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| Citation: | Qiao Xuejin, Wang Qing, Zhan Chao, Wang Xin, Wang Hongyan, Du Guoyun, Li Xueyan. Study on automatic extraction of coastline in the Yellow River Delta based on multi-spectral data[J]. Haiyang Xuebao, 2016, 38(7): 59-71. doi: 10.3969/j.issn.0253-4193.2016.07.006
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The automatic extraction of coastline based on multi-spectral data has been an important question which has received attention for a long time. In this paper, aiming at the situation of the coastline extraction with a relatively single method based on either the spectral characteristic or the spatial relation, the authors present an automatic extraction method which concludes both spectral characteristics and spatial relations. Firstly, through comparing the measured spectrums with the Landsat8-OLI image of 2014 and choosing sensitive bands to build extraction model, we classified and extracted the coastline of the Yellow River Delta. Secondly, through using the method of visual interpretation, we extracted the coastline of experimental coastal section based on the coastline revision of Shandong Province in the 908 special project. Thirdly, through using the ROC (Receiver Operating Characteristic) curve, we evaluated the accuracy of the extraction result by 0.5 pixels and 1 pixel individually. Finally, the experimental result of vector-based coastline was directly applied in the subsequent GIS analysis. On the whole, through this new method, we can extract the coastline of Yellow River Delta quickly with an accuracy of one pixel and an extraction confidence level of higher than 90%.
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张成扬, 赵智杰. 近10年黄河三角洲土地利用/覆盖时空变化特征与驱动因素定量分析[J]. 北京大学学报(自然科学版), 2015, 51(1): 151-158. Zhang Chengyang, Zhao Zhijie. Temporal and spatial change of land use/cover and quantitative analysis on the driving forces in the Yellow River Delta[J]. Acta Scientiarum Naturalium Universitatis Pekinensis, 2015, 51(1): 151-158.
|
|
魏东岚, 曹晓晨. Matlab平台下遥感影像的北方岸线提取研究-以大连长兴岛为例[J]. 测绘通报, 2015(5): 80-83. Wei Donglan, Cao Xiaochen. Using satellite remote sensing image data to research the north coastline extraction based on matlab-A case study of Changxing Island, Dalian City[J]. Bulletin of Surveying and Mapping, 2015(5): 80-83.
|
|
盛佳, 洪中华, 张云, 等. 基于TerraSAR-X影像的格陵兰岛海岸水边线提取[J]. 极地研究, 2014, 26(4): 418-424. Sheng Jia, Hong Zhonghua, Zhang Yun, et al. Extraction of the Greenland coastline based on TerraSAR-X imagery[J]. Chinese Journal of Polar Research, 2014, 26(4): 418-424.
|
|
Rigos A, Andreadis O P, Andreas M, et al. Shoreline Extraction from Coastal Images Using Chebyshev Polynomials and RBF Neural Networks[M]// Artificial Intelligence Applications and Innovations. Berlin Heidelberg:Springer, 2014:593-603.
|
|
Yousef A, Iftekharuddin K. Shoreline extraction from the fusion of LiDAR DEM data and aerial images using mutual information and genetic algrithms[C]. Neural Networks (IJCNN), 2014 International Joint Conference on IEEE, 2014:1007-1014.
|
|
Yousef A, Iftekharuddin K M, Mohammad A K. Shoreline extraction from light detection and ranging digital elevation model data and aerial images[J]. Optical Engineering, 2014, 53(1):259-269.
|
|
Liu H, Wang L, Sherman D J, et al. Algorithmic foundation and software tools for extracting shoreline features from remote sensing imagery and LiDAR data[J]. Journal of Geographic Information System, 2011, 3(2):99-119.
|
|
Feng Y, Liu Y, Liu D. Shoreline mapping with cellular automata and the shoreline progradation analysis in Shanghai, China from 1979 to 2008[J]. Arabian Journal of Geosciences, 2015, 8(7):4337-4351.
