High Precision Calibration of Wide Bandwidth Observations...

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High Precision Calibration of Wide Bandwidth Observations with the GBT Ronald J Maddalena NRAO, Green Bank July 26 2007 Shelly Hynes (Louisiana School for Math, Science and the Arts) Charles Figura (Wartburg College) Chelen Johnson (Breck School) NRAO-GB Scientific and Engineering staff

Transcript of High Precision Calibration of Wide Bandwidth Observations...

Page 1: High Precision Calibration of Wide Bandwidth Observations ...rmaddale/GBT/Maddalena_HighPrecisionCalibration.pdfCharles Figura (Wartburg College) Chelen Johnson (Breck School) NRAO-GB

High Precision Calibration of Wide Bandwidth Observations

with the GBT

Ronald J MaddalenaNRAO, Green BankJuly 26 2007

Shelly Hynes (Louisiana School for Math, Science and the Arts)Charles Figura (Wartburg College)Chelen Johnson (Breck School)NRAO-GB Scientific and Engineering staff

Page 2: High Precision Calibration of Wide Bandwidth Observations ...rmaddale/GBT/Maddalena_HighPrecisionCalibration.pdfCharles Figura (Wartburg College) Chelen Johnson (Breck School) NRAO-GB

Typical Position-Switched Calibration Equation

BW

CalOffOn

RefSys

RefSysA

tElevAtA

pA

TRefRef

RefT

TRef

RefSigT

eTAreaElev

kS

)()()(

)(

)()()()(

)(),(

2)( ),(),(

A(Elev,t) = Air Massτ(ν,t) = Atmospheric Zenith OpacityTcal = Noise Diode TemperatureArea = Physical area of the telescopeηA (ν,Elev) =Aperture efficiency (point sources)TA (ν) = Source Antenna Temperature

S(ν) = Source Flux DensitySig(ν), Ref (ν) = Data taken on source and

on blank sky (in units backend counts) On,Off = Data taken with the noise diode on and offTsys = System Temperature averaged over bandwidth

Page 3: High Precision Calibration of Wide Bandwidth Observations ...rmaddale/GBT/Maddalena_HighPrecisionCalibration.pdfCharles Figura (Wartburg College) Chelen Johnson (Breck School) NRAO-GB

Position-Switched Calibration Equation

)()()()(

)()(

)()(),(

2 ElevAτ(ν)Cal

OffOnpA

eTRefRef

RefRef

RefSigAreaElevη

kνS

22

222

)(

ηη

TT

AASS

Cal

cal

Sources of uncertainties

• 10-15% accuracy have been the ‘standard’• Usually, errors in Tcal dominate• Goal: To achieve 5% calibration accuracy without a significant observing overhead.

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Air Mass Estimates

Depends upon density and index of refraction as a function of height

But, how can one get this information?

Page 5: High Precision Calibration of Wide Bandwidth Observations ...rmaddale/GBT/Maddalena_HighPrecisionCalibration.pdfCharles Figura (Wartburg College) Chelen Johnson (Breck School) NRAO-GB

Vertical Weather Data

Provided by the national weather services via FTP 60 hr forecasts (ETA model), updated every 12 hrs For each hour, provides as a function of height

above the ground Temperature, Pressure, Dew Point, Cloud Cover, ….

~40 heights that extend well into the stratosphere One can derive as a function of height: Density Index of refraction Absorption coefficient (dry air, water – continuum & line,

oxygen line, hydrosols) (Liebe model)

Page 6: High Precision Calibration of Wide Bandwidth Observations ...rmaddale/GBT/Maddalena_HighPrecisionCalibration.pdfCharles Figura (Wartburg College) Chelen Johnson (Breck School) NRAO-GB

Vertical Weather Data

Page 7: High Precision Calibration of Wide Bandwidth Observations ...rmaddale/GBT/Maddalena_HighPrecisionCalibration.pdfCharles Figura (Wartburg College) Chelen Johnson (Breck School) NRAO-GB

Air Mass Estimates

Probably should use weather dependent Air Mass for elevations below 5 deg

Probably can ignore weather dependency above 5 deg.

Air Mass derived from the vertical values of density & index of refraction.

