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www.mdacorporation.com RADARSAT-2 Image Quality and Calibration Update by Dan Williams, Yiman Wang, Gordon Fitzgerald, Marielle Chabot, Pierre Le Dantec, Robert Fiset, Yan Wu, Ron Caves, Kenny James, Alan Thompson, Cathy Vigneron September 7, 2016

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Page 1: RADARSAT-2 Image Quality and Calibration Updateceos.org/document_management/Working_Groups/WGCV/Meetings/… · (~ -0.15 dB on Ascending passes, +0.1 dB on Descending passes) Mean

www.mdacorporation.com

RADARSAT-2Image Quality and Calibration Update

by Dan Williams, Yiman Wang, Gordon Fitzgerald, Marielle Chabot, Pierre Le Dantec,

Robert Fiset, Yan Wu, Ron Caves, Kenny James, Alan Thompson, Cathy Vigneron

September 7, 2016

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Use, duplication or disclosure of this document or any of the information or images contained herein is subject to the restrictions on the title page of this document. Copyright ©2016 MDA.

Image Credits and Disclaimer Language

2

RESTRICTION ON USE, PUBLICATION OR DISCLOSURE OF PROPRIETARY CONTENTThis presentation includes content that is proprietary to MacDonald, Dettwiler and Associates Ltd. (“MDA”), its subsidiaries, and third parties. Do not disclose, use, or duplicate this document or of any of its content.MDA provides this presentation for general information purposes only, and this presentation does not constitute an offer, promise, warranty or guarantee of performance. MDA and its licensors do not authorize, and disclaim all liability for, any actions taken in reliance on this presentation.The products depicted are subject to change, and are not necessarily production representative. Actual results may vary depending on certain events or conditions.

COPYRIGHT © 2016 MacDonald, Dettwiler and Associates Ltd., and third parties whose content has been used by permission. All rights reserved.

RADARSAT-2 Data and Products © MacDonald, Dettwiler and Associates Ltd (2008-2016). All Rights Reserved. RADARSAT is an official mark of the Canadian Space Agency. Page(s) 6, 15, 21, 23, 29, 31-35

GENERAL ACKNOWLEDGEMENTSCertain images contained in this document are property of third parties:Image on P. 31. COPYRIGHT © Copernicus Sentinel data for sentinel data.

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Outline

• Overview of RADARSAT-2 commercial SAR modes

• RADARSAT-2 Image Quality Monitoring and Calibration Status– Overview

– Geolocation

– Resolution

– Radiometric Accuracy

– Beam Pointing

– Inter-Wing Phase Balance

– Polarimetric Corrections

– Noise Levels

– Other

• Sentinel-1 Mutual Interference

• New Extended Low Incidence Dual-Polarized mode

• Conclusion

3

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RADARSAT-2 Commercial SAR Modes

New dual-polarization capability in Extended Low

Incidence mode for improved ship detection

4

Ref: http://mdacorporation.com/docs/default-source/technical-documents/geospatial-services/52-1238_rs2_product_description.pdf

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RADARSAT-2 Commercial SAR Modes

• 20 Beam Modes– 4 ScanSAR

(2 to 8 Beams)– 15 Stripmap

(Single Beam) – 1 Spotlight

(Steered Beam)

• Swath Widths – 20-500 km

• Nominal resolutions– Range: ~3 - 100 m– Azimuth: ~0.8 – 100 m

• Commercial operations began April 24, 2008– Launched December 2007

5

Ref: http://mdacorporation.com/docs/default-source/technical-documents/geospatial-services/52-1238_rs2_product_description.pdf

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Overview of Image Quality and Calibration

6

Ron Caves,

• Ongoing monitoring & calibration program– Acquisitions over calibration sites– Analysis and trending of quality measures– Calibration adjustments as warranted

• Ongoing work to enhance accuracy and minimize artifacts

• Creation of new modes – (e.g. Dual-Pol Extended Low, Maritime Surveillance

ScanSAR, Extra-Fine, Wide Quad Pol Modes)

Corner Reflector and Antenna Dish Point Target Measurements

(Resolution, sidelobe ratios, geolocation)

