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Richard Czikhardt, Juraj Papčo InSAR geodesy: current capabilities, challenges and why we need GNSS? Dept. of Theoretical Geodesy Faculty of Civil Engineering Slovak University of Technology in Bratislava, Slovakia EUPOS 2019 29.10.2019

InSAR geodesy: current capabilities, challenges and why we need … · 2019. 11. 20. · PEMB (PEM2) EUPOS 2019. First InSAR & GNSS collocation site in Slovakia Date installed: 31.7.2019

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Page 1: InSAR geodesy: current capabilities, challenges and why we need … · 2019. 11. 20. · PEMB (PEM2) EUPOS 2019. First InSAR & GNSS collocation site in Slovakia Date installed: 31.7.2019

Richard Czikhardt, Juraj Papčo

InSAR geodesy:current capabilities, challenges

and why we need GNSS?

Dept. of Theoretical Geodesy

Faculty of Civil Engineering

Slovak University of Technology in Bratislava, Slovakia

EUPOS 2019

29.10.2019

Page 2: InSAR geodesy: current capabilities, challenges and why we need … · 2019. 11. 20. · PEMB (PEM2) EUPOS 2019. First InSAR & GNSS collocation site in Slovakia Date installed: 31.7.2019

InSAR

InSAR (Interferometric Synthetic Aperture Radar)

“Geodetic remote sensing technique for effectivemonitoring of large-scale ground deformationphenomena or even stability of individual buildingsand structures. “

EUPOS 2019

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InSAR

InSAR (Interferometric Synthetic Aperture Radar)

(In)SAR are measurements, not „nice images“

EUPOS 2019

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InSAR

InSAR (Interferometric Synthetic Aperture Radar)

What do we measure (directly & indirectly)?

What are the benchmarks?

What is its reference system (frame)?

What is the precision and accuracy (stochastic properties)?

What are the capabilities, limitations and challenges?

EUPOS 2019

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InSAR geodesy: theory

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SAR point positioning

~ 1-10 m precision

- transformed to

ECEF (TRF) coordinates

Radar coordinates:

EUPOS 2019

Page 7: InSAR geodesy: current capabilities, challenges and why we need … · 2019. 11. 20. · PEMB (PEM2) EUPOS 2019. First InSAR & GNSS collocation site in Slovakia Date installed: 31.7.2019

78

0 k

m

69

3km

SAR phase measurement

𝜓 =2𝜋

𝜆2𝑅 = 𝑛2𝜋 + Δ𝜓

Phase

Round trip ~ 30 million wavelengths

BUT we don’t know the exact number

(phase ambiguity)

𝑅

𝑦 = 𝑨exp 𝑖𝝍

Complex phasormeasurement per pixel:

EUPOS 2019

Page 8: InSAR geodesy: current capabilities, challenges and why we need … · 2019. 11. 20. · PEMB (PEM2) EUPOS 2019. First InSAR & GNSS collocation site in Slovakia Date installed: 31.7.2019

Coherent scattering

𝑅𝑒{𝑦}

𝐼𝑚{𝑦}

𝑨

𝑨𝑷

𝝍𝝍𝒄𝒍𝒖𝒕𝒕𝒆𝒓 (𝝍𝒏𝒐𝒊𝒔𝒆)

𝝍𝑷

𝑦 = 𝑨exp 𝑖𝝍Complex phasormeasurement:

per 1 pixel:

dominant (point) scatterer + clutter

𝑷

EUPOS 2019

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Signal-to-clutter ratio (SCR)

𝑅𝑒{𝑦}

𝐼𝑚{𝑦}

𝑨

𝑨𝑷

𝝍𝝍𝒄𝒍𝒖𝒕𝒕𝒆𝒓

𝝍𝑷

EUPOS 2019

Page 10: InSAR geodesy: current capabilities, challenges and why we need … · 2019. 11. 20. · PEMB (PEM2) EUPOS 2019. First InSAR & GNSS collocation site in Slovakia Date installed: 31.7.2019

SAR Interferometry (InSAR)

𝒕𝟎 + ∆𝒕𝒕𝟎

EUPOS 2019

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Δ𝑅𝑡,𝑡0

SAR Interferometry

𝜓𝑡 − 𝜓𝑡0 =4𝜋

𝜆Δ𝑅𝑡,𝑡0

Interferometric phase(interferogram)

