Interference Localisation Methods using Direct Position ...

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Joon Wayn Cheong Andrew Dempster Interference Localisation Methods using Direct Position Determination Concept

Transcript of Interference Localisation Methods using Direct Position ...

Joon Wayn CheongAndrew Dempster

Interference Localisation Methods using Direct Position

Determination Concept

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• GNSS signals are inherently weak

• Spurious transmissions and intentional jammers in the GNSS band threatens safety critical applications that depends on GNSS

Introduction• A network of phased

array sensors tuned to the GNSS band can be used to detect jammers.

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• Narrowband– Strong jammer signal strength will affect

receiver performance– Can be detected using AOA

• Wideband– Weak jammer signal strength is sufficient to

affect receiver performance– Can be detected using TDOA and AOA

Jammer Characteristics

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• AOA: Angle of Arrival utilising phased array processing

• TDOA: Time Difference of Arrival utilising cross correlation

• Geo-localisation of jammer– AOA: Intersection of lines– TDOA: Intersection of hyperbolas

Introduction

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• A signal processing technique to directly localise the jammer in the position domain

• Aims to combine signal energy from all antenna elements in the network

• Provides better position resolution than conventional methods

Direct Position Determination (DPD)

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• Most DPD approaches models narrowband signals (e.g. DPD, LOST, LOST-FIND, HR-DPD)

• Assumes wideband signal as a combination of multiple narrowband channels

• These DPD algorithms does not exploit good cross-correlation properties of wideband signals

Existing DPD Approaches

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Taxonomy of DPD Methods

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• Signal model:

• Eigen-decomposition

• Form noise subspace

TARGET 1/2

Correct eigendecompositionrequires Q < M

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• Cost function:

• Gridded position domain search:

TARGET 2/2

(left) X‐Y, (middle) Y‐Z and (right) X‐Z domain plot of the test statistic (z‐axis) vs position space (x,y‐axis)

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• Requires assumed knowledge of Q• Limited number of detectable sources• Lack sensitivity

– Does not fully utilise signal energy from all antenna elements within the array

Limitations of TARGET

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• Global Covariance Matrix

• Modified Global Covariance Matrix

Cross-correlation DPD (1/2)

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• Eigen decomposition and cost function

Cross-correlation DPD (2/2)

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TARGET ccDPD

Multiple Jammer

SNR = 0dB

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TARGET ccDPD

Heavy Background 8x GNSS Signals

SNR = ‐10dB

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TARGET ccDPD

Large Number of Sources (Ns = 12)

SNR = ‐10dB

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Multiple Jammer Heavy Background GNSS Signals Large number of sources 

Performance Evaluation

-10 -5 0 5 100

5

10

15

20

25

30

SNR (dB)

RMSE (m

)

SNR (dB)

RMSE (m

)

SNR (dB)

RMSE (m

)

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TARGET ccDPD

Field Data Results

SNR = ‐10dB

East (m)

North (m

)

East (m)North (m

)-420 -400 -380 -360 -340

-340

-320

-300

-280

-260

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• Derived a taxonomy and compared various DPD approaches

• Proposed ccDPD method has superior SNR sensitivity in comparison to recent methods

• Proposed ccDPD method can localise more sources than TARGET

Conclusion

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Questions?

Email: [email protected]• ARC Linkage LP140100252• GPSat Systems Australia• Dr Ryan Thompson• Dr Graeme Hooper