High-Resolution LiDAR Pointcloud Data Processing, Computation, and Visualization with Application to Erosion Analysis of the California Channel Islands
- Degree Grantor:
- University of California, Santa Barbara. Geography
- Degree Supervisor:
- James Frew
- Place of Publication:
- [Santa Barbara, Calif.]
- Publisher:
- University of California, Santa Barbara
- Creation Date:
- 2014
- Issued Date:
- 2014
- Topics:
- Computer Science, Physical Geography, Geodesy, and Remote Sensing
- Keywords:
- Topography,
Gis,
Lidar,
Erosion,
Channel islands, and
Point cloud - Genres:
- Online resources and Dissertations, Academic
- Dissertation:
- M.A.--University of California, Santa Barbara, 2014
- Description:
Light Detection And Ranging (LiDAR) pointcloud datasets provide immense opportunities for studying 3-D structures in high-resolution detail. The novelty of three- dimensional, heterogeneously spaced, massive datasets creates numerous computational challenges. In this work, we produce software and methods that build on newly released software libraries to process, compute, and visualize lidar pointcloud data. Our scripts streamline processing of raw lidar pointcloud data through various stages: filtering, classification, visualization, and computation of various topographic metrics (slope, aspect, curvature, etc). We demonstrate the value of computing topographic metrics at the pointcloud level over traditional raster-based approaches and apply our tools to calculate slopes and estimate erosion of the California Channel Islands.
- Physical Description:
- 1 online resource (90 pages)
- Format:
- Text
- Collection(s):
- UCSB electronic theses and dissertations
- Other Versions:
- http://gateway.proquest.com/openurl?url_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:dissertation&res_dat=xri:pqm&rft_dat=xri:pqdiss:1586903
- ARK:
- ark:/48907/f3hq3x3b
- ISBN:
- 9781321696769
- Catalog System Number:
- 990045119590203776
- Copyright:
- Ivan Potapenko, 2014
- Rights:
- In Copyright
- Copyright Holder:
- Ivan Potapenko
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