基于Sentinel-1和DEM数据的南岭高植被覆盖区地形线性特征提取方法

鲁泽恩; 田玉刚; 柳庆威; 王晶; 朱宁; 徐亚东

doi:10.3799/dqkx.2020.351

Volume 46 Issue 4

Apr. 2021

Turn off MathJax

Article Contents

Article Navigation > Earth Science > 2021 > 46(4): 1349-1358

Lu Zeen, Tian Yugang, Liu Qingwei, Wang Jing, Zhu Ning, Xu Yadong, 2021. Topographical Linear Feature Extraction Method Based on Sentinel-1 and DEM in Areas with High Vegetation Coverage of Nanling. Earth Science, 46(4): 1349-1358. doi: 10.3799/dqkx.2020.351

Citation:

Lu Zeen, Tian Yugang, Liu Qingwei, Wang Jing, Zhu Ning, Xu Yadong, 2021. Topographical Linear Feature Extraction Method Based on Sentinel-1 and DEM in Areas with High Vegetation Coverage of Nanling. Earth Science, 46(4): 1349-1358. doi: 10.3799/dqkx.2020.351

Citation:

Lu Zeen, Tian Yugang, Liu Qingwei, Wang Jing, Zhu Ning, Xu Yadong, 2021. Topographical Linear Feature Extraction Method Based on Sentinel-1 and DEM in Areas with High Vegetation Coverage of Nanling. Earth Science, 46(4): 1349-1358. doi: 10.3799/dqkx.2020.351

PDF( 10607 KB)

Topographical Linear Feature Extraction Method Based on Sentinel-1 and DEM in Areas with High Vegetation Coverage of Nanling

doi: 10.3799/dqkx.2020.351

Lu Zeen^{1
,
,},
Tian Yugang^{1
,
,},
Liu Qingwei¹,
Wang Jing^{2, 3},
Zhu Ning^{2, 3},
Xu Yadong^{2, 3}

1.
School of Geography and Information Engineering, China University of Geosciences, Wuhan 430074, China
2.
School of Earth Sciences, China University of Geosciences, Wuhan 430074, China
3.
Hubei Key Laboratory of Critical Zone Evolution, Wuhan 430074, China

Received Date: 2020-10-06
Publish Date: 2021-04-15

Abstract

Abstract

Geological surveying is challenging in high-altitude mountains with dense vegetation in Nanling because it is inaccessible both for human and material resources. It is necessary to design reasonable field survey routes in advance according to the topographical linear characteristics of the area. Moreover, the topographical linear characteristics can provide the auxiliary information for local tectonic movement. Remotely sensed technology has become an important method for geological research and geological survey due to its macroscopic, multi-scale and multi-level characteristics. However, in areas with high vegetation coverage, optical remote sensing images are difficult to penetrate vegetation, while microwave radar images can do because of its good vegetation penetration. Therefore, the topographical linear feature extraction method based on Sentinel-1 (radar satellite) and DEM data in areas with high vegetation coverage is proposed. This method first uses the likelihood ratio edge detection algorithm to extract the edge features in Sentinel-1 images. Then, the linear features of DEM are enhanced to generate mountain shadow images, and then the main linear features such as ridge lines and valley lines are extracted by Canny edge detection operator. Finally, taking the feature line extracted from DEM as the center, a buffer zone is established and intersected with the result from radar images, and then the local straight line fitting is done by using the Douglas-Puck algorithm to obtain the final topographical linear features in the study area. The results show that the proposed method comprehensively considers the micro-detail information of radar images and the macro-trend information of DEM data, and can remove false edges and noise points while retaining the main topographical linear features, and the extraction effect is good.
- Sentinel-1,
- digital elevation model,
- Nanling,
- high vegetation coverage,
- linear feature,
- remote sensing

FullText(HTML)

References(49)

References

Chen, G.X., Liu, T.Y., Sun, J.S., et al., 2014. Characteristics of Multi-Scale Gravity Field and Deep Structures in Nanling Metallogenic Belt. Earth Science, 39(2): 240-250(in Chinese with English abstract). http://en.cnki.com.cn/Article_en/CJFDTOTAL-DQKX201402012.htm

Douglas, D.H., Peucker, T.K., 1973. Algorithms for the Reduction of the Number of Points Required to Represent a Digitized Line or Its Caricature. In: Dodge, M., ed., Classics in Cartography: Reflections on Influential Articles from Cartographica. John Wiley & Sons, Ltd., New York.

