twelve-year landslide risk assessment in villa de independencia, bolivia… · 2020-05-06 · villa...

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Twelve-Year Landslide Risk Assessment in Villa de Independencia, Bolivia, with Sentinel-1 and ALOS-1/2 InSAR Observations Chuang Song, Zhenhong Li, Stefano Utili, Chen Yu Newcastle University

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Page 1: Twelve-Year Landslide Risk Assessment in Villa de Independencia, Bolivia… · 2020-05-06 · Villa de Independencia, Bolivia, with Sentinel-1 and ALOS-1/2 InSAR Observations Chuang

Twelve-Year Landslide Risk Assessment in Villa de Independencia, Bolivia, with Sentinel-1 and

ALOS-1/2 InSAR Observations

Chuang Song, Zhenhong Li, Stefano Utili, Chen YuNewcastle University

Page 2: Twelve-Year Landslide Risk Assessment in Villa de Independencia, Bolivia… · 2020-05-06 · Villa de Independencia, Bolivia, with Sentinel-1 and ALOS-1/2 InSAR Observations Chuang

Study Area

Villa de Independencia, Bolivia

There were observed cracks in the downtown walls and wall collapse at the eastern bus station.

Page 3: Twelve-Year Landslide Risk Assessment in Villa de Independencia, Bolivia… · 2020-05-06 · Villa de Independencia, Bolivia, with Sentinel-1 and ALOS-1/2 InSAR Observations Chuang

Data

2015 2016 2017 2018 2019Time (year)

-200

-100

0

100

Spat

ial B

asel

ine

(m)

2015 2016 2017 2018 2019Time (year)

-100

0

100

200

Spat

ial B

asel

ine

(m)

(b) Sentinel-1 descending

(c) Sentinel-1 ascending

2008 2010 2012 2014 2016 2018Time (year)

-2000

-1000

0

1000

2000Sp

atia

l Bas

elin

e (m

)(a) ALOS-1 and ALOS-2

ALOS-1 ascending

ALOS-2 ascending

ALOS-2 descending< ALOS-2 images are too few to apply timeseries InSAR, so interferometry only >

Page 4: Twelve-Year Landslide Risk Assessment in Villa de Independencia, Bolivia… · 2020-05-06 · Villa de Independencia, Bolivia, with Sentinel-1 and ALOS-1/2 InSAR Observations Chuang

Flowchart of Time Series InSAR

LOS velocityand

time series

Selectedinterferograms

SLCimages

ResampledSLC images

Coregistration Grouping pairsRemoval of DEM

GACOS troposphericdelay correction

Correctedinterferograms

First-roundcoherent pixels

Dispersionof amplitudePhase noiseSecond-round

coherent pixels estimation

Phase correction forspatially-uncorrelated noise

Wrappedphase images

Unwrappedphase images

3D phaseunwrapping

Correct spatially-correlated noise

StaMPS

/SBAS

Page 5: Twelve-Year Landslide Risk Assessment in Villa de Independencia, Bolivia… · 2020-05-06 · Villa de Independencia, Bolivia, with Sentinel-1 and ALOS-1/2 InSAR Observations Chuang

Results | Displacement velocity maps

-66.84 -66.82 -66.8 -66.78

-17.11

-17.1

-17.09

-17.08

-17.07

-17.06

-17.05

-50

-40

-30

-20

-10

0

10

20

30

40

50mm/yr

-66.84 -66.82 -66.8 -66.78

-17.11

-17.1

-17.09

-17.08

-17.07

-17.06

-17.05

-50

-40

-30

-20

-10

0

10

20

30

40

50mm/yr

(c) Sentinel-1 descending (2014 to 2019)

-66.84 -66.82 -66.8 -66.78

-17.11

-17.1

-17.09

-17.08

-17.07

-17.06

-17.05

-50

-40

-30

-20

-10

0

10

20

30

40

50mm/yr

-66.84 -66.82 -66.8 -66.78

-17.11

-17.1

-17.09

-17.08

-17.07

-17.06

-17.05

-50

-40

-30

-20

-10

0

10

20

30

40

50mm/yr

(d) Sentinel-1 ascending (2014 to 2019)

(a) ALOS-1 ascending (2007 to 2011) (b) ALOS-2 ascending (2015 to 2017)

Town Centre

Highway 25

Town Centre

Highway 25

Town Centre

Highway 25

Town Centre

Highway 25

Risky Area Risky Area

Risky AreaRisky Area

A landslide risky area below Highway 25, with the displacement velocity of about 30 mm/yr in the Line of Sight (LOS), is detected.

