 km EASE-Grid Sea Ice Motion Vectors.Version 2[OL]. http://dx.doi.org/10.5067/LHAKY495NL2T

Screen J A, Simmonds I, Keay K. Dramatic interannual changes of perennial Arctic sea ice linked to abnormal summer storm activity[J]. Journal of Geophysical Research: Atmospheres, 2011, 116(D15), doi: 10.1029/2011JD015847

Zhao Y, Liu A K. Arctic sea-ice motion and its relation to pressure field[J]. Journal of oceanography, 2007, 63(3): 505-515.

Tsukernik M, Deser C, Alexander M, et al. Atmospheric forcing of Fram Strait sea ice export: a closer look[J]. Climate dynamics, 2010, 35(7/8): 1349-1360.

Smedsrud L H, Sirevaag A, Kloster K, et al. Recent wind driven high sea ice area export in the Fram Strait contributes to Arctic sea ice decline [J]. The Cryosphere, 2011, 5(4): 821-829.

施引文献

资源附件(0)

访问统计