Gan, C.S., Wang, Y.J., Cai, Y.F., et al., 2016. The Petrogenesis and Tectonic Implication of Wengong Intrusion in the Nanling Range. Earth Science, 41(1): 17-34(in Chinese with English abstract). http://en.cnki.com.cn/Article_en/CJFDTOTAL-DQKX201601002.htm

Germain, O., Refregier, P., 2000. On the Bias of the Likelihood Ratio Edge Detector for SAR Images. IEEE Transactions on Geoscience and Remote Sensing, 38(3): 1455-1457. https://doi.org/10.1109/36.843041

Giles, P.T., 1998. Geomorphologic Signatures: Classification of Aggregated Slope Unit Objects from Digital Elevation and Remote Sensing Data. Earth Surface Processes and Landforms, 23(7): 581-594. https://doi.org/10.1002/(sici)1096-9837(199807)23:7<581::aid-esp863>3.0.co;2-s doi: 10.1002/(sici)1096-9837(199807)23:7<581::aid-esp863>3.0.co;2-s

Hu, G.B., Liu, F., Dang, W., et al., 2019. Application of Remote Sensing Technology to Geological Mapping in the Vegetation Covered Area of Southwest Yunnan. Remote Sensing for Land & Resources, 31(2): 224-230(in Chinese with English abstract). http://en.cnki.com.cn/Article_en/CJFDTotal-GTYG201902032.htm

Hu, J.L., Tang, M.G., Luo, M.L., et al., 2020. The Extraction of Characteristic Elements of Mountain Based on DEM. Journal of Geo-Information Science, 22(3): 422-430 (in Chinese with English abstract).

Hu, Q.M., 2017. Research Progress on Extraction Method of Terrain Features Lines. Geomatics & Spatial Information Technology, 40(4): 47-50, 54(in Chinese with English abstract). http://en.cnki.com.cn/Article_en/CJFDTotal-DBCH201704013.htm

Lee, T.H., Moon, W.M., 2002. Lineament Extraction from Landsat TM, JERS-1 SAR, and DEM for Geological Applications. IEEE International Geoscience and Remote Sensing Symposium, Toronto, Ontario, Canada, 3276-3278. https://doi.org/10.1109/igarss.2002.1027154

Li, Q., Zhang, J.F., 2019. Investigation on Earthquake-Induced Landslide in Jiuzhaigou Using Fully Polarimetric GF-3 SAR Images. Journal of Remote Sensing, 23(5): 883-891(in Chinese with English abstract).

Li, W.K., Zhang, W., Qin, J.H., et al., 2020. "Expansion-Fusion"Extraction of Surface Gully Area Based on DEM and High-Resolution Remote Sensing Images. Earth Science, 45(6): 1948-1955(in Chinese with English abstract).

Liu, H., He, Z.W., Zhao, Y.B., et al., 2017. Improved ROEWA Edge Detector for SAR Images. Journal of Remote Sensing, 21(2): 273-279(in Chinese with English abstract). http://en.cnki.com.cn/Article_en/CJFDTOTAL-YGXB201702010.htm

Liu, X., Lü, X.B., Wu, C.M., et al., 2020. Topographic Correction Method for High Spatial Resolution Remote Sensing Data in Mountainous Area. Earth Science, 45(2): 645-662 (in Chinese with English abstract).

Liu, X.X., Chen, J.P., Zeng, M., et al., 2015. Geological Structural Interpretation of Qiangduo Area in Tibet Based on Multi-Source Remote Sensing Data. Remote Sensing for Land & Resources, 27(3): 154-160(in Chinese with English abstract). http://en.cnki.com.cn/Article_en/CJFDTOTAL-GTYG201503025.htm

Masoud, A.A., Koike, K., 2011. Auto-Detection and Integration of Tectonically Significant Lineaments from SRTM DEM and Remotely-Sensed Geophysical Data. ISPRS Journal of Photogrammetry and Remote Sensing, 66(6): 818-832. https://doi.org/10.1016/j.isprsjprs.2011.08.003

Neubeck, A., Van Gool, L., 2006. Efficient Non-Maximum Suppression. 18th International Conference on Pattern Recognition(ICPR'06), Hong Kong, 850-855. https://doi.org/10.1109/icpr.2006.479

Oguchi, T., Aoki, T., Matsuta, N., 2003. Identification of an Active Fault in the Japanese Alps from DEM-Based Hill Shading. Computers & Geosciences, 29(7): 885-891. https://doi.org/10.1016/S0098-3004(03)00083-9

