Radio-Frequency Identification (RFID), a new technique to ... · o m Radio-Frequency Identification...

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www.geolithe.com www.geolithe.com Radio-Frequency Identification (RFID), a new technique to monitor ground deformations WEGENER 2018 - Grenoble Mathieu Le Breton, PhD Student L. Baillet, E. Larose, E. Rey, F. Guyoton, P. Benech, D. Jongmans [email protected]

Transcript of Radio-Frequency Identification (RFID), a new technique to ... · o m Radio-Frequency Identification...

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Radio-Frequency Identification (RFID), a new technique to monitor ground deformations

WEGENER 2018 - Grenoble

Mathieu Le Breton, PhD StudentL. Baillet, E. Larose, E. Rey, F. Guyoton, P. Benech, D. Jongmans

[email protected]

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Monitor ground deformation >1cm

of a landslide

with a dense resolution (space/time)

on a 100-meter large earth surface

using Radio-Frequency Identification (RFID)

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Goal

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What is Radio-Frequency Identification (RFID) ?

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• Radio-Frequency barcode, for logistics, retail, manufacturing, transportation…

• Billions of tags produced per year

• Cost of one tag : 0.01-20€

• Tags can be localized (research)

Tags could track landslide displacements

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Investigation, research

Early Warning System

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Why monitoring landslidedisplacements ?

Old road

Historical

StableSlow, continuous1-1000 mm/day

‘Pas de l’Ours’ landslide,Aiguilles, French AlpsAlt. 1400-1700 m2018/07/27

Heterogeneous in space and timeDestroys on-site instrumentsA lot of snow in winterBudget restrictions

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State of the art limitations : Cost of the station

RFID station : 5-10 k€

Montserrat et al., 2014

Radar Interferometer(GB-SAR)

Jaboyedoff et al., 2010

Laser scanner

100 k€ 30 k€

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Total station

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Cost per monitored point

Angeli et al., 2000

Extensometer

Gili et al., 2000

DGPS

Benoit et al., 2015

Low-costDGPS

RFID tag : 20 €/ptpassive, no local power

Active radiotransponders

Kenney et al. 2009Intrieri et al., 2018

10 000 €/pt 200 €/pt+ batteries,solar panel...

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Travelletti et al., 2014

Ground-basedImage correlation

Time resolution

RFID : 3-30 milliseconds per point

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Intrieri et al., 2018b, Stumpf et al., 2017

Satellite

several days 0.5 day

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Problems that make data gaps

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Ice

Wires

VegetationFog, clouds

Radio-Frequency : works without clear line of sightTags : simple, no connectors, sealed

Mechanical

Optical

Snow

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How to measure the displacement ?

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4air rd

Stable station

Moving tag

RFID

Reader 1

2

Nikitin et al., 2000

Phase Displacement

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Test installation

1019 RFID Tags

RFID station

Pont-Bourquin Landslide,

Switzerland

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Does it work ?

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Impact of snow

RFID technique

Validated

+

More stable than wire extensometer

under rain and snow

(Le breton et al., submitted)

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Does it work with multiple tags ?

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Impact of snow

Disponibility > 95%For most of the tags

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Accuracy (99.7% confidence interval)

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• Laboratory tests : < 2 mm

(short distance, 6m) (Le breton et al., 2017)

• Real use case : 1 cm

(60-m distance, 19 tags) (Le breton et al., submitted)

• Exception of snow : 4 cm

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• 20€ / tag & simple installation => spatially dense

• 5 k€ a station => adequate for moderate risk

• Resolution 3-30 ms & light data => Reactive early warning

• Works with rain, snow and fog => High disponibility

• Accuracy 1cm => sufficient for landslides

• Range 80 m => small/medium area• But recent research reaches 1km (Amato et al. 2018)

• Accuracy deteriorated with snow (4cm)

• Phase ambiguity (8 cm)

Advantages

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Limitations

Perspectives : new use cases ? [email protected]

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Additional Slides…

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RF absolute ranging techniques 4air

vr

f

04

air vr r

f

4i ref ref ir r P P

Signal strength (RSS) :

Frequency-domain phase, usingmultiple carrier frequencies :

=> Better, but still an error of +/- 2m

Error of up to 25m Sensitive to interferences and

antenna positions

Time series on the next slide

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Displacement time series, with relative/absoluteranging techniques

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Cost per point DGPS,Extensometer,Low-cost GPSActive transponder

20 € / tag

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Limits State of the art RFID

10 000 €

200 €+battery

Station cost Radar,Laser scanner,Fiber opticsTotal station

100 k€

30 k€

5-10 k€

Time resolution Satellite sensingGround photo

3-30 ms/pt3 days1 day

Bad weather OpticalMechanical

RadioSealed tags

Fog, rain, snowWater, ice

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How to measure the displacement ?

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4air rd

Stable station

Moving tag

RFID

Reader 1

2

Nikitin et al., 2000

Phase Displacement

scale 1:1

air

distanceReader

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Conclusions

Premiers travaux de localisation RFID en extérieur

Adapté à la surveillance de glissements de terrain

Mesure de déplacements relatifs

1 mesure toutes les 0.03 secondes

Précision < 1cm

Portée standard 60 m (prototype : 120m)

Fiable : 95% de fonctionnement

Coût faible (5k€ l’installation, 20€/tag)

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Perspectives d’utilisation

Surveillance de glissement de taille moyenne, en temps réel, avec un réseau de capteurs dense.

Chute de blocs ?

Structure génie civil ?

Travaux en cours• Étudier le fonctionnement sous la neige

• Suivre un mouvement en 3D

• Améliorer la portée : 60m => 200m

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TechniqueComparison

RFID AutomaticTheodolite

Extensometer

Range (m) 100 1 000 10

1-D Accuracy (mm) 5 1 20

Cost of the base (€) 5 000 30 000 1 000

Cost per point (€) 20 100 1 000

Robust to problems(rain, snow, ice, shocks, destruction, theft)

++ + -

Time to measure (s) 0.01 20 0.01

Possible mismatch Phase ambiguity Target identification

no

Complementary data Yes (signal quality,

doppler, basic sensing)

Little(signal quality)

Not

Comparision of techniques

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www.geolithe.comPortée

Limite de réception du reader

120m

Tag industriel : 60m

Tag maison : 120m

Développements en cours pour doubler la portée

Aujourd’hui :

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How to use motion tracking ?Ex: Deconvolution of an impulse response

Impulse response to rain

Deconvolution(Rain, velocity)

Convolution(Rain, Impulse response)

Rain-based prediction

Explained by water infiltration

~24h delay

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Rain impulse

1

2

Input : Rain + velocity

Rai

n

3

velocity

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Conclusion :Accuracy ≈ 1 cm

Estimation of the accuracy

Long-term Centered on zero Spread = error of the

tacheometer levees

Short-term < 2cm Stacking reduces this error

(ex: 1 minute average)

Daily < 1 cm on

dry days

Rec

eive

dSi

gnal

St

ren

gth

(dB

m)

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