july 13, 2007 robert ward, caltech ligo-g070406-00-z 1 robert ward for the ligo scientific...

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July 13, 2007 Robert Ward, Caltech LIGO-G070406-00- Z 1 Robert Ward for the LIGO Scientific Collaboration Amaldi 7 Sydney, Australia July 2007 A Radiometer for a Stochastic Background of Gravitational Radiation

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Page 1: July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 1 Robert Ward for the LIGO Scientific Collaboration Amaldi 7 Sydney, Australia July 2007 A Radiometer

July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 1

Robert Wardfor the

LIGO Scientific Collaboration

Amaldi 7Sydney, Australia

July 2007

A Radiometer for a Stochastic Background of Gravitational

Radiation

Page 2: July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 1 Robert Ward for the LIGO Scientific Collaboration Amaldi 7 Sydney, Australia July 2007 A Radiometer

July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 2

A Stochastic Backgroundof Gravitational Waves

Also see presentations by J. Whelan and B. Whiting

Characterized by gravitational wave spectrum

Approximate by power law in LIGO band

Signals from cosmological sourcesand astrophysical foregrounds

Page 3: July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 1 Robert Ward for the LIGO Scientific Collaboration Amaldi 7 Sydney, Australia July 2007 A Radiometer

July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 3

Isotropic Search:Average over the whole sky

S4 Science Run, H1L1+H2L1:H0 = 72 km/s/Mpc51-150 Hz (includes 99% of inverse variance)Ω0 σΩ = (-0.8 4.3) × 10-590% Bayesian UL: 6.5 × 10-5

Also see presentation by Nick Fotopoulos

Cross Correlation Estimator

Using an Optimal Filter

With a variance

Assuming a Source Strain Spectrum

γ(f) = Overlap Reduction Function

Page 4: July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 1 Robert Ward for the LIGO Scientific Collaboration Amaldi 7 Sydney, Australia July 2007 A Radiometer

July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 4

Stochastic GW Background due to Astrophysical Sources? Not isotropic if dominated by nearby sources Do a Targeted Stochastic Search with LIGO

Source position information from Signal time delay between different sites (sidereal time dependent) Sidereal variation of the single detector acceptance

Time-Shift and Cross-Correlate!

Effectively a Radiometer for Gravitational Waves

GW Radiometer Motivation

Page 5: July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 1 Robert Ward for the LIGO Scientific Collaboration Amaldi 7 Sydney, Australia July 2007 A Radiometer

July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 5

The Radiometer

''')(~

21 ttQtstsdtdtYsiderealt

),(4

)(2

siderealsidereal tt QQT

Detailed description in gr-qc/0510096S. Ballmer

fPfP

ffHfQ sidereal

sidereal

tt

21

)(

H(f) is the source spectrum

Δt

3000km

Page 6: July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 1 Robert Ward for the LIGO Scientific Collaboration Amaldi 7 Sydney, Australia July 2007 A Radiometer

July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 6

LIGO’s Fourth Science Run (S4)

3147%90 /10010)2.112.0( fHzHzH

astro-ph/0703234submitted to PRD

(β=-3 corresponds to scale-invariantprimordial perturbation spectrum)

Hz

ffH

100)(

Page 7: July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 1 Robert Ward for the LIGO Scientific Collaboration Amaldi 7 Sydney, Australia July 2007 A Radiometer

July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 7

Upper