Shu, L.S., Zhou, X.M., Deng, P., et al., 2006. Principal Geological Features of Nanling Tectonic Belt, South China. Geological Review, 52(2): 251-265(in Chinese with English abstract). http://en.cnki.com.cn/Article_en/CJFDTOTAL-DZLP200602017.htm

Tan, Q.L., Shao, Y., Fan, X. T, 2002. Geology Application of Radar Remote Sensing Technology and Its Development. Remote Sensing Technology and Application, 17(5): 269-275(in Chinese with English abstract). http://en.cnki.com.cn/Article_en/CJFDTOTAL-DZZK200301012.htm

Tang, G.A., Yang, X., 2012. ArcGIS Geographic Information System Spatial Analysis Experiment Tutorial. Science Press, Beijing (in Chinese).

Touzi, R., Lopes, A., Bousquet, P., 1988. A Statistical and Geometrical Edge Detector for SAR Images. IEEE Transactions on Geoscience and Remote Sensing, 26(6): 764-773. https://doi.org/10.1109/36.7708

Tu, K., Wen, Q., Chen, H., et al., 2019. New Method of Structural Interpretation in Meadow Covering Based on GaoFen-3 Pol-SAR Images. Journal of Remote Sensing, 23(2): 243-251 (in Chinese with English abstract). http://www.researchgate.net/publication/332706802_New_method_of_structural_interpretation_in_meadow_covering_based_on_GaoFen-3_Pol-SAR_images

Wang, R.S., Xiong, S.Q., Nie, H.F., et al., 2011. Remote Sensing Technology and Its Application in Geological Exploration. Acta Geologica Sinica, 85(11): 1699-1743(in Chinese with English abstract). http://en.cnki.com.cn/Article_en/CJFDTOTAL-DZXE201111003.htm

Wu, T.D., Lee, M.T., 2007. Geological Lineament and Shoreline Detection in SAR Images.2007 IEEE International Geoscience and Remote Sensing Symposium, Barcelona, 520-523. https://doi.org/10.1109/igarss.2007.4422845

Yan, S.J., Tang, G.A., Li, F.Y., et al., 2011. An Edge Detection Based Method for Extraction of Loess Shoulder-Line from Grid DEM. Geomatics and Information Science of Wuhan University, 36(3): 363-367(in Chinese with English abstract). http://www.cqvip.com/qk/71135x/201107/36919796.html

Zhang, H.P., Yang, N., Liu, S.F., et al., 2006. Recent Progress in the DEM-Based Tectonogeomorphic Study. Geological Bulletin of China, 25(6): 660-669(in Chinese with English abstract). http://www.zhangqiaokeyan.com/academic-journal-cn_geological-bulletin-china_thesis/0201252289824.html

Zhang, K., Ma, S.B., Li, Z.R., et al., 2016. Geological Interpretation of GF-1 Satellite Imagery. Remote Sensing Information, 31(1): 115-123(in Chinese with English abstract). http://en.cnki.com.cn/Article_en/CJFDTOTAL-YGXX201601019.htm

Zhao, L.J., Jia, C.L., Kuang, G.Y., 2007. Overview of Edge Detection in SAR Images. Journal of Image and Graphics, 12(12): 2042-2049(in Chinese with English abstract). http://en.cnki.com.cn/Article_en/CJFDTOTAL-ZGTB200712003.htm

Zheng, H.R., Xu, Z.G., Gan, L., et al., 2018. Synthetic Aperture Radar Remote Sensing Technology in Geological Application: A Review. Remote Sensing for Land & Resources, 30(2): 12-20 (in Chinese with English abstract).

陈国雄, 刘天佑, 孙劲松, 等, 2014. 南岭成矿带多尺度重力场及深部构造特征. 地球科学, 39(2): 240-250. doi: 10.3799/dqkx.2014.023

甘成势, 王岳军, 蔡永丰, 等, 2016. 南岭地区温公岩体的岩石成因及其构造指示. 地球科学, 41(1): 17-34. doi: 10.3799/dqkx.2016.002

胡官兵, 刘舫, 党伟, 等, 2019. 遥感技术在滇西南植被覆盖区地质填图中的应用. 国土资源遥感, 31(2): 224-230. https://www.cnki.com.cn/Article/CJFDTOTAL-GTYG201902032.htm