∆𝑅𝑡,𝑡0 caused by different:

• position of sensor (paralax)

• position of scatterer (deformation)

• atmospheric signal delay

EUPOS 2019

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SAR InterferometryInterferometric phase

(interferogram)

∆𝑅𝑡,𝑡0 caused by different:

• position of sensor (paralax)

• position of scatterer (deformation)

• atmospheric signal delay

𝜓𝑡 − 𝜓𝑡0 =4𝜋

𝜆Δ𝑅𝑡,𝑡0

EUPOS 2019

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SAR InterferometryInterferometric phase

(interferogram)

∆𝑅𝑡,𝑡0 caused by different:

• position of sensor (paralax)

• position of scatterer (deformation)

• atmospheric signal delay

𝜓𝑡 − 𝜓𝑡0 =4𝜋

𝜆Δ𝑅𝑡,𝑡0

Δ𝑅𝑡,𝑡0

EUPOS 2019

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SAR InterferometryInterferometric phase

(interferogram)

∆𝑅𝑡,𝑡0 caused by different:

• position of sensor (paralax)

• position of scatterer (deformation)

• atmospheric signal delay

𝜓𝑡 − 𝜓𝑡0 =4𝜋

𝜆Δ𝑅𝑡,𝑡0

EUPOS 2019

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SAR InterferometryInterferometric phase

(interferogram)

∆𝑅𝑡,𝑡0 caused by different:

• position of sensor (paralax)

• position of scatterer (deformation)

• atmospheric signal delay

𝜓𝑡 − 𝜓𝑡0 =4𝜋

𝜆Δ𝑅𝑡,𝑡0

Δ𝑅𝑡,𝑡0

EUPOS 2019

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InSAR observation equation

𝜙𝑡𝑜𝑝𝑜 =4𝜋

𝜆

𝐵⊥𝑅 sin 𝜃

𝐻𝑃 𝜙𝑑𝑒𝑓𝑜 =4𝜋

𝜆𝑑𝐿𝑂𝑆

EUPOS 2019

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Displacement sensitivity

Sentinel-1:

VERTICAL = 76% ,

EAST-WEST = 63%,

NORTH-SOUTH = 17%

EUPOS 2019

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A-priori precision

Displacement precision

Relative height precision

𝜙𝑡𝑜𝑝𝑜 =4𝜋

𝜆

𝐵⊥𝑅 sin 𝜃

𝐻𝑃

𝜙𝑑𝑒𝑓𝑜 =4𝜋

𝜆𝑑𝐿𝑂𝑆

Scatterer with SCR = 20 : 𝜎𝜙 = ~6°

𝜎𝐻 = ~1𝑚

𝜎𝑑𝐿𝑂𝑆 = ~0.5 𝑚𝑚

theoretically

theoretically

EUPOS 2019

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Persistent Scatterers (PS)

𝑻𝟎

𝑻𝟎 + ∆𝑻

𝑅𝑒(𝐼) 𝑅𝑒(𝐼)

𝐼𝑚(𝑄)𝐼𝑚(𝑄)

Point scatteringa.) coherent b.) incoherent

EUPOS 2019

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Persistent Scatterers (PS)

𝑻𝟎

𝑻𝟎 + ∆𝑻

𝑅𝑒(𝐼) 𝑅𝑒(𝐼)

𝐼𝑚(𝑄)𝐼𝑚(𝑄)

Distributed scatteringa.) coherent b.) incoherent

EUPOS 2019

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Persistent Scatterers (PS)EUPOS 2019

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Time-series InSAR

Outcome:

Interferometric phasetime series in every pixel

𝑡0 “Master” epoch

(reference datum)

𝑡1,2,3…𝑁 “Slave” epochs

𝜙1,2,3…𝑁

SAR image time series

New acquisition = new measurement every 6 days

freely available, whole Earth’s landmass, {October 2014 – ongoing}

EUPOS 2019

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Demonstrative case of time-series InSAR

D2/D4 Záhorská Bystrica

EUPOS 2019

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Detection & estimation problem

Persistent Scatterer Candidates (PSC)

