光谱学与光谱分析 |
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Identification of Oil Type Using Spectral Reflectance Characteristics |
LIU Bing-xin1, 2, LI Ying1,2*, HAN Liang1, 2 |
1. Navigation College, Dalian Maritime University, Dalian 116026, China 2. Environmental Information Institute, Dalian Maritime University, Dalian 116026, China |
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Abstract The reflectance spectra of 4 common oil types, kerosene (with the thickness of 300,500 and 1 000 μm), lubricating oil (with the thickness of 300, 1 000, 1 500 μm), light diesel oil (with the thickness of 50, 300, 500 μm) and 180# diesel ( with the thickness of 500 and 2 000 μm) were analyzed by using cluster analysis and principal component analysis (PCA), in order to explore a fast, timely method for oil type identification. The results of cluster analysis showed that: when the cluster distance between samples was calculated by Euclidean distance and when the distance L=8.976 samples could be correctly classified, the accuracy was up to100%; it also showed the thickness of oil film affected the clustering effects; the principal component analysis showed that: the PCA scores of wavelet detail coefficients had the best result among the original data, the wavelet approximate coefficients and detail coefficients. The methods of using spectral reflectance data combined with cluster analysis and the principal component analysis based on wavelet detail coefficients to identify the type of water film are feasible.
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Received: 2014-08-25
Accepted: 2015-01-12
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Corresponding Authors:
LI Ying
E-mail: yldmu@126.com
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[1] Fingas M, Brown C E. Oil Spill Remote Sensing: A Review. Oil Spill Science and Technology. Boston: Gulf Professional Publishing., 2011. 111. [2] Brekke C, Solberg A H S. Remote Sensing of Environment, 2005, 95: 1. [3] De Beukelaer S M, MacDonald I R, Guinnasso N L, et al. Geo-Marine Letters, 2003, 23(3): 177. [4] Wettle M, Daniel P J, Logan G A, et al. Offshore Petroleum Exploration from Space: A Developing Capability at Geoscience Australia. Sydney: IEEE, 2010, 1. [5] LIU Bing-xin, LI Ying, GAO Chao(刘丙新,李 颖,高 超). Remote Sensing for Land & Resources(国土资源遥感), 2014, 26(1): 42. [6] Li Qingting, Lu Linlin, Zhang Bing, et al. Oil Slope Index: An Algorithm for Crude Oil Spill Detection with Imaging Spectroscopy. Shanghai, China: IEEE Computer Society, 2012, 46. [7] LU Ying-cheng, TIAN Qing-jiu, SONG Peng-fei, et al(陆应诚,田庆久,宋鹏飞, 等). Journal of Remote Sensing(遥感学报), 2009, 13(4): 691. [8] LI Ying, HE Ying, LAN Guo-xin(李 颖,何 莹,兰国新). Journal of Dalian Maritime University(大连海事大学学报), 2011, 37(2): 117. [9] LU Ying-cheng, TIAN Qing-jiu, WANG Jing-jing, et al(陆应诚,田庆久,王晶晶, 等). Chinese Science Bulletin(科学通报), 2008, 53(9): 1085. [10] ZHAO Dong-zhi, CONG Pi-fu(赵冬至,丛丕福). Remote Sensing Technology and Application(遥感技术与应用), 2000, 15(3): 160. [11] ZHAO Yun-sheng, WU Tai-xia, LUO Yang-jie, et al(赵云升,吴太夏,罗杨洁, 等). Journal of Remote Sensing(遥感学报), 2006, 10(3): 294. [12] Lammoglia T, Filho C R D S. Remote Sensing of Environment, 2011, 115(10): 2525. [13] Leifer I, Lehr W J, Simecek-Beatty D, et al. Remote Sensing of Environment, 2012, 124: 185. [14] Lammoglia T, Souza Filho C R D. Remote Sensing of Environment, 2012, 123: 381. [15] ZHANG Yong-ning, DING Qian, GAO Chao, et al(张永宁,丁 倩,高 超, 等). Marine Environmental Science(海洋环境科学), 2000, 19(3): 5. [16] LIANG Man, HUANG Fu-rong, HE Xue-jia, et al(梁 曼,黄富荣,何学佳, 等). Spectroscopy and Spectral Analysis(光谱学与光谱分析), 2014,34(8): 2132.
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