Nature of Inner Asia
Bibliographic description:
, , , APPLICATION OF HYPERSPECTRAL REMOTE SENSING IN THE DETECTION OF MARINE OIL SPILL // Nature of Inner Asia. - 2019. №4(13). . - С. 93-99.
Title:
APPLICATION OF HYPERSPECTRAL REMOTE SENSING IN THE DETECTION OF MARINE OIL SPILL
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Annotation:
The article presents the application of Hyperion hyperspectral data for conducting oil film detection in the Gulf of Mexico after marine oil spill accident. Data dimension reduction was performed by the Minimum Noise Fraction Method, the endmember was extracted by the Pure Pixel Index (PPI) method. Spectral Angle Mapping (SAM) and Support Vector Machine (SVM) were used to classify and verify data. The results show that the classification accuracy of SVM method is higher than that of SAM method, and the result is closer to the distribution of oil film, while the accuracy of SVM method based on Polynomial kernel function is higher than that of SVM method based on RBF kernel function, and offshore oil film identification is better.
Keywords:
oil film; Hyperion; Spectral Angle Mapping; Support Vector Machine.
List of references:
Bingxin Liu. Extraction and Analysis of Oil Film on Water using Hyperspectral Characteristics.
Dalian Maritime University, 2013.
Bingxiang Tan, Zengyuan Li, Erxue Chen, et al. Preprocessing of EO-1 Hyperion Hyperspectral Data // Remote Sensing Information. 2005. No. 6. Pp. 36–41.
Guoxin Lan. Research on Remote Sensing Spectral Information Mining and Application of Marine Oil Spill. Dalian Maritime University, 2012.
He Ying. Research on Marine Oil Spills Monitoring Using Hyper-spectral Romote Sensing.
Dalian Maritime University, 2011.
Haiyan Bao. Research on Classification Algorithm of Hyperspectral Oil Spill image. Dalian Maritime University, 2011.
Jin Wei. Oil Spill Monitoring Based on Its Spectral Characteristics. Dalian Maritime University, 2008. Jinbiao Fang. Research and Construction of Offshore Oil Film Detection system. Dalian
Maritime University, 2014.
Li Ying, Bingxin Liu, Chen Yu. Study Advancement in Oil Spill Monitoring Using Hyper- spectral Remote Sensing // Marine Environmental Science. 2012. No. 3. Pp. 460–464.
Maozhi Wang, Wenzhao Xu, Wang Wei, et al. Research Progress on Endmember Extraction Algorithm and Its Classification of Hyperspectral Remote Sensing Imagery. Remote Sensing Technology and Applications. 2015. No. 4. Pp. 616–625.
Wang Jing. Extraction Oil Spill Information from Optical Remote Sensing Image Using Multiple Characteristics. Beijing: China University of Geosciences, 2013.
Weiguang Su, Fenzhen Su, Chenghu Zhou, Yunyan Du. Optical Satellite Remote Sensing Capabilities Analysis of the Marine Oil Spill // Journal of Earth Sciences. 2012. No. 14(04). Pp.523–530.
Yuzhou Zhang, Zhili Chen, Tangao Hu, et al. Status and Trends of Remote Sensing Technology to Monitor Marine Oil Spill // Journal of Hangzhou Normal University (Natural Science Edition). 2013. No. 1. Pp. 81–88.
Yingcheng Lu, Qingjiu Tian, Pengfei Song. Study on Extraction Methods of Offshore Oil Stick by Hyperspectral Remote Sensing. 2009. No. 13(4). Pp. 691–695.
Zhu Xi. Discussion on Marine Oil Spill Pollution and Prevention. Collection of Academic Papers of China Marine Society in 2015 / China Marine Society. 2015. No. 3.
Dalian Maritime University, 2013.
Bingxiang Tan, Zengyuan Li, Erxue Chen, et al. Preprocessing of EO-1 Hyperion Hyperspectral Data // Remote Sensing Information. 2005. No. 6. Pp. 36–41.
Guoxin Lan. Research on Remote Sensing Spectral Information Mining and Application of Marine Oil Spill. Dalian Maritime University, 2012.
He Ying. Research on Marine Oil Spills Monitoring Using Hyper-spectral Romote Sensing.
Dalian Maritime University, 2011.
Haiyan Bao. Research on Classification Algorithm of Hyperspectral Oil Spill image. Dalian Maritime University, 2011.
Jin Wei. Oil Spill Monitoring Based on Its Spectral Characteristics. Dalian Maritime University, 2008. Jinbiao Fang. Research and Construction of Offshore Oil Film Detection system. Dalian
Maritime University, 2014.
Li Ying, Bingxin Liu, Chen Yu. Study Advancement in Oil Spill Monitoring Using Hyper- spectral Remote Sensing // Marine Environmental Science. 2012. No. 3. Pp. 460–464.
Maozhi Wang, Wenzhao Xu, Wang Wei, et al. Research Progress on Endmember Extraction Algorithm and Its Classification of Hyperspectral Remote Sensing Imagery. Remote Sensing Technology and Applications. 2015. No. 4. Pp. 616–625.
Wang Jing. Extraction Oil Spill Information from Optical Remote Sensing Image Using Multiple Characteristics. Beijing: China University of Geosciences, 2013.
Weiguang Su, Fenzhen Su, Chenghu Zhou, Yunyan Du. Optical Satellite Remote Sensing Capabilities Analysis of the Marine Oil Spill // Journal of Earth Sciences. 2012. No. 14(04). Pp.523–530.
Yuzhou Zhang, Zhili Chen, Tangao Hu, et al. Status and Trends of Remote Sensing Technology to Monitor Marine Oil Spill // Journal of Hangzhou Normal University (Natural Science Edition). 2013. No. 1. Pp. 81–88.
Yingcheng Lu, Qingjiu Tian, Pengfei Song. Study on Extraction Methods of Offshore Oil Stick by Hyperspectral Remote Sensing. 2009. No. 13(4). Pp. 691–695.
Zhu Xi. Discussion on Marine Oil Spill Pollution and Prevention. Collection of Academic Papers of China Marine Society in 2015 / China Marine Society. 2015. No. 3.
Article.pdf