Continuous monitoring of coastline dynamics in western Florida with a 30-year time series of Landsat imagery

被引:134
作者
Li, Wenyu [1 ]
Gong, Peng [1 ,2 ]
机构
[1] Tsinghua Univ, Ctr Earth Syst Sci, Minist Educ, Key Lab Earth Syst Modeling, Beijing 100084, Peoples R China
[2] Joint Ctr Global Change Studies, Beijing 100875, Peoples R China
关键词
Coastline dynamics; Satellite imagery; Trend analysis; SEA-LEVEL RISE; WATER INDEX NDWI; SHORELINE CHANGES; CLASSIFICATION; EXTRACTION; FRACTIONS; WETLANDS; IMPACTS;
D O I
10.1016/j.rse.2016.03.031
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Continuous monitoring of coastline dynamics is of crucial importance to the understanding of relative contributions of various potential driving factors behind the long-term coastline change. While a large number of efforts have been made to extract coastline and detect coastline change with remotely sensed data, the temporal frequency and spatial resolution of coastline datasets obtained are generally not fine enough to reflect the detailed process of coastline retreat and/or advance, particularly in coastlines with subtle variability. To overcome these limitations, we developed a method to continuously monitor the dynamics of a muddy coastline with subtle variability in western Florida at annual and subpixel scales using time-series Landsat data (1984-2013). First, robust indicators were used to indicate the annual "average" location of the dynamic coastline. Due to the complexity of muddy-coast morphology, the annual average location is represented not by the coast "line", but by the fractional inundated "area" of coastline pixels (pixels where the coastline is located), namely annually inundated area. Second, the annually inundated area of coastline pixels was estimated with a model proposed in this study, and the uncertainty was estimated with the Monte Carlo method. The retrievals were validated at 10 sites with aerial imagery, and the overall RMSE (root mean square error) is 11.48%. Third, the long-term trend for the time series of annually inundated area was derived with a statistical model. The results indicate that the muddy coast in western Florida continues to shrink with an average rate of 0.42 +/- 0.05 km(2)/year during the three decades. This study demonstrates the feasibility of time-series Landsat data in continuous monitoring of coastline dynamics. (C) 2016 Elsevier Inc. All rights reserved.
引用
收藏
页码:196 / 209
页数:14
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