For 1% calibration error, require A to ~0.1

Page 8: High Precision Calibration of Wide Bandwidth Observations ...rmaddale/GBT/Maddalena_HighPrecisionCalibration.pdfCharles Figura (Wartburg College) Chelen Johnson (Breck School) NRAO-GB

Air Mass Estimate

Air Mass traditionally modeled as 1/sin(Elev) For 1% calibration accuracy, must use a better

model below 15 deg.

35.318.5sin

014.10234.0

ElevElev

A

• Good to 1 deg• Use 1/sin(Elev) above 60 deg• Coefficients are site specific, at some low level

Page 9: High Precision Calibration of Wide Bandwidth Observations ...rmaddale/GBT/Maddalena_HighPrecisionCalibration.pdfCharles Figura (Wartburg College) Chelen Johnson (Breck School) NRAO-GB

Air Mass Estimates

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Opacity Estimates Vertical weather data provides absorption as a

function of height

detHTeTElevTTtElevT

dHtttttt

thElevAtcmbspillrcvrSys

hydrosolslinewatercontWaterODry

),,(

0

)(),(

0__2

),()()(),,(

),(),(),(),(),(),(

Page 11: High Precision Calibration of Wide Bandwidth Observations ...rmaddale/GBT/Maddalena_HighPrecisionCalibration.pdfCharles Figura (Wartburg College) Chelen Johnson (Breck School) NRAO-GB

Opacity Estimates Are derived opacities accurate? Comparisons using

tipping radiometers have difficulties Must do multiple tips for wideband observations Tips take up telescope time Requires knowing Tcal to high accuracy, which

requires knowing τ. Some dedicated tippers do not provide enough

information to estimate τ near the 22 GHz water line Requires a representative TAtm that is good to ~5 K

dHH

dHHTHTAtm

)(

)()(

Page 12: High Precision Calibration of Wide Bandwidth Observations ...rmaddale/GBT/Maddalena_HighPrecisionCalibration.pdfCharles Figura (Wartburg College) Chelen Johnson (Breck School) NRAO-GB

Comparison of measured and estimated 22 GHz Tsys

• For 1% calibration accuracy, requires τ to 0.01• Implies forecasted and actual Tsys should be

within 3 K• Current model sufficient at τ < 0.1• Overestimates contribution from hydrosols. Not

unexpected.

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Noise Diode Estimates

Traditionally used hot-cold load measurements Provide ~10% accuracy Frequency resolution sometimes wider than

frequency structure in Trcvr or Tcal Time consuming Systematics/Difficulties Loads must be opaque Frost forming on LN2 loads Linearity (THot >> TCold)

Observers can’t do there own Hot-Cold tests

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Noise Diode Estimates Instead, we recommend an On-Off observation Use a point source with known flux -- polarization should be

low or understood Use the same exact hardware, exact setup as your

observation. (i.e., don’t use your continuum pointing data to calibrate your line observations.)

Observations take ~5 minutes per observing run Staff take about 2 hrs to measure the complete band of a

high-frequency, multi-beam receiver. Resolution sufficient: 1 MHz, sometimes better Accuracy of ~ 1%, mostly systematics.

Page 15: High Precision Calibration of Wide Bandwidth Observations ...rmaddale/GBT/Maddalena_HighPrecisionCalibration.pdfCharles Figura (Wartburg College) Chelen Johnson (Breck School) NRAO-GB

Noise Diode Estimates

Aτ(ν)Cal

OffOnpA

eTRefRef

RefRef

RefSigAElevη

kνS

)(

)()()(

)()()(

),(2

Remove Averaging, Solve for Tcal

)(

2,

)(

S

RefSigRefRef

ekAreaElev

T OffOnA

pACal

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Noise Diode Estimates

Frequency (MHz)7000 8000 9000 10000 11000 12000 13000

T CA

L (K

)

0.00

0.50

1.00

1.50

2.00

2.50

3.00

3.50

4.00

X-band Low CalsRight-Circular Polarization

Created with PSI-Plot, Tue May 10 14:36:23 2005 X_LC_Rcs.pgw

LegendAstEng

Frequency (MHz)1600 1800 2000 2200 2400 2600 2800

T CA

L (K

)1.00

1.50

2.00

2.50

3.00

3.50

4.00

S-band Low CalsY-Linear Polarization

Created with PSI-Plot, Tue May 10 16:59:49 2005S_LL_Ycs.pgw

LegendEng (21 Oct 2004)Eng (22 Oct 2004)Ast

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22

νRef νTν-TTT

TTTTBaselines cal

rcvrBW

calrcvr

BWsys

atmSig

atmA

Baseline structure

Assumption of linearityRefSigS

Position-Switched Calibration Equation

)()()()(

)()(

)()(),(

2 ElevAτ(ν)Cal

OffOnpA

eTRefRef

RefRef

RefSigAreaElevη

kνS

Page 18: High Precision Calibration of Wide Bandwidth Observations ...rmaddale/GBT/Maddalena_HighPrecisionCalibration.pdfCharles Figura (Wartburg College) Chelen Johnson (Breck School) NRAO-GB

