Title :
Space-Time Cube Representation of Stream Bank Evolution Mapped by Terrestrial Laser Scanning
Author :
Starek, M.J. ; Mitasova, H. ; Wegmann, K.W. ; Lyons, N.
Author_Institution :
Dept. of Marine, Earth, & Atmos. Sci., North Carolina State Univ., Raleigh, NC, USA
Abstract :
Terrestrial laser scanning (TLS) is utilized to monitor bank erosion along a stream that has incised through historic millpond (legacy) sediment. A processing workflow is developed to generate digital terrain models (DTMs) of the bank´s surface from the TLS point cloud data. Differencing of the DTMs reveals that the majority of sediment loss stems from the legacy sediment layer. The DTM time series is stacked into a voxel model to form a space-time cube (STC). The STC provides a compact representation of the bank´s spatiotemporal evolution captured by the TLS scans. The continuous STC extends this approach by generating a voxel model with equal temporal resolution directly from the point cloud data. Novel visualizations are extracted from the STCs to explore patterns in surface evolution. Results show that erosion is highly variable in space and time, with large-scale erosion being episodic due to bank failure within legacy sediment.
Keywords :
erosion; hydrological techniques; sediments; time series; DTM generation; DTM time series; STC; TLS point cloud data; TLS scans; bank failure; bank spatiotemporal evolution; bank surface; continuous STC; digital terrain model generation; equal temporal resolution; historic millpond sediment loss; large-scale erosion; legacy sediment layer; space-time cube representation; stream bank erosion monitoring; stream bank evolution; surface evolution patterns; terrestrial laser scanning; voxel model; workflow processing; Data processing; Isosurfaces; Laser modes; Sediments; Spatiotemporal phenomena; Surface treatment; Time series analysis; GRASS GIS; legacy sediment; lidar point cloud; stream erosion; voxel model;
Journal_Title :
Geoscience and Remote Sensing Letters, IEEE
DOI :
10.1109/LGRS.2013.2241730