Amazon Rainforest Distributed Target Measurements

(Radiometric accuracy, beam patterns, beam pointing, polarimetriccorrection matrices, inter-wing phase balance)

6

Other

(Noise levels, antenna

diagnostics, local oscillator

frequency, new mode

evaluation, issue investigations)

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Point Target Monitoring

• MDA owned, precision surveyed corner reflectors in Canada– 2 in Vancouver, 2 in Quebec City

• Corner reflectors in other countries– JAXA (Tomakomai, Japan)– JPL (California)– Geoscience Australia (testing in progress)– Simon Fraser University (Bolivia)– CONAE (Argentina)*– DTSO (Adelaide Australia)*– U of Zurich (Dubendorf, Switzerland)*– * past deployments

• Antenna dishes in Canada– Gatineau, Prince Albert, Saskatoon, St-Hubert, Aldergrove, Masstown, Inuvik– Higher radar cross-section than corner reflectors, but less accurate

• For geolocation, resolution and sidelobe measurement

• Results are filtered to eliminate non-representative measurements– Dish not tracking sensor– Contamination from surrounding clutter– Snow on reflectors in winter– Ground truth accuracy limitations

7

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0

2

4

6

8

10

12

14

16

18

20

1/1/2010 1/1/2011 1/2/2012 1/1/2013 1/1/2014 1/1/2015 1/2/2016 1/1/2017

Cir

cula

r G

eo

loca

tio

n E

rro

r (m

)

StandardQuad (Far)

StandardQuad (Near)

Fine Quad

Extra-Fine

Ultra-Fine

Spotlight

Geolocation Measurement Results(with Downlinked Orbit data, over Corner Reflectors)

Excellent accuracy at downlink thanks to precision orbit determination on-board spacecraft

8

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Geolocation Measurement Results(with Definitive Orbit data, over Precision Corner Reflectors, with Atmospheric Correction,

since release of enhanced accuracy Definitive Orbit on 30-June-2015)

Atmospheric correction was done in post-processing as a slant range correction for the dry part of the atmosphere:

= 2.3m * (1/cos(incidence angle) – 1/cos(35 degrees))

Geolocation calibration is anchored at 35 degrees incidence angle

Corner reflectors: MDA precision surveyed and JPL

9

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Stripmap & Spotlight modes, Definitive Orbit, Precision Corner Reflectors,

with Atmospheric Correction, Results since Sept 7th 2015

Geolocation Measurement Statistics• Measured location errors with Downlinked orbit data

– < 6 m RMS in most Single-Beam and Spotlight modes – <10 m RMS in Extended Low Incidence mode– <20 m RMS in ScanSAR modes

• Measured location errors with Definitive orbit data (available with ~1-2 days latency)– <2 m RMS in most Single-Beam and Spotlight modes after atmospheric correction in post-processing

• Generally better than the conservative accuracy values given in RADARSAT-2 Product Description documentation– Much better than original mission performance goals– Continues to improve through orbit accuracy, calibration and SAR processing refinements

Stripmap & Spotlight modes, Downlinked Orbits, Corner Reflectors, Results since Jan 1st 2012

Note: Accurategeolocation requires accurate terrain height knowledge. These geolocation measurements are for calibrated corner reflectors of known elevation.

RMS = root mean square; CE90 = circular error, 90th percentile10

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0.5

1

2

4

8

16

32

1/1/2010 1/1/2011 1/1/2012 1/1/2013 1/1/2014 1/1/2015 1/1/2016 1/1/2017

Gro

un

d R

ange

Res

olu

tio

n

No

rmal

ized

to

35o

Inci

den

ce (m

)

Wide

Standard (Far)

Extended High

Standard Quad (Far)

Standard (Near)

Extended Low

Standard Quad (Near)

Fine Quad

Fine

Multi-Fine

Wide Fine

Extra-Fine

Ultra-Fine

Spotlight

Ground Range Resolution (SGX Products)

11

Very stable (when normalized by incidence angle)Normalized resolution = resolution * sin(incidence angle) / sin(35o)

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0.5

1

2

4

8

16

32

1/1/2010 1/1/2011 1/1/2012 1/1/2013 1/1/2014 1/1/2015 1/1/2016 1/1/2017

Azi

mu

th R

eso

luti

on

(m

)