Baseline Structure

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Baseline Shapes Aτ(ν)

CalOffOnpA

eTRefRef

RefRef

RefSigAElevη

kνS

)(

)()()(

)()()(

),(2

Remove Averaging – Vector Calibration

Aτ(ν)Cal

OffOnpA

eTRefRefRefSig

AElevηkνS

)(

)()()()(

),(2

• Traditional equation OK for narrow bandwidth observations• Traditional provides good calibration only at band center• Vector algorithm provides good calibration across wide bandwidths • Vector algorithm is substantially nosier when TA ≠0

• Smooth Refon-RefOff – use Savitzky-Golay smoothing

2

22222 1

Cal

ASysSysA T

TTTT

tBW

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Non-linearity If system is linear,

Pout = B * Pin (SigOn-SigOff) – (RefOn-RefOff ) = 0

Model the response curve to 2nd order: Pout = B * Pin + C * Pin

2

Our ‘On-Off’ observations of a calibrator provide: Four measured quantities: Refoff, Refon, Sigoff, Sigon TA From catalog Four desired quantities: B, C, Tcal, Tsys

It’s easy to show that: C = [(Sigon- Sigoff )-(Refon- Refoff)]/(2TATcal)

Thus: Can determine if system is sufficiently linear Can correct to 2nd order if it is not

Page 21: High Precision Calibration of Wide Bandwidth Observations ...rmaddale/GBT/Maddalena_HighPrecisionCalibration.pdfCharles Figura (Wartburg College) Chelen Johnson (Breck School) NRAO-GB

Non-linearity(S

igO

n-S

igO

ff) –

(Ref

On-

Ref

Off

)

Page 22: High Precision Calibration of Wide Bandwidth Observations ...rmaddale/GBT/Maddalena_HighPrecisionCalibration.pdfCharles Figura (Wartburg College) Chelen Johnson (Breck School) NRAO-GB

Summary To obtain few percent calibration accuracy Wide bandwidths require frequency dependent opacities,

efficiencies, Tsys, andTcal. New weather-independent model for air mass is usually

sufficient Opacities from vertical, forecasted weather data sufficient for

medium to low-opacity conditions Simple observation of calibrator provides high accuracy, high

frequency resolution Tcal. Assumptions of traditional on-off calibration algorithm

introduces baseline shapes for wide bandwidth observations. Should use ‘vector’ algorithms.

2nd order non-linearity -- measurable (by-product of Tcalobservation ) and correctable. Might be significant.

Page 23: High Precision Calibration of Wide Bandwidth Observations ...rmaddale/GBT/Maddalena_HighPrecisionCalibration.pdfCharles Figura (Wartburg College) Chelen Johnson (Breck School) NRAO-GB

Typical Position-Switched Calibration Equation

)1(),()()(),,(

)()()(

)(

)()()()(

)(),(

2)(

),(),()(),(Ref

),(),(

tElevAtAtm

ElevAtcmbspillrcvrSys

BW

CalOffOn

RefSys

RefSysA

tElevAtA

pA

etTeTElevTTtElevT

TRefRef

RefT

TRef

RefSigT

eTAreaElev

kS

A(Elev,t) = Air Massτ(ν,t) = Atmospheric Zenith OpacityArea = Physical area of the telescopeηA (ν,Elev) =Aperture efficiency (point sources)TA (ν) = Source Antenna TemperatureS(ν) = Source Flux DensitySig(ν), Ref (ν) = Data taken on source and

on blank sky (in units backend counts)

On,Off = Data taken with the noise diode on and offTsys (ν,Elev,t) =System TemperatureTCMB = Cosmic Microwave BackgroundTrcvr (ν) = Receiver TemperatureTspill(Elev) = Antenna SpilloverTAtm (ν,t) =Representative temperature of the atmosphere