“opportunistic geodetic network”

EUPOS 2019

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1st order estimation network

Phase double-differences

EUPOS 2019

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𝜟𝝓𝑖,𝑗 = 𝜶 Δℎ𝑖,𝑗 + 𝜷 Δ𝑑𝑖,𝑗 + 2𝜋𝒂𝒊,𝒋

Ambiguity resolution

Functional model for arc between PS „i“ a PS „j“:

<- ambiguity vector

Ambiguity resolution examples (Integer least-squares, LAMBDA method):

EUPOS 2019

Page 27: InSAR geodesy: current capabilities, challenges and why we need … · 2019. 11. 20. · PEMB (PEM2) EUPOS 2019. First InSAR & GNSS collocation site in Slovakia Date installed: 31.7.2019

𝜟𝝓𝑖,𝑗 = 𝜶 Δℎ𝑖,𝑗 + 𝜷 Δ𝑑𝑖,𝑗 + 2𝜋𝒂𝒊,𝒋

Ambiguity resolution

Functional model for arc between PS „i“ a PS „j“:

<- ambiguity vector

Ambiguity resolution examples (Integer least-squares, LAMBDA method):

EUPOS 2019

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Network integration

I.) Variance component estimation(VCE) for new VC matrices

II.) Ambiguity testing in triangle closures

RP

𝜟𝝓𝑖,𝑗 + 𝜟𝝓𝑗,𝑘 + 𝜟𝝓𝑘,𝑖 = 0

- all relative to one arbitrary reference point (RP)

EUPOS 2019

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InSAR quality indicators

I. A-posteriori variance factor (for PS „i“)

𝜎𝑖2 =

𝝓𝑖 − 𝝓𝑚𝑜𝑑𝑒𝑙 Σ 𝝓 𝝓𝑖 − 𝝓𝑚𝑜𝑑𝑒𝑙𝑇

𝑁 − 𝑘

II. Ensemble coherence (for PS „i“)

𝛾𝑖 =1

𝑁

𝑘=1

𝑁

exp 𝑗 𝜙𝑖 − 𝜙𝑚𝑜𝑑𝑒𝑙 𝑘

III. VC matrix of estimated parameters (for PS „i“)

𝜮 𝒉𝒊, 𝒅𝒊

Correctness of functionalmodel & a-priori variances

Correctness of functionalmodel & degree of phase noise

Correctness of functional model & redundancy & ambiguity errors

EUPOS 2019

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PS networkEUPOS 2019

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PS networkEUPOS 2019

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PS networkEUPOS 2019

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Case studies from Slovakia

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Sentinel-1 coverage of Slovakia

Operational monitoring (under ESA PECS project):

Landslides (Upper Nitra region)

Undermining subsidence (Nováky and surroundings)

Waterworks (Gabčíkovo, Čuňovo)

EUPOS 2019

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State-wide monitoringEUPOS 2019

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Regional monitoring capabilityEUPOS 2019

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Budapest as seen by Sentinel-1 InSAREUPOS 2019

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Budapest as seen by Sentinel-1 InSAREUPOS 2019

Page 39: InSAR geodesy: current capabilities, challenges and why we need … · 2019. 11. 20. · PEMB (PEM2) EUPOS 2019. First InSAR & GNSS collocation site in Slovakia Date installed: 31.7.2019

Problem: Atmospheric Phase Screen (APS)

turbulence stratification

20170619 - 20170712 20170619 - 20170607

−𝜋 +𝜋0

InSAR: differential atmospheric phase (𝑡0 − 𝑡𝑖):

EUPOS 2019

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APS estimation

APS is correlated in space, while decorrelated in time (of individual satellite acquisitions)

Assumption:

EUPOS 2019

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APS – InSAR estimation / Numerical weather modelEUPOS 2019

Page 42: InSAR geodesy: current capabilities, challenges and why we need … · 2019. 11. 20. · PEMB (PEM2) EUPOS 2019. First InSAR & GNSS collocation site in Slovakia Date installed: 31.7.2019

InSAR limitationsand challanges

Page 43: InSAR geodesy: current capabilities, challenges and why we need … · 2019. 11. 20. · PEMB (PEM2) EUPOS 2019. First InSAR & GNSS collocation site in Slovakia Date installed: 31.7.2019

