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Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University, China ESA, Holland, 20 th May 2010 Task 200: Definition of Ionospheric Correction Schemes
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Page 1: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Ionospheric mitigation schemes and their consequences for BIOMASS product quality

O. French & S. Quegan, University of Sheffield, UK

J. Chen, Beihang University, China

ESA, Holland, 20th May 2010

Task 200: Definition of Ionospheric Correction Schemes

Page 2: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Ionospheric Scintillation - Outline

• Summary of previous results

• Effect of 9m antenna

• GPS TEC data

• SAR simulator

• Correction strategies

Page 3: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Ionospheric Scintillation: Local Time

Summary

• Scintillation effects severe for Boreal latitudes at all local times

• For temperate and equatorial zones, much reduced levels of scintillation in general...

• ...BUT: severe post-dusk scintillations in the equatorial zone for orbits with local time later than 20:00.

Page 4: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Effect of 9m Antenna

• Shorter antenna of 9m does not change the previous conclusions, in fact very little apparent effect on PSF.

• However, increased resolution drastically increases required computing power to simulate a given area.

-Increased synthetic aperture;-Increased resolution on aperture;-Number of data points for 2D screen increases as d-4.

• Developed 1D slice simulator for which required number of datapoints scales as d-2.

Page 5: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

GPS TEC data

• Spatial resolution at 2.5° latitude, 5 ° in longitude.• Temporal resolution of 2 hours.

Page 6: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

GPS TEC data

Page 7: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

GPS TEC data

• Still to do: perform comparison of IRI and GPS TEC data.

• Expect IRI to be “smoother” than GPS data- Compare IRI with window averaged GPS data

• GPS likely to be better data source - GPS data accurate within 3-5 TECU- IRI comprises a model fitted to experimental data

Page 8: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Correction Strategies

• 1D SAR simulator built that images point target • Incorporates arbitrary phase perturbation across synthetic aperture

- Polynomial, degree n;- 1D Ionospheric phase simulations.

• Simple multi-aperture mapdrift (MAM) correction strategy employed.

Page 9: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Correction Strategies: MAM

• Phase error modelled as

• Require N sub-apertures to estimate the ak’s

• Decrease in SNR with increasing number of sub-apertures limits N

• Simulations performed for 2π phase error per term in polynomial, i.e. ak = 2π/Lk

Page 10: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Correction Strategies: Mapdrift

Uncorrected and corrected images for N=4

Page 11: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Correction Strategies: Mapdrift

Uncorrected and corrected images for N=8

Page 12: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Correction Strategies: Mapdrift

Uncorrected and corrected images for N=4 and with simulated ionospheric phase

Page 13: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Correction Strategies: Mapdrift

• Mapdrift ill-equipped to correct for ionospheric scintillation

• Probably due to high order of taylor expansion required to capture phase perturbations

• Alternative is PGA which does not rely on model for phase error

Page 14: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Ionospheric mitigation schemes and their consequences for BIOMASS product quality

O. French & S. Quegan, University of Sheffield, UK

J. Chen, Beihang University, China

ESA, Holland, 20th May 2010

Task 500: Definition of Calibration Scheme

Page 15: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Calibration - Outline

• Fujita three target approach

• Chen-Quegan compact polarisation approach

• Preliminary results for HV full polarisation approach

• Further work

Page 16: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Fujita Three Target ApproachAssumptions

• crosstalk same for transmit and receive channel;• discount all quadratic terms;• zero-mean complex Gaussian noise.

Five parameters (4 complex, 1 real): • transmit and receive channel imbalance, Fr and Ft;

• hv and vh crosstalk, C1 and C2;• Faraday rotation, Ω.

Masaharu Fujita, ‘Polarimetric Calibration of Space SAR Data Subject to Faraday Rotation – A Three-Target Approach’, IEEE 2005

Page 17: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Fujita Three Target Approach

System model: M = RTFSFT + N

where

are transmit and receive distortion matrices,

is Faraday rotation matrix. N is additive noise.

Page 18: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Fujita Three Target Approach

Page 19: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Fujita Three Target Approach

Simulation parameters used (taken from original paper)• Fr = 0.9;• Ft = 0.9;• C1 = 0.1;• C2 = -0.1;• Ω from 0 to 360°;• Additive noise -20dB in power;• No error in scattering matrices.

