A new method for extracting lake bathymetry using multi-temporal and multi-source remote sensing imagery: A case study of Dongting Lake

被引:0
|
作者
Long Y. [1 ,2 ]
Yan S. [1 ]
Jiang C. [1 ,2 ]
Wu C. [2 ,3 ]
Li Z. [1 ,2 ]
Tang R. [1 ]
机构
[1] School of Hydraulic Engineering, Changsha University of Science & Technology, Changsha
[2] Key Laboratory of Dongting Lake Aquatic Eco-Environmental Control and Restoration of Hunan Province, Changsha
[3] Department of Geography, University of Wisconsin-Milwaukee, Milwaukee, 53211, WI
来源
Dili Xuebao/Acta Geographica Sinica | 2019年 / 74卷 / 07期
基金
中国国家自然科学基金;
关键词
Dongting Lake; Lake bathymetry; Lake boundary; Remote sensing imagery; Water level; Water retrieval;
D O I
10.11821/dlxb201907015
中图分类号
学科分类号
摘要
Lake bathymetry can provide abundant information for basin planning and governance, watershed erosion and siltation management, water resource utilization, as well as environmental protection. In particular, lake bathymetry is essential for lake development and conservation, and is also closely related to sediment deposition and removal. A number of sounding techniques, such as single-beam sonar sounding, multi-beam sonar sounding, and unmanned ship sounding, have been applied to extract underwater topography of lakes. These techniques, albeit with high measurement accuracy, are time-consuming and costly. Therefore, it is of great need to develop a simple and cost-effective method. To reach this goal, recent advances of remote sensing technologies provide an alternative means of accurately measuring lake bathymetry information. Taking Dongting Lake as the study area, this paper estimated the lake bathymetry through extracting the boundaries of lake areas using multi-temporal Landsat and MODIS image series. In particular, the water level corresponding to each reference point of the lake boundary is retrieved based on trend surface analysis and kriging interpolation technology. Then the water levels of these points are regarded as the elevation points to retrieve the landform of the lakebed of the Dongting Lake. The reliability and accuracy of the developed methods were assessed through the comparsion with the actual measurements. Results indicate that the kriging interpolation technology performs well, with the average of cross-validated error target less than 0.2 meter, and the retrieval error of lake boundary with more reference points less than 1 meter. This paper suggests that an improved method for accurately and rapidly extracting lake bathymetry information can be achieved through examining the changes of water levels. This method might be of great significance for further study on lake evolution, lake development planning, and water ecological protection. © 2019, Science Press. All right reserved.
引用
收藏
页码:1467 / 1481
页数:14
相关论文
共 31 条
  • [11] Liu S., Tian J., Development of bathyorographic survey technique, Port & Waterway Engineering, 1, pp. 11-15, (2008)
  • [12] Li C., Sun B., Gao Z., Et al., Retrieval model of water depth in Hulun Lake using multi-spectral remote sensing, Journal of Hydraulic Engineering, 42, 12, pp. 1423-1431, (2011)
  • [13] Shen X., Ouyang Z., Leeuw J., Constructing a DEM of Baiyang Lake Area from a series of Landsat images, Geography and Geo-Information Science, 21, 2, pp. 16-19, (2005)
  • [14] Liu D., Li Y., The calculation of area and storage of Poyang Lake based on remote sensing technology, Remote Sensing Information, 2, pp. 57-61, (2012)
  • [15] Duan Z., Bastiaanssen W.G.M., Estimating water volume variations in lakes and reservoirs from four operational satellite altimetry databases and satellite imagery data, Remote Sensing of Environment, 134, 5, pp. 403-416, (2013)
  • [16] Zhu C., Zhang X., Lu M., Et al., Lake storage change automatic detection by multi-source remote sensing without underwater terrain data, Acta Geodaetica et Cartographica Sinica, 44, 3, pp. 309-315, (2015)
  • [17] Yin H., Yang B., Jiang Z., Et al., Mutual effects between morphological characteristics and variations of flow-sediment process of Dongting Lake during 1951-2009, Geographical Research, 31, 3, pp. 471-483, (2012)
  • [18] Jiang J., Huang Q., Analysis of the lake basin change and the rushing-silting features in the past decades of Doingting Lake, Journal of Lake Sciences, 16, 3, pp. 209-214, (2004)
  • [19] Jiang H., Feng M., Zhu Y.Q., Et al., An automated method for extracting rivers and lakes from landsat imagery, Remote Sensing, 6, 6, pp. 5067-5089, (2014)
  • [20] Gao B.C., NDWI: A normalized difference water index for remote sensing of vegetation liquid water from space, Remote Sensing of Environment, 58, 3, pp. 257-266, (1996)