PING Bo, SU Fenzhen, MENG Yunshan, FANG Shenghui, DU Yunyan. A model of sea surface temperature front detection based on a threshold interval[J]. Acta Oceanologica Sinica, 2014, 33(7): 65-71. doi: 10.1007/s13131-014-0502-x
Citation: PING Bo, SU Fenzhen, MENG Yunshan, FANG Shenghui, DU Yunyan. A model of sea surface temperature front detection based on a threshold interval[J]. Acta Oceanologica Sinica, 2014, 33(7): 65-71. doi: 10.1007/s13131-014-0502-x

A model of sea surface temperature front detection based on a threshold interval

doi: 10.1007/s13131-014-0502-x
  • Received Date: 2013-04-26
  • Rev Recd Date: 2013-11-11
  • A model (Bayesian oceanic front detection, BOFD) of sea surface temperature (SST) front detection in satellite-derived SST images based on a threshold interval is presented, to be used in different applications such as climatic and environmental studies or fisheries. The model first computes the SST gradient by using a Sobel algorithm template. On the basis of the gradient value, the threshold interval is determined by a gradient cumulative histogram. According to this threshold interval, front candidates can be acquired and prior probability and likelihood can be calculated. Whether or not the candidates are front points can be determined by using the Bayesian decision theory. The model is evaluated on the Advanced Very High-Resolution Radiometer images of part of the Kuroshio front region. Results are compared with those obtained by using several SST front detection methods proposed in the literature. This comparison shows that the BOFD not only suppresses noise and small-scale fronts, but also retains continuous fronts.
  • loading
  • Belkin I, Cornillon P, Sherman K. 2009. Fronts in large marine ecosystems. Progress in Oceanography, 81: 223-236
    Canny J. 1986. A computational approach to edge detection. IEEE Transactions Pattern Analysis and Machine Intelligence PAMI, 8(6): 679-698
    Cayula J F, Cornillon P. 1992. Edge detection algorithm for SST images. Journal of Atmospheric and Oceanic Technology, 9: 67-80
    Cayula J F, Cornillon P. 1995. Multi-image edge detection for SST images. Journal of Atmospheric and Oceanic Technology, 12: 821-829
    Diehl F, Budd W, Ullman D, et al. 2001. Geographic window sizes applied to remote sensing sea surface temperature front detection. Journal of Atmospheric and Oceanic Technology, 19: 1105-1113
    Duda R, Hart P, Stock D. 2003. Pattern Classification (in Chinese). Beijing: China Ocean Press, 16-18
    Huh O K. 1982. Satellite observations and the annual cycle of surface circulation in the Yellow Sea, East China Sea, and Korea Strait. La Mer, 20: 210-222
    Janowitz M F. 1985. Automatic Detection of Gulf Stream Rings. MASSACHUSETTS UNIV AMHERST, No. TR-J850
    Mansoori E, Eghbali H. 2006. Heuristic edge detection using fuzzy rule-based classifier. Journal of Intelligent and Fuzzy Systems, 17: 457-469
    Oram J, Mcwilliams J, Stolzenbach K. 2008. Gradient-based edge detection and feature classification of sea-surface images of the southern California Bight. Remote Sensing of Environment, 112(5): 2397-2415
    Rivas A, Pisoni J. 2009. Identification, characteristics and seasonal evolution of surface thermal fronts in the Argentinean continental shelf. Journal of Marine Systems, 79: 134-143
    Sauter D, Parson L. 1994. Spatial filtering for speckle reduction contrast enhancement, and texture analysis of GLORIA images. IEEE J Oceanic Eng, 19: 563-576
    Savage C R, Petrell R J, Neufeld T P. 1994. Underwater fish video images: image quality and edge detection techniques. Can Agric End, 36: 175-183
    Shimada T, Sakaida F, Kawamura H, et al. 2005. Application of an edge detection method to satellite images for distinguishing sea surface temperature fronts near the Japanese coast. Remote Sensing of Environment, 98(1): 21-34
    Shi Hanqing, Zhang Wei, Yin Zhiquan. 2010. Study on ocean front detection based on Canny operator and mathematical morphology. International Conference on Remote Sensing (in Chinese). China: China Academic Journal Electronic Publishing House, 4: 252-255
    Vázquez D P, Chakir Atae-Allah, Pedro L L.1999. Entropic approach to edge detection for SST images. Journal of Atmospheric and Oceanic Technology, 16: 970-979
    Zhang Hao, Cai Jinhui, Huang Pingjie, et al. 2007. Edge detection of complex scenes based on Bayesian statistical inference. Journal of South China University of Technology: Natural Science Edition (in Chinese), 35(9): 40-44
  • 加载中

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索

    Article Metrics

    Article views (1870) PDF downloads(2443) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return