Two estimators for each quantity, denoted a and b

Page 20: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Fujita Three Target Approach

Faraday Rotation, Ω

Page 21: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Fujita Three Target Approach

Receive channel imbalance, FR

Page 22: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Fujita Three Target Approach

Transmit channel imbalance, FT

Page 23: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Fujita Three Target Approach

vh crosstalk, C1

Page 24: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Fujita Three Target Approach

hv crosstalk, C2

Page 25: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Fujita Three Target Approach

vh crosstalk, C1 hv crosstalk, C2

Page 26: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Fujita Three Target Approach

Introduce phase into single quantity, C1

• Fr = 0.9;• Ft = 0.9;• C1 = 0.1 exp (iπ/12);• C2 = -0.1;• Ω from 0 to 360°;• Additive noise -20dB in power;• No error in scattering matrices.

Page 27: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Fujita Three Target Approach

Amplitude Phasevh crosstalk, C1

Page 28: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Fujita Three Target Approach

Amplitude PhaseTransmit channel imbalance, Ft

Page 29: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Fujita Three Target Approach

Limitations of Fujita approach:• Assumes equivalence of transmit and receive crosstalk• Poor phase results• Discounts all quadratic terms• Does not consider large TEC/FR

Incorporate GNSS TEC estimator

22

round

GNSSF

Page 30: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Chen-Quegan Approach

• Good results for compact polarisation

• System model: transmit in right-circular polarised, receive in linear H,V.

2

1

1

2

cossin

sincos1

2

1,

N

N

eej

ee

SS

SS

ferA

M

Mj

cj

jc

j

VVVH

HVHHj

RV

RH

c

cc

V

H

jjjT

T

1

1

2

111

2

1

Page 31: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Chen-Quegan Approach

• Five parameters:- Circular crosstalk on transmit, δc;- Crosstalk on receive, δ2 (hv) and δ1 (vh);- Channel imbalance on receive, f;- Faraday rotation, Ω.

• δc and f calculated first, ignoring quadratic terms

• All other quantities derived from these including quadratic terms

• Estimators optimised

Page 32: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Chen-Quegan Approach

• Uses at most 4 calibrators from- PARCx- PARCy Active- PARCp- Dihedral- Trihedral Passive- Gridded trihedral (x 2)

Page 33: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Chen-Quegan Approach

Amplitude PhaseChannel imbalance, f

|1| = |2 |= 0.1, |c| =0.32, arg{1}= arg{2}= arg{c}=0, = /4

arg{f} = /3 |f | = 1.5

Page 34: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Chen-Quegan Approach

Amplitude PhaseCrosstalk, 1

|f | = 1.5, arg{f} = /3, |2 |= 0.1, |c| =0.32, arg{2}= arg{c}=0, = /4

arg{}=0 |=0.1

Page 35: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Chen-Quegan Approach

• Excellent results for compact polarisation - Amplitude- Phase

• Reduced set of assumptions- Quadratic terms only initially discarded

• Need to extend to full HV polarimetric case

Page 36: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Full Polarisation Scheme

System model: M = RTFSFT + N

Where now

are transmit and receive distortion matrices,

is Faraday rotation matrix. N is additive noise.

Page 37: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Full Polarisation Scheme

Reduced assumptions• discount some quadratic terms;• zero-mean complex Gaussian noise.

Seven parameters (6 complex, 1 real): • transmit and receive channel imbalance, Fr and Ft;

• receive crosstalk, Cr1 and Cr2;• transmit crosstalk, Ct1 and Ct2; • Faraday rotation, Ω.

Preliminary results with same values as previously, using PARCx, PARCy, GT1 and GT2 calibrators.

Page 38: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Full Polarisation Scheme

Faraday rotation, Ω

Page 39: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Full Polarisation Scheme

Amplitude PhaseTransmit channel imbalance, Ft

Page 40: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Full Polarisation Scheme

Amplitude PhaseReceive channel imbalance, Fr

Page 41: Ionospheric mitigation schemes and their consequences for BIOMASS product quality O. French & S. Quegan, University of Sheffield, UK J. Chen, Beihang University,

Full Polarisation Scheme

• Preliminary results show better (in)sensitivity to phase in crosstalk

Future work• Full analysis needs to be performed using method of Chen & Quegan.• Incorporate GNSS FR estimator• Consider suitability of calibrators


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