|
|
冯永玖, 袁佳宇, 宋丽君, 等. 杭州湾海岸线信息的遥感提取及其变迁分析[J]. 遥感技术与应用, 2015, 2(2): 345-352. Feng Yongjiu, Yuan Jiayu, Song Lijun, et al. Coastline mapping and change detection along Hangzhou Bay using remotely sensed imagery[J]. Remote Sensing Technology and Application, 2015, 2(2): 345-352.
|
|
Feng Y, Liu Y. A cellular automata model based on nonlinear kernel principal component analysis for urban growth simulation[J]. Environment & Planning B Planning & Design, 2013, 40(1):116-134.
|
|
Masria A, Nadaoka K, Negm A, et al. Detection of shoreline and land cover changes around Rosetta Promontory, Egypt, based on remote sensing analysis[J]. Land, 2015, 4(1):216-230.
|
|
Gonçalves G R, Duro N, Sousa E, et al. Automatic extraction of tide-coordinated shoreline using open source software and landsat imagery[C]//ISPRS-International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2015:953-957.
|
|
Zhu C, Zhang X, Luo J, et al. Automatic extraction of coastline by remote sensing technology based on SVM and auto-selection of training samples[J]. Remote Sensing for Land & Resources, 2013, 25(2):69-74.
|
|
关元秀, 刘高焕, 王劲峰. 基于GIS的黄河三角洲盐碱地改良分区[J]. 地理学报, 2001, 56(2): 198-205. Guan Yuanxiu, Liu Gaohuan, Wang Jinfeng. Regionalization of salt-affected land for ameliorationin the Yellow River Delta based on GIS[J]. Acta Geographica Sinica, 2001, 56(2): 198-205.
|
|
国家海洋局908专项办公室.我国近海海洋综合调查与评价专项海岸线修测技术规程[M]. 北京: 海洋出版社, 2007. Special Office of the China National Marine Bureau, 908. China's offshore marine integrated investigation and evaluation of specific coastline revision technology procedures[M]. Beijing: China Ocean Press, 2007.
|
|
孙效功, 赵海虹, 崔承琦. 黄河三角洲潮滩潮沟体系的分维特征[J]. 海洋与湖沼, 2001, 32(1): 74-80. Sun Xiaogong, Zhao Haihong, Cui Chengqi. The fractal characteristics of tidal flat and tidal creek system in the Yellow River Delta[J]. Oceanologia et Limnologia Sinica, 2001, 32(1): 74-80.
|
|
郭永飞,韩震.基于SPOT遥感影像的九段沙潮沟信息提取及分维研究[J]. 海洋与湖沼,2013,44(6):1436-1441. Guo Yongfei, Han Zhen. Information extraction and fractal dimensions based on SPOT remote sensing image for tidal channels in Jiuduansha shoal[J]. Oceanologia et Limnologia Sinica, 2013,44(6):1436-1441.
|
|
Hamedianfar A, Shafri H Z M. Development of fuzzy rule-based parameters for urban object-oriented classification using very high resolution imagery[J]. Geocarto International, 2013, 29(3):1-25.
|
|
徐涵秋. 利用改进的归一化差异水体指数(MNDWI)提取水体信息的研究[J].遥感学报, 2005, 9(5): 589-595. Xu Hanqiu. A Study on information extraction of water body with the modified normalized difference water index(MNDWI)[J]. Journal of Remote Sensing, 2005, 9(5): 589-595.
|
|
Ryu Joo-Hyung, Won Joong-Sun , Min Kyung Duck. Waterline extraction from Landsat TM data in a tidal flat[J]. Remote Sensing of Environment, 2002, 83(3):442-456.