Limitations & challenges for InSAR geodesy

1. InSAR network = “free network/datum”

• 1 spatial (ref. point) + 1 temporal (ref. epoch) reference required• low geolocation accuracy ~ several metres

2. Accuracy, although < 1 mm, significantly decreases over large arc lengths

• esp. due to systematic effects, e.g. troposphere

3. No standardized and generally accepted:

• algorithm, software;• exchange format;• quality indicators

EUPOS 2019

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Limitations & challenges for InSAR geodesy

„InSAR measurements in a geodetic reference frame“

Transformation of InSAR “datum-free networks” into a standardcoordinate reference system (frame) via deployment of artificial SARreflectors (passive/active) and their collocation with permanent GNSSmeasurements

The challenge:

EUPOS 2019

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“Conventional” geodetic techniques vs. InSAR

Line-of-sight (LOS) vector

Complex sum of scatterers per pixel

3D / 1D (vertical) vector

Geodetic benchmark

∆𝑋, ∆𝑌, ∆𝑍 ; ∆ℎ ∆𝐿𝑂𝑆 𝐴𝑆𝐶; ∆𝐿𝑂𝑆 𝐷𝑆𝐶

EUPOS 2019

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InSAR & GNSS collocation

a.) parameter space

b.) observation space

Collocation of InSAR measurements with other technique in:

∆𝑝∆𝑡𝑢 = 𝑢 𝑝1, 𝑡1 − 𝑢 𝑝1, 𝑡0 − 𝑢 𝑝0, 𝑡1 − 𝑢 𝑝0, 𝑡0

EUPOS 2019

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InSAR & GNSS

GNSS baselines:

0. reference epoch

1. cartesian double-differences(weekly solutions)

2. topocentric differences

3. LOS differences

EUPOS 2019

Page 48: InSAR geodesy: current capabilities, challenges and why we need … · 2019. 11. 20. · PEMB (PEM2) EUPOS 2019. First InSAR & GNSS collocation site in Slovakia Date installed: 31.7.2019

InSAR & GNSS

90 km

EUPOS 2019

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InSAR & GNSSD

esc

en

din

g5

1D

esc

en

din

g1

53

𝜃𝑖𝑛𝑐 = 33°

𝜃𝑖𝑛𝑐 = 40°

EUPOS 2019

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InSAR & GNSS

GNSS antenna phase centre SAR scatterer phase centre

?

EUPOS 2019

Page 51: InSAR geodesy: current capabilities, challenges and why we need … · 2019. 11. 20. · PEMB (PEM2) EUPOS 2019. First InSAR & GNSS collocation site in Slovakia Date installed: 31.7.2019

InSAR & GNSS collocation

a.) parameter space

b.) observation space

Collocation of InSAR measurements with other technique in:

∆𝑝∆𝑡𝑢 = 𝑢 𝑝1, 𝑡1 − 𝑢 𝑝1, 𝑡0 − 𝑢 𝑝0, 𝑡1 − 𝑢 𝑝0, 𝑡0

EUPOS 2019

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Artificial SAR reflectors

A.) Corner reflectors (Passive artificial radar point scatterer)

Exactly known phase centre! (apex)

EUPOS 2019

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InSAR & GNSS collocation

B.) Radar transponders (Active artificial radar point scatterer)

EUPOS 2019

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First InSAR & GNSS collocation site in Slovakia

Date installed:

31.7.2019

Hvezdáreň Partizánske

PEMB (PEM2)

EUPOS 2019

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First InSAR & GNSS collocation site in Slovakia

Date installed:

31.7.2019

Hvezdáreň Partizánske

PEMB (PEM2)

EUPOS 2019

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First InSAR & GNSS collocation site in Slovakia

Date installed:

31.7.2019

Hvezdáreň Partizánske

PEMB (PEM2)

EUPOS 2019

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What to consider when deploying CRs?

Suitability of ref. station for CR installation:

Evaluation of expected Signal-to-Clutter (SCR) ratio:

I. Simulation of reflector’s RCS,

II. Estimation of the clutter power (RCS) at deployment site.

EUPOS 2019

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Thank you. Questions?EUPOS 2019