Wide

Standard

Extended High

Extended Low

Standard Quad

Fine Quad

Fine

Multi-Fine

Wide Fine

Extra-Fine

Ultra-Fine

Spotlight

Azimuth Resolution (SGX Products)

12

Very stable

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-20

-18

-16

-14

-12

-10

-8

-6

-4

-2

0

30 31 32 33 34 35 36 37

Elev

atio

n Pa

tter

n G

ain

(dB)

Elevation Angle (deg)

Measured Pattern Derivedfrom Amazon Scene

Reference Pattern fromCalibration Parameters

-15-14-13-12-11-10

-9-8-7-6-5

10 20 30 40 50 60

Gam

ma0

(d

B)

Incidence Angle (deg)

Amazon Reference Backscatter vs Incidence Angle

Co-Pol

Cross-Pol

Radiometric Accuracy Monitoring (1)

• The main method for monitoring absolute radiometry is through antenna elevation pattern analysis in Single Beam modes:– Measure backscatter profile as a function of range over a

homogeneous area of the Amazon rainforest

– Convert into a measured elevation pattern by subtracting noise, scaling by the assumed mean backscatter function of the Amazon, and backing out the elevation pattern correction applied during processing

– Align the measured pattern with the reference pattern from the calibration parameters, take the power ratio between the 2 patterns, and track it over time

13

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Mean Radiometric Offset

14

Overall results (for all beams) are gradually improving (ongoing beam-specific calibration refinements since initial operations in April 2008)

Mean difference from Amazon reference is nearly zero (~ -0.15 dB on Ascending passes, +0.1 dB on Descending passes)Mean per-scene differences typically within +/- 1 dB (std. dev. = 0.3 dB)

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Beam Pointing Monitoring

• Elevation beam pointing is monitored using elevation pattern analysis over the Amazon– The shifts needed to align the measured and

reference elevation patterns are recorded and trended over time

• Azimuth beam pointing is monitored by comparing pitch and yaw measured on-board with Doppler centroid frequency estimated adaptively during SAR processing– For image quality monitoring products over the

Amazon

• This shows trends in how the beam pointing varies with respect to nominal

Actual beam centre

Nominal beam

centre

Elevation Pointing Error

AzimuthPointing Error

15

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Elevation Beam Pointing Results

16

Overall results are stable since initial operations in April 2008

Mean measured pointing error overall ~= 0Typically within +/- 0.1o, std. dev. ~= 0.02o

The measurements contain a few outliers, mainly due to variations in scene content (Amazon scenes not perfectly uniform)

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Azimuth Beam Pointing Results• Mean azimuth beam pointing from antenna boresight is nearly zero• Follows seasonal trends, likely due to thermal effects

– Within +/- 100 Hz ~= 0.02o, regular trend since solar arrays began tracking the sun year-round (August 2013)– Compensated by adaptive Doppler centroid estimation in SAR processing and inter-wing phase calibration adjustments

• Minor problems with a small number of Left-looking slews in fall 2015 were corrected by adjusting star tracker operations

17

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Inter-Wing Phase Balance Monitoring• RADARSAT-2 can operate with dual receive apertures (wings)

– Doubles the effective pulse repetition frequency

– Used in Multi-Fine, Extra-Fine, Ultra-Fine, Spotlight, and DVWF modes

• A phase difference between fore and aft wings causes an azimuth beam pointing shift (Doppler shift) from boresight

• The main impacts of uncompensated phase differences are subtle radiometric residual ripples in Spotlight images– Not typically visible except in scenes of uniform ground cover

– Not a significant issue in other commercial operations

• We use Spotlight images over the Amazon to monitor and correct for this:– Observed radiometric errors are

used to estimate inter-wing phaseimbalances, which drive regular seasonal calibration adjustments

range

AftWing

Fore Wing

18

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Inter-Wing Phase Balance Results and Seasonal Calibration Adjustments• Seasonal trends resemble those of the mean Doppler Centroid frequency delta

from boresight• Changes are compensated through adaptive processing and calibration

adjustments to maintain optimal image quality– Calibration adjustments are made at discrete intervals in both H and V receive polarizations

