Monitoring erosion in tropical savannas from C-band radar coherence

被引:11
作者
Castellazzi, Pascal [1 ]
Khan, Sana [2 ]
Walker, Simon J. [3 ]
Bartley, Rebecca [4 ]
Wilkinson, Scott N. [3 ]
Normand, Jonathan C. L. [5 ]
机构
[1] CSIRO, Deep Earth imaging FSP, Environm, Waite Rd, Urrbrae, SA 5064, Australia
[2] CSIRO, Environm, 1 James Cook Dr, Douglas, Qld 4814, Australia
[3] CSIRO, Environm, GPO Box 1700, Canberra, ACT 2600, Australia
[4] CSIRO, Environm, GPO Box 2583, Brisbane, Qld 4001, Australia
[5] Univ Southern Calif, Viterbi Sch Engn, Los Angeles, CA USA
关键词
Geomorphic change detection; Deposition; River management; Radar interferometry; InSAR; Australia; GULLY EROSION; SEDIMENT; IMPACTS; MANAGEMENT;
D O I
10.1016/j.rse.2023.113546
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Increased erosion related to climate and/or land cover change has adverse impacts on terrestrial and aquatic ecosystems. Mapping of erosion hotspots improves our ability to identify and potentially remediate the most active erosion sources. The topical savannas of the Great Barrier Reef catchments, in northeast Australia, are generating excessive sediment yields, primarily from gully erosion. To reduce the adverse impacts on marine ecosystems, there is an urgent need to identify priority erosion hotspots and implement mitigation measures. While repeat airborne LiDAR surveys allow subtle topographic change detection, they are cost-intensive for catchment-scale applications and their applicability is constrained by data avalability and detection treshold of ground level change. In contrast, satellite-based radar imagery can allow large scale tracking of geomorphic change at high temporal resolution. Here we apply a new method based on Sentinel-1 C-band radar images and Coherence Change Detection (CCD), where large stacks of interferometric coherence images are subdivided with rain gauge time-series for separation of erosion-rich and erosion-free coherence information. After correcting the former with the latter, the resulting corrected coherence maps are compared with differential elevation models derived from multitemporal LiDAR, regional scale gully delineation maps, maps of gullying potential and in-situ field verification. Our results demonstrate the promising potential of this technique in detecting gully erosion hotspots. The coherence loss indicating erosion/deposition is well detected in wide gully morphologies, however, the line-of-sight angle does not allow penetration into narrow linear gullies. Further, CCD detects sheetwash or rill erosion occurring in areas identified as at risk of gully expansion, which is commonly below detection threshold for multitemporal LiDAR datasets. When used with LiDAR-derived geomorphic change mapping and gullying potential maps, CCD allows identification of gully erosion dynamics and forecasting gully evolution and creation, which is critical for supporting mitigation measures.
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页数:20
相关论文
共 72 条
  • [1] Fine sediment and particulate organic matter: A review and case study on ridge-to-reef transport, transformations, fates, and impacts on marine ecosystems
    Bainbridge, Z.
    Lewis, S.
    Bartley, R.
    Fabricius, K.
    Collier, C.
    Waterhouse, J.
    Garzon-Garcia, A.
    Robson, B.
    Burton, J.
    Wenger, A.
    Brodie, J.
    [J]. MARINE POLLUTION BULLETIN, 2018, 135 : 1205 - 1220
  • [2] Measuring sediment grain size across the catchment to reef continuum: Improved methods and environmental insights
    Bainbridge, Zoe
    Lewis, Stephen
    Stevens, Thomas
    Petus, Caroline
    Lazarus, Emily
    Gorman, Jessica
    Smithers, Scott
    [J]. MARINE POLLUTION BULLETIN, 2021, 168
  • [3] A review of the magnitude and response times for sediment yield reductions following the rehabilitation of gullied landscapes
    Bartley, Rebecca
    Poesen, Jean
    Wilkinson, Scott
    Vanmaercke, Matthias
    [J]. EARTH SURFACE PROCESSES AND LANDFORMS, 2020, 45 (13) : 3250 - 3279
  • [4] Insights into the history and timing of post-European land use disturbance on sedimentation rates in catchments draining to the Great Barrier Reef
    Bartley, Rebecca
    Thompson, Chris
    Croke, Jacky
    Pietsch, Tim
    Baker, Brett
    Hughes, Kate
    Kinsey-Henderson, Anne
    [J]. MARINE POLLUTION BULLETIN, 2018, 131 : 530 - 546
  • [5] Combining contemporary and long-term erosion rates to target erosion hot-spots in the Great Barrier Reef, Australia
    Bartley, Rebecca
    Croke, Jacky
    Bainbridge, Zoe T.
    Austin, Jenet M.
    Kuhnert, Petra M.
    [J]. ANTHROPOCENE, 2015, 10 : 1 - 12
  • [6] Relating sediment impacts on coral reefs to watershed sources, processes and management: A review
    Bartley, Rebecca
    Bainbridge, Zoe T.
    Lewis, Stephen E.
    Kroon, Frederieke J.
    Wilkinson, Scott N.
    Brodie, Jon E.
    Silburn, D. Mark
    [J]. SCIENCE OF THE TOTAL ENVIRONMENT, 2014, 468 : 1138 - 1153
  • [7] A new algorithm for surface deformation monitoring based on small baseline differential SAR interferograms
    Berardino, P
    Fornaro, G
    Lanari, R
    Sansosti, E
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2002, 40 (11): : 2375 - 2383
  • [8] Disruptive influences of residual noise, network configuration and data gaps on InSAR-derived land motion rates using the SBAS technique
    Bui, Luyen K.
    Featherstone, W. E.
    Filmer, M. S.
    [J]. REMOTE SENSING OF ENVIRONMENT, 2020, 247
  • [9] Mapping rainstorm erosion associated with an individual storm from InSAR coherence loss validated by field evidence for the Atacama Desert
    Cabre, Albert
    Remy, Dominique
    Aguilar, German
    Carretier, Sebastien
    Riquelme, Rodrigo
    [J]. EARTH SURFACE PROCESSES AND LANDFORMS, 2020, 45 (09) : 2091 - 2106
  • [10] Castellazzi Pascal, 2021, 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS, P6044, DOI 10.1109/IGARSS47720.2021.9554724