Automatic Detection of Oil Spill Disasters Along Gulf of Mexico Using RADARSAT-2 SAR Data

被引:0
|
作者
Maged Marghany
机构
[1] University Putra Malaysia (UPM),Faculty of Engineering, Geospatial Information Science Research Centre
关键词
Oil spills; Gulf of Mexico; RADARSAT-2 SAR; ScanSAR narrow beam; Genetic algorithm;
D O I
暂无
中图分类号
学科分类号
摘要
In this work, the genetic algorithm is utilised for automatic detection of oil spills under wind speed conditions larger than 20 ms−1. The procedure is implemented using sequences of RADARSAT-2 SAR ScanSAR Narrow single beam data acquired in the Gulf of Mexico. The study demonstrates that implementing crossover allows for generation of accurate oil spills pattern. This conclusion is confirmed by the receiver–operating characteristic (ROC) curve. The ROC curve indicates that the existence of oil slick footprints can be identified with the area under the ROC curve and the no-discrimination line of 85 %, which is greater than that of other surrounding environmental features. In conclusion, the genetic algorithm can be used as a tool for the automatic detection of oil spills and the ScanSAR Narrow single beam mode serves as an excellent sensor for oil spill detection and surveying under wind speed larger than 20 ms−1.
引用
收藏
页码:503 / 511
页数:8
相关论文
共 50 条
  • [1] Automatic Detection of Oil Spill Disasters Along Gulf of Mexico Using RADARSAT-2 SAR Data
    Marghany, Maged
    JOURNAL OF THE INDIAN SOCIETY OF REMOTE SENSING, 2017, 45 (03) : 503 - 511
  • [2] Automatic Mexico Gulf Oil Spill Detection from Radarsat-2 SAR Satellite Data Using Genetic Algorithm
    Maged Marghany
    Acta Geophysica, 2016, 64 : 1916 - 1941
  • [3] Automatic Mexico Gulf Oil Spill Detection from Radarsat-2 SAR Satellite Data Using Genetic Algorithm
    Marghany, Maged
    ACTA GEOPHYSICA, 2016, 64 (05) : 1916 - 1941
  • [4] Automatic detection of oil spills in the Gulf of Mexico from RADARSAT-2 SAR satellite data
    Marghany, Maged
    ENVIRONMENTAL EARTH SCIENCES, 2015, 74 (07) : 5935 - 5947
  • [5] Automatic detection of oil spills in the Gulf of Mexico from RADARSAT-2 SAR satellite data
    Maged Marghany
    Environmental Earth Sciences, 2015, 74 : 5935 - 5947
  • [6] Entropy algorithm for automatic detection of oil spill from radarsat-2 SAR data
    Marghany, M.
    van Genderen, J.
    8TH INTERNATIONAL SYMPOSIUM OF THE DIGITAL EARTH (ISDE8), 2014, 18
  • [7] Utilization of a genetic algorithm for the automatic detection of oil spill from RADARSAT-2 SAR satellite data
    Marghany, Maged
    MARINE POLLUTION BULLETIN, 2014, 89 (1-2) : 20 - 29
  • [8] COMPARATIVE ALGORITHMS FOR OIL SPILL AUTOMATIC DETECTION USING MULTIMODE RADARSAT-1 SAR DATA
    Marghany, Maged
    Hashim, Mazlan
    2011 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2011, : 2173 - 2176
  • [9] An Experiment for Oil Spill Recognition Using RADARSAT-2 Image
    Tian, Wei
    Shao, Yun
    Yuan, Junna
    Wang, Shiang
    Liu, Yang
    2010 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2010, : 2761 - 2764
  • [10] Texture entropy algorithm for automatic detection of oil spill from RADARSAT-1 SAR data
    Marghany, Maged
    Hashim, Mazlan
    INTERNATIONAL JOURNAL OF THE PHYSICAL SCIENCES, 2010, 5 (09): : 1475 - 1480