19

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Expected covariance matrix for Amazon rain forest

C=

𝑎 0 0 𝑑0 𝑏 𝑏 00 𝑏 𝑏 0𝑑 0 0 𝑎

• For RADARSAT-2, polarization distortion is characterized over homogeneous regions of the Amazon rain forest:– Supports calibration over the entire swath– Known, stable, polarimetric signature:

• Reciprocity• Azimuth symmetry

– High signal to noise ratio– No ground infrastructure cost

• Input:– SLC products with HH absolute radiometric calibration

applied

• Procedures:– The homogoneous area of each product is identified

(regions to exclude are selected manually if necessary)

– This area is partitioned into range sections, each spanning a fixed elevation angle (~0.2°)

– An average 4 x 4 covariance matrix is calculated over each section, representing the observed polarimetricsignature

– Imbalance and cross-talk on TX and RX are estimated from each covariance matrix

– These are tracked and trended over time

20

Polarimetric Calibration Monitoring

Co-pol g0 backscatter: 𝑎 ~ − 6.5 dBX-pol g0 backscatter: 𝑏 ~ − 12.5 dBCo-pol g0 product: 𝑑 ~ − 9.5 dB

Excluded regions

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Polarimetric Balance Results• Following calibration, overall accuracy is well within performance goals:

– TX imbalance: mean ~= 0, std. dev. = 0.1 dB intensity, 1° phase– RX imbalance: mean ~= 0, std. dev. = 0.1 dB intensity, 2° phase

21

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Polarimetric Balance Results vs Angle• Trends shown as a function of elevation (off-nadir) angle over the past year, for right-looking beams

– Performance remains well within operating goals for all beams (0.5 dB intensity, 5 deg phase)– Beam-specific calibration adjustments to Tx phase balance are being planned

• Gradual changes since last polarimetric calibration update in 2013

22

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Polarimetric Cross-Talk Results

• Following calibration, cross-talk levels remain excellent

23

C12 = spatial averaged Hermitian product of the HH and HV complex scattering amplitudesC13 = spatial averaged Hermitian product of the HH and VH complex scattering amplitudesC42 = spatial averaged Hermitian product of the VV and HV complex scattering amplitudesC43 = spatial averaged Hermitian product of the VV and VH complex scattering amplitudes

All less than -30 dB, well within performance goals

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Influence of Solar Beta Angle • Solar beta is the angle between solar illumination and the orbital plane• Its variation throughout the year is closely mirrored by some of the

quality measures we track– Inter-wing phase balance (addressed by calibration updates)– Azimuth beam pointing (compensated by adaptive Doppler centroid

estimation)– Polarimetric receive phase balance (impact on quality is very small)

• Spacecraft component temperatures show similar trends and are the likely mechanism

b

Solar Beta Angle (deg)Inter-Wing Phase

BalanceAzimuth Pointing

Variation from Boresight

Polarimetric Receive Phase Balance

Ho

tter

Co

ole

r

24

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Noise Level Monitoring

• Data collected in “receive-only” modes

– Antenna receives but does not transmit

– Processed image contains only noise

– Acquisitions cover all pulse types used in commercial modes

• Processed image levels are analyzed and converted to estimates of noise levels in the raw data

• These estimates are compared to the calibrated noise level associated with each pulse

25

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Noise Level Measurement ResultsResults are stable since initial operations in April 2008

Measurements in all polarizations remain within ~1 dB of calibrated levels

26

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The NESZ depends on the pulse noise levels shown in the previous slide, plus beam-related noise factors and processing gains

Using the Extended Low Incidence Mode as an example:

The pulse noise level is ~16.5 dB (as shown in the previous slide for the 17.28 MHz pulse)

This is equivalent to ~10^(16.5/20)/sqrt(2) ~= 4.7 digital amplitude counts for both I and Q channels, before front-end attenuations

Processing gains include radiometric corrections, which depend on antenna array and sub-array patterns, which are slightly different for the V polarization than for the H polarization

Overall the NESZ of the new HV channel is slightly higher than for the HH channel but both are <= -24 dB

Noise Equivalent Sigma0 (NESZ)