The town centre needs a further check usingSentinel-1 results in high temporal resolution.

Page 6: Twelve-Year Landslide Risk Assessment in Villa de Independencia, Bolivia… · 2020-05-06 · Villa de Independencia, Bolivia, with Sentinel-1 and ALOS-1/2 InSAR Observations Chuang

Results | InSAR time series in the Risky Area

2008 2010 2012 2014 2016 2018Time (year)

-200-100

0100

LOS

(mm

)

ALOS-1 AscendingSentinel-1 DescendingSentinel-1 AscendingALOS-2 Ascending

The temporal behaviour in descending and ascending LOS coincides well illustrating a

slowdown process from mid 2017.

The detected landslide risky area below Highway 25 is in a lower failure risk than before, but

the low risk may be temporary considering the same slowdown process from 2008 to 2010.

2008 2010 2012 2014 2016 2018Time (year)

-200

-100

0

100

LOS

(mm

)

2020

slowdown

the same slowdown process but accelerated after 2010

Mid 2017

Page 7: Twelve-Year Landslide Risk Assessment in Villa de Independencia, Bolivia… · 2020-05-06 · Villa de Independencia, Bolivia, with Sentinel-1 and ALOS-1/2 InSAR Observations Chuang

Results | Cumulative LOS displacements in the Downtown

The spatial distribution of Sentinel-1 LOS displacements in descending and ascending

modes suggests that the town centre and its upper block move with different east-west

sliding due to different slope aspect.

Town Centre

Upper Block

Sentinel-1 descending Sentinel-1 ascending

Town Centre

Upper Block

Town Centre

Upper Block

Slopeaspect

Slope aspect

Page 8: Twelve-Year Landslide Risk Assessment in Villa de Independencia, Bolivia… · 2020-05-06 · Villa de Independencia, Bolivia, with Sentinel-1 and ALOS-1/2 InSAR Observations Chuang

Results | InSAR time series in the Downtown

2008 2010 2012 2014 2016 2018Time (year)

-40

-20

0

20

40

LOS

(mm

)

0

50

100

150

200

250

30-d

ay a

cc. p

reci.

(mm

)

2008 2010 2012 2014 2016 2018Time (year)

-20

0

20

40

60

LOS

(mm

)

0

50

100

150

200

250

30-d

ay a

cc. p

reci.

(mm

)

Acceleration

Note: The daily precipitation data wascollected from NASA GPM and convertedto 30-day accumulated precipitation totals.LOS deformation in descending andascending modes have differentsensitivities to the slope geometry.

• The deformation time series from Sentinel-1 present acceleration in early 2018 and 2019, which is cross-validated by ALOS-2 measurements.

• The two accelerations have similar initiating time and durations, in response to increase precipitation in the late rainy season.

Note: The upper block holds too few coherent pixels byALOS-2, so no ALOS-2 results for it.

(a) Town Centre

(b) Upper Block AccelerationWe thought the acceleration is a signal of landslide activation in the downtown.

2008 2010 2012 2014 2016 2018Time (year)

-200204060

LOS

(mm

)

0100200

30-d

ay a

cc. p

reci.

(mm

)

ALOS-1 AscendingSentinel-1 DescendingSentinel-1 AscendingALOS-2 AscendingALOS-2 DescendingPrecipitation

Page 9: Twelve-Year Landslide Risk Assessment in Villa de Independencia, Bolivia… · 2020-05-06 · Villa de Independencia, Bolivia, with Sentinel-1 and ALOS-1/2 InSAR Observations Chuang

Ø Displacement velocity from Sentinel-1, ALOS-1 and ALOS-2 data spanning

twelve years revealed a landslide risky area below Highway 25.

Ø Combining InSAR measurements in descending and ascending modes helps

identify two sub-blocks of landslides in the town.

Ø The activation of landslides from 2018 in Villa de Independencia was found,

possibly being related to the increased precipitation in the late rainy season.

Thanks!Email: [email protected]

Conclusion