|
|
沈芳,郜昂,吴建平,等. 淤泥质潮滩水边线提取的遥感研究及DEM构建-以长江口九段沙为例[J]. 测绘学报,2008(1):102-107. Shen Fang, Gao Ang, Wu Jianping, et al. A remotely sensed approach on waterline extraction of silty tidal flat for DEM construction,a case study in Jiuduansha Shoal of Yangtze river[J]. Acta Geodaetica et Catograghica sinica, 2008(1):102-107.
|
|
雄卡. 图像处理、分析与机器视觉[M]. 北京:清华大学出版社, 2011. Sonka. Image Processing, Analysis, and Machine Vision[M]. Beijing: Tsinghua University Press, 2011.
|
|
沈琦, 汪承义, 赵斌. 几何活动轮廓模型用于高分辨率遥感影像海岸线自动提取[J]. 复旦学报:自然科学版, 2012, 51(1):77-82. Shen Qi, Wang Chengyi, Zhao Bin. Automatic waterline extraction in VHR imagery using Geometric Active Contour model[J]. Journal of Fudan University(Natural Science), 2012, 51(1):77-82.
|
|
刘善伟, 张杰, 马毅,等. 遥感与DEM相结合的海岸线高精度提取方法[J]. 遥感技术与应用, 2011, 26(5):613-618. Liu Shanwei, Zhang Jie, Ma Yi, et al. Coastline extraction method based on remote sensing and DEM[J]. Remote Sensing Technology and Application, 2011, 26(5):613-618.
|
|
张霞, 庄智, 张旭凯,等. 秦皇岛市海岸线遥感提取及变化监测[J]. 遥感技术与应用, 2014, 29(4):625-630. Zhang Xia, Zhuang Zhi, Zhang Xukai, et al. Coastline extraction and change monitoring by remote sensing technology in Qinghuangdao city[J]. Remote Sensing Technology and Application, 2014, 29(4):625-630.
|
|
Cao Ronglong, Li Cunjun. Extracting Miyun Reservoir's water area and monitoring its change based on a revised normalized different water index[J]. Science of Surveying and Mapping, 2008, 33(2):158-160.
|
|
吴小娟, 肖晨超, 崔振营,等. "高分二号"卫星数据面向对象的海岸线提取法[J]. 航天返回与遥感, 2015, 36(4):84-92. Wu Xiaojuan, Xiao Chenchao, Cui Zhenying, et al. Coastline extraction based on object-oriented method using GF-2 satellite data[J]. Spacecraft Recovery & Remote Sensing, 2015, 36(4):84-92.
|
|
Bagli S, Soille P. Automatic delineation of shoreline and lake boundaries from Landsat satellite images[C]//Proceedings of Initial ECO-IMAGING GI and GIS for Integrated Coastal Management, 2004.
|
|
Zou K, O'Malley A L. Receiver-operating characteristic analysis for evaluating diagnostic tests and predictive models[J]. Circulation, 2007, 115(5):654-657.
|
|
孙伟富, 马毅, 张杰, 等.不同类型海岸线遥感解译标志建立和提取方法研究[J]. 测绘通报, 2011(3):41-44. Sun Weifu, Ma Yi, Zhang Jie, et al. Study of remote sensing interpretation keys and extraction technique of different tyoes of shoreline[J]. Bulletin of Surveying and Mapping, 2011(3):41-44.
|
|
高义, 王辉, 苏奋振, 等. 中国大陆海岸线近30a的时空变化分析[J]. 海洋学报, 2013, 35(6):31-42. Gao Yi, Wang Hui, Su Fenzhen, et al. Spatial and temporal of continental coastline of China in recent three decades[J]. Haiyang Xuebao, 2013, 35(6):31-42.
|
|
马小峰, 赵冬至, 邢小罡, 等. 海岸线卫星遥感提取方法研究[J]. 海洋环境科学, 2007, 26(2):185-189. Ma Xiaofeng, Zhao Dongzhi, Xing Xiaogang, et al. Means of withdrawing coastline by remote sensing[J]. Marine Environmental Science, 2007, 26(2):185-189.
|
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