8 10 12 14 16 18 20 22-30

-29

-28

-27

-26

-25

-24

-23

Elevation Angle (degrees)

Nois

e E

quiv

ale

nt

Sig

ma0 (

dB

)

Estimated NESZ for Extended Low mode

EL1 HH

EL1 HV

27

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Other Aspects of RADARSAT-2 Image Quality Monitoring

Type of Monitoring Description

Point target sidelobe ratios Stable (within specifications where clean measurements are possible), <= -18 dB peak SLR, <= -14.9 dB integrated SLR

Azimuth pattern shape Stable since initial operations (correlations of measured patterns with reference patterns > 98%)

Ambiguity levels Stable (results of occasional spot checks in selected modes are consistent with models)

Chirp replica coefficients Stable

BAQ table usage Stable (good use of available dynamic range)

Payload local oscillator Stable (based on timing analysis of raw echo data)

Antenna Diagnostics Nominal (all T/R modules are operating well; results show minor seasonal magnitude and phase variations within design expectations)

Product Quality Control at Gatineau HQ

Each product is checked for artifacts, geolocation discrepancies, and coverage errors – any problems are reported and tracked

28

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Sentinel-1 Mutual Interference• Mutual interference occurs when pulses

transmitted by antenna on one spacecraft are received by antenna on the other spacecraft– Sentinel-1 operates at similar C-Band frequencies as

RADARSAT-2– Main concern is the bistatic case where both missions

illuminate the same area on the ground at the same time• Temporary rise in noise level

• MDA is taking a pro-active approach– Discussing with ESA approaches to mitigate the problem

through orbit control adjustments– Monitoring the known orbit crossing points where

interference may occur and issuing quality notices to users when necessary • 11 events affecting image quality observed in the last 12

months (< 0.1% of acquisitions)

– Developing a software tool to predict future interference events with S-1 and other missions

– Considering future missions in collaboration with Canadian Space Agency

– Raising awareness

29

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Sentinel-1 Interference Example

RADARSAT-2 (SCWA Mode)

Sentinel-1A (EW Mode)

Slice #1

Slice #2

~3 seconds = S-1A EW mode

beam cycle time

Zero Doppler Time(starting at 03:24:48 on 2016-05-10)

Sentinel-1A imagery is from ESA Copernicus Sentinels Scientific Data Hub 30

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SLC 8.0 x 5.1 9.0 x 7.7 1 x 1

SGX 10.0 x 10.0

SGF

SSG, SPG12.5 x 12.5

1 x 452.7 - 23.3 x 24.7170 x 170Extended Low 10 - 23

Single Pol (HH

only) or Dual Pol

(HH + HV)

New Dual-Polarized Extended Low Mode• Currently the Extended Low Incidence

mode operates in HH polarization only• However, HV polarization is useful for

ship detection at low incidence angles – Ships stand out well thanks to lower

sea clutter

• New Dual-Polarized HH+HV mode is prepared and calibrated– Products expected to be available

commercially soon

Nominal Pixel SpacingNominal Resolution

Nominal Scene

Size

No. of

Looks Polarizations

Range x AzimuthRange x Azimuth Range x Azimuth

Range x

Azimuth Options

(metres) (metres) (kilometres) (degrees)

BEAM MODE PRODUCT

Range of Angle

of Incidence

HH

HV

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Extended Low Mode Dual-Pol Example

• Panama Canal Zone

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Zoom on Ships – Dual PolNorth end of Canal South end of Canal

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Zoom on Ships – HH PolNorth end of Canal South end of Canal

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Zoom on Ships – HV PolNorth end of Canal South end of Canal

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Conclusion• RADARSAT-2 image quality remains excellent

– Ongoing improvements continue through software updates and calibration refinement

– Occasionally affected by mutual radar interference with Sentinel-1

• Calibration adjustments applied as needed to maintain quality within operating objectives– As per seasonal fluctuations in inter-wing phase

– As per long-term gradual changes in other quality monitoring measures (e.g. radiometriclevels, polarimetric balance)

• New Extended Low Incidence Dual-Polarization mode– Calibration completed, commercial release forthcoming

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THANK YOU!

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