Awesome
(note: a testing binder ipynb tutorial is available here)
LiCSBAS
LiCSBAS is an open-source package in Python and bash to carry out InSAR time series analysis using LiCSAR products (i.e., unwrapped interferograms and coherence) which are freely available on the COMET-LiCS web portal.
Users can easily derive the time series and velocity of the displacement if sufficient LiCSAR products are available in the area of interest. LiCSBAS also contains visualization tools to interactively display the time series of displacement to help investigation and interpretation of the results.
<img src="https://raw.githubusercontent.com/wiki/yumorishita/LiCSBAS/images/comet-lics-web.png" height="220"> <img src="https://raw.githubusercontent.com/wiki/yumorishita/LiCSBAS/images/sample_vel.png" height="220"> <img src="https://raw.githubusercontent.com/wiki/yumorishita/LiCSBAS/images/sample_ts.png" height="220">
<img src="https://raw.githubusercontent.com/wiki/yumorishita/LiCSBAS/images/LiCSBAS_plot_ts.py_demo_small.gif" alt="Demonstration Video"/>THIS IS RESEARCH CODE PROVIDED TO YOU "AS IS" WITH NO WARRANTIES OF CORRECTNESS. USE AT YOUR OWN RISK.
Documentation and Bug Reports
See the wiki pages and quick start.
If you have found an issue or bug, please report it on the issues page, while you may also check for answers in the original Yu Morishita implementation issues page.
Sample Products and Tutorial
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Frame ID: 124D_04854_171313 (Italy)
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Time: 2016/09/09-2018/05/08 (~1.7 years, 67 epochs, ~217 interferograms)
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Clipped around Campi Flegrei (14.03/14.22/40.78/40.90)
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Tutorial: LiCSBAS_sample_CF.pdf (1.3MB)
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Sample batch script: batch_LiCSBAS_sample_CF.sh (2021/3/11 updated)
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Sample results: LiCSBAS_sample_CF.tar.gz (63MB) (2021/3/11 updated)
Citations
Morishita, Y.; Lazecky, M.; Wright, T.J.; Weiss, J.R.; Elliott, J.R.; Hooper, A. LiCSBAS: An Open-Source InSAR Time Series Analysis Package Integrated with the LiCSAR Automated Sentinel-1 InSAR Processor. Remote Sens. 2020, 12, 424, https://doi.org/10.3390/RS12030424.
Morishita, Y.: Nationwide urban ground deformation monitoring in Japan using Sentinel-1 LiCSAR products and LiCSBAS. Prog. Earth Planet. Sci. 2021, 8, 6, https://doi.org/10.1186/s40645-020-00402-7.
Lazecký, M.; Spaans, K.; González, P.J.; Maghsoudi, Y.; Morishita, Y.; Albino, F.; Elliott, J.; Greenall, N.; Hatton, E.; Hooper, A.; Juncu, D.; McDougall, A.; Walters, R.J.; Watson, C.S.; Weiss, J.R.; Wright, T.J. LiCSAR: An Automatic InSAR Tool for Measuring and Monitoring Tectonic and Volcanic Activity. Remote Sens. 2020, 12, 2430, https://doi.org/10.3390/rs12152430.
Acknowledgements
This work has been accomplished during Y. Morishita’s visit at University of Leeds, funded by JSPS Overseas Research Fellowship. Further updates of the software are organised by the COMET LiCSAR team.
COMET is the UK Natural Environment Research Council's Centre for the Observation and Modelling of Earthquakes, Volcanoes and Tectonics. LiCSAR is developed as part of the NERC large grant, "Looking inside the continents from Space" (NE/K010867/1). LiCSAR contains modified Copernicus Sentinel data [2014-] analysed by the COMET. LiCSAR uses JASMIN, the UK’s collaborative data analysis environment.
The Scientific Colour Maps (Crameri, 2018) is used in LiCSBAS.
Yu Morishita (PhD)
JSPS Overseas Research Fellow (June 2018-March 2020)
Visiting Researcher, COMET, School of Earth and Environment, University of Leeds (June 2018-March 2020)
Chief Researcher, Geography and Crustal Dynamics Research Center, Geospatial Information Authority of Japan (GSI)
<img src="https://raw.githubusercontent.com/wiki/yumorishita/LiCSBAS/images/COMET_logo.png" height="60"> <img src="https://raw.githubusercontent.com/wiki/yumorishita/LiCSBAS/images/logo-leeds.png" height="60"> <img src="https://raw.githubusercontent.com/wiki/yumorishita/LiCSBAS/images/LiCS_logo.jpg" height="60">