3d_differencing

3D differencing in OpenTopography - Author: Chelsea Scott cpscott1@asu.edu

https://github.com/opentopography/3d_differencing

Science Score: 57.0%

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Keywords

lidar lidar-point-cloud
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3D differencing in OpenTopography - Author: Chelsea Scott cpscott1@asu.edu

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lidar lidar-point-cloud
Created over 6 years ago · Last pushed almost 4 years ago
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Readme License Citation

README.md

NSF-1948997 NSF-1948994 NSF-1948857

Measuring change at the Earth’s surface: On-Demand vertical and 3D topographic differencing implemented in OpenTopography

Chelsea Scott: cpscott1@asu.edu(corresponding author)

Minh Phan, Viswanath Nandigam, Christopher Crosby, Ramon Arrowsmith

A windowed implementation of the iterative closest point (ICP) algorithm is used to calculate displacement and rotation fields from topographic point clouds that span a geologic event of interest. This technique resolves surface deformation along and adjacent to active faults where other geodetic datasets commonly lack spatial resolution.

We provide two sets of codes to perform 3D ICP differencing.

https://github.com/OpenTopography/3DDifferencing/tree/master/3Ddifferencing_matlab This option uses Matlab scripts. The Matlab script is relatively easy to set-up, although it will take a while to complete.

https://github.com/OpenTopography/3D-Differencing/tree/master/3Ddifferencingpython This option uses Python and c++ functions to perform ICP differencing. The set-up is more involved than for the Matlab option, but the scripts will run much faster.

Pre- and post- earthquake topographic datasets for the M7 Kumamoto, Japan, earthquake are available here.

Pre earthquake topography: https://portal.opentopography.org/lidarDataset?opentopoID=OTLAS.052018.2444.2

Post earthquake topography: https://portal.opentopography.org/lidarDataset?opentopoID=OTLAS.052018.2444.1

More information about topographic differencing and the ICP implementation available in:

Scott, C., Phan, M., Nandigam, V., Crosby, C., and Arrowsmith, J R., 2021, Measuring change at Earth’s surface: On-demand vertical and threedimensional topographic differencing implemented in OpenTopography: Geosphere, v. 17, no. 4, p. 1318–1332, https://doi.org/10.1130/GES02259.1.

More information about ICP differencing applied to earthquakes is available in these publications:

Scott, C. P., Arrowsmith, J. R., Nissen, E., Lajoie, L., Maruyama, T., & Chiba, T. (2018). The M7 2016 Kumamoto, Japan, Earthquake: 3-D Deformation Along the Fault and Within the Damage Zone Constrained From Differential Lidar Topography. Journal of Geophysical Research: Solid Earth. https://doi.org/10.1029/2018JB015581

Scott, C., Champenois, J., Klinger, Y., Nissen, E., Maruyama, T., Chiba, T., & Arrowsmith, R. (2019). 2016 M7 Kumamoto, Japan, Earthquake Slip Field Derived From a Joint Inversion of Differential Lidar Topography, Optical Correlation, and InSAR Surface Displacements. Geophysical Research Letters. https://doi.org/10.1029/2019GL082202

Owner

  • Name: OpenTopography Facility
  • Login: OpenTopography
  • Kind: organization
  • Email: info@opentopography.org
  • Location: San Diego Supercomputer Center, UC San Diego

Open access to high-resolution, Earth science-oriented topography data, and related tools & resources. US NSF supported.

Citation (CITATION.cff)

cff-version: 1.2.0
message: "If you use this software, please cite it as below."
authors:
- family-names: "Chelsea"
  given-names: "Scott"
  orcid: https://orcid.org/0000-0002-3884-4693
- family-names: "Phan"
  given-names: "Minh"
  orcid: https://orcid.org/0000-0002-2806-5450
- family-names: "Nandigam"
  given-names: "Viswanath"
  orcid: https://orcid.org/0000-0003-0928-9851
- family-names: "Crosby"
  given-names: "Christopher"
  orcid: https://orcid.org/0000-0003-2522-4193
- family-names: "Arrowsmith"
  given-names: "Ramon"
  orcid: https://orcid.org/0000-0003-1756-3697
title: "On-Demand 3D topographic differencing implemented in OpenTopography"
version: 1.1.0
date-released: 2020-08-06
repository-code: "https://github.com/OpenTopography/3D_Differencing"

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