胡金龙, 唐梦鸽, 罗明良, 等, 2020. 基于DEM的一体化山地特征要素提取. 地球信息科学学报, 22(3): 422-430. https://www.cnki.com.cn/Article/CJFDTOTAL-DQXX202003011.htm

胡启明, 2017. 地形特征线提取方法的研究进展. 测绘与空间地理信息, 40(4): 47-50, 54. doi: 10.3969/j.issn.1672-5867.2017.04.013

李强, 张景发, 2019. 高分三号卫星全极化SAR影像九寨沟地震滑坡普查. 遥感学报, 23(5): 883-891. https://www.cnki.com.cn/Article/CJFDTOTAL-YGXB201905008.htm

李文凯, 张唯, 秦家豪, 等, 2020. 基于DEM和高分辨率遥感影像的"膨胀-融合"式地表沟壑提取. 地球科学, 45(6): 1948-1955. doi: 10.3799/dqkx.2020.004

刘夯, 何政伟, 赵银兵, 等, 2017. SAR图像ROEWA边缘检测器的改进. 遥感学报, 21(2): 273-279. https://www.cnki.com.cn/Article/CJFDTOTAL-YGXB201702010.htm

柳潇, 吕新彪, 吴春明, 等, 2020. 面向高空间分辨率遥感影像的山区地形校正方法. 地球科学, 45(2): 645-662. doi: 10.3799/dqkx.2019.012

刘新星, 陈建平, 曾敏, 等, 2015. 基于多源遥感数据的西藏羌多地区地质构造解译. 国土资源遥感, 27(3): 154-160. https://www.cnki.com.cn/Article/CJFDTOTAL-GTYG201503025.htm

舒良树, 周新民, 邓平, 等, 2006. 南岭构造带的基本地质特征. 地质论评, 52(2): 251-265. doi: 10.3321/j.issn:0371-5736.2006.02.016

谭衢霖, 邵芸, 范湘涛, 2002. 雷达遥感的地质学应用及其进展. 遥感技术与应用, 17(5): 269-275. doi: 10.3969/j.issn.1004-0323.2002.05.008

汤国安, 杨昕, 2012. ArcGIS地理信息系统空间分析实验教程. 北京: 科学出版社.

涂宽, 文强, 谌华, 等, 2019. GF-3全极化影像在地表浅覆盖区进行地质构造解译的新方法. 遥感学报, 23(2): 243-251. https://www.cnki.com.cn/Article/CJFDTOTAL-YGXB201902006.htm

王润生, 熊盛青, 聂洪峰, 等, 2011. 遥感地质勘查技术与应用研究. 地质学报, 85(11): 1699-1743. https://www.cnki.com.cn/Article/CJFDTOTAL-DZXE201111003.htm

晏实江, 汤国安, 李发源, 等, 2011. 利用DEM边缘检测进行黄土地貌沟沿线自动提取. 武汉大学学报·信息科学版, 36(3): 363-367. https://www.cnki.com.cn/Article/CJFDTOTAL-WHCH201103027.htm

张会平, 杨农, 刘少峰, 等, 2006. 数字高程模型(DEM)在构造地貌研究中的应用新进展. 地质通报, 25(6): 660-669. doi: 10.3969/j.issn.1671-2552.2006.06.002

张焜, 马世斌, 李宗仁, 等, 2016. 高分一号卫星数据遥感地质解译. 遥感信息, 31(1): 115-123. doi: 10.3969/j.issn.1000-3177.2016.01.019

赵凌君, 贾承丽, 匡纲要, 2007. SAR图像边缘检测方法综述. 中国图象图形学报, 12(12): 2042-2049. https://www.cnki.com.cn/Article/CJFDTOTAL-ZGTB200712003.htm

郑鸿瑞, 徐志刚, 甘乐, 等, 2018. 合成孔径雷达遥感地质应用综述. 国土资源遥感, 30(2): 12-20. https://www.cnki.com.cn/Article/CJFDTOTAL-GTYG201802002.htm

Relative Articles

Supplements(0)

Cited By

Proportional views

Proportional views

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

Figures(11)

Get Citation

PDF

XML

Article views (1398) PDF downloads(46)

Topographical Linear Feature Extraction Method Based on Sentinel-1 and DEM in Areas with High Vegetation Coverage of Nanling

doi: 10.3799/dqkx.2020.351

Abstract

References

Proportional views

Catalog

通讯作者: 陈斌, bchen63@163.com

Proportional views

Export File

Citation

Format

Content