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An Application of Interferometric Synthetic Aperture Radar in a Railroad Corridor
El Hachemi Bouali, Thomas Oommen, Rüdiger Escobar-Wolf, Samuel Douglas,
Vicky Hsiao, Adrian Bohane
14th Annual Technical Forum for Geohazards Impacting Transportation in the Appalachian Region Geohazards Session 4: Geophysical, Geotechnical Techniques & Instrumentation (August 6, 2014)
DISCLAIMER: The views, opinions, findings, and conclusions reflected in this presentation are the responsibility of the authors only and do not represent the official policy or position of the USDOT/OST-R, or any State or other entity.
Discussion Outline
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I. Introduction to project goal
II. Interferometric Synthetic Aperture Radar (InSAR)
III. Railroad Corridor Setting Local Geology History of Slope Movements Observed in the Field
IV. InSAR Data & Results Two Pass Interferometry Persistent Scatterer Interferometry SqueeSAR™
V. Conclusions
Project Goal
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Establish a economically sustainable framework for managing geotechnical assets using remote sensing along the transportation corridor.
What are Geotechnical Assets?
4 Image source: Vessely (2013)
Performance and safety of the transportation infrastructure throughout the life-cycle depends upon the geotechnical asset that
is adjacent to it or that supports it.
Geotechnical Assets
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Proposed Geotechnical Asset Taxonomy (Anderson and Schaefer, 2014)
This study will focus on the independent features
Transportation Asset Management
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Introduction to InSAR
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Synthetic Aperture Radar: A coherent, mostly airborne or spaceborne, side-looking radar system. It utilizes the flight path of an attached platform to create a synthetic aperture, or ‘fake antenna.’ Interferometric SAR: The use of multiple acquired SAR images as a method for change detection measurement.
ESA, 2002
Introduction to InSAR
Tx = transmission location Rx = reception location
L Tx Rx
∆d
Time 1 Time 2
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Satellite actually measures: 1. Amplitude of radar wave 2. Phase of radar wave
Ground Surface
Bouali, 2013
Introduction to InSAR
The importance of phase:
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θ
Period = 2π = λ
Bouali, 2013
Railroad Corridor: Geography & Geology
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Located in the mountainous terrain of SE Nevada
Tvtw Tvt Tvy Railroad
Siding
Main Scarp
70°
65°
SW NE
Tvtw: Rhyolitic Welded Tuff and Breccia
Tvt: Tuff and Tuffaceous Sediments
Tvy: Volcanic Rocks, Undivided Slope Height ≅ 275 feet
Railroad Corridor: Field Observations of Slope Movement
Timeline
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Dec. 2005: Slope movements began
Feb. 2006: Rotational slope
motions observed
May 2011: Massive rock slides began
2011-present: Detailed ground
observations May 18-22, 2014 Field Observations
InSAR Data
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40 ERS-1/-2 SAR Images (1992-2000) 40-50 ENVISAT ASAR Images (2003-2010)
Level 1 Single-Look Complex Images
In-Phase (real) – Amplitude (A) Quadrature (imaginary) – Phase (θ): [0, 2π]
Descending Scenes
Line-of-Sight: 23° from vertical in NW-direction
SRTM Digital Elevation Model
InSAR Results: Techniques
2-Pass Interferometry Interferometric Stacking
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Uses a pair of SLC images as input
Creates one interferogram
Coherence Threshold γ = 0.25
Requires a stack of N number of SLC images
Creates N-1 interferograms
γ = 0.70
InSAR Results: Two Pass
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Coherence
October 10, 2004 – December 19, 2004
N
December 19, 2004 – January 23, 2005 January 23, 2005 – February 27, 2005 February 27, 2005 – April 3, 2005 April 3, 2005 – May 8, 2005 May 8, 2005 – June 12, 2005 June 12, 2005 – July 17, 2005 July 17, 2005 – August 21, 2005 August 21, 2005 – September 25, 2005
1 kilometer
Red = 1 Blue = 0
October 10, 2004 – December 19, 2004
InSAR Results: Two Pass
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Line of Sight (LOS) Displacement
N
1 kilometer
December 19, 2004 – January 23, 2005 January 23, 2005 – February 27, 2005 February 27, 2005 – April 3, 2005 April 3, 2005 – May 8, 2005 May 8, 2005 – June 12, 2005 June 12, 2005 – July 17, 2005 July 17, 2005 – August 21, 2005 August 21, 2005 – September 25, 2005
LOS Direction
(meters)
positive = uplift negative = subsidence
InSAR Results: Persistent Scatterer Interferometry
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-50-40-30-20-10
010203040509/1/2002 1/14/2004 5/28/2005 10/10/2006 2/22/2008 7/6/2009 11/18/2010
Tot
al D
ispl
acem
ent
(mm
)
Date
-120
-100
-80
-60
-40
-20
0
20
409/1/2002 1/14/2004 5/28/2005 10/10/2006 2/22/2008 7/6/2009 11/18/2010
Tot
al D
ispl
acem
ent
(mm
)
Date
17
InSAR Results: Persistent Scatterer Interferometry
0
20
40
60
80
100
120
140
160
1809/1/2002 1/14/2004 5/28/2005 10/10/2006 2/22/2008 7/6/2009 11/18/2010
Tot
al D
ispl
acem
ent
(mm
)
Date
0
10
20
30
40
50
60
70
80
909/1/2002 1/14/2004 5/28/2005 10/10/2006 2/22/2008 7/6/2009 11/18/2010
Tot
al D
ispl
acem
ent
(mm
)
Date
InSAR Results: SqueeSAR™
18 © TRE 2014 www.trecanada.com
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Richmond Slide
© TRE 2014 www.trecanada.com
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Richmond Slide
© TRE 2014 www.trecanada.com
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Richmond Slide
© TRE 2014 www.trecanada.com
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Richmond Slide
© TRE 2014 www.trecanada.com
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Richmond Slide
© TRE 2014 www.trecanada.com
Application: Searching for Additional Slope Instability
24 © TRE 2014 www.trecanada.com
Able to search for additional
areas of ground movement
along railroad corridor.
Conclusions: Results Comparison
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Two-Pass Interferometry PSI SqueeSAR™
Advantage Location of ground
movements and coherence variation
Velocity of stable points
Utilizes persistent and distributed
scatterers
Limitation Velocity
measurement prone to error
Does not work well in rural areas
Performs better than PSI, but still
limited capabilities in rural areas
SNR Ratio
Uplift Magnitude (mm) n/a 40-160* 20-40*
Subsidence Magnitude (mm) n/a 40-100* 40-70*
*Points do not overlap
Conclusions
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Advantages of radar interferometry Cost effective
Covers large area Data generally free (with written proposal)
Requires less time than separate field excursions Wealth of historical data (1992-present, depending on satellite)
Limitations of techniques Range of displacement rates (order of magnitude) Point locations unknown prior to processing
Different techniques yield different point locations Complex topography = paucity of points Velocities limited to LOS direction
Acknowledgements
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• USDOT- Office of the Assistant Secretary for Research and Technology Program Manager: Caesar Singh Cooperative Agreement #RITARS-14-H-MTU Project: Sustainable Geotechnical Asset Management
along the Transportation Infrastructure Environment Using Remote Sensing
Data provided by the European Space Agency DEM provided by the Jet Propulsion Laboratory at
California Institute of Technology
Any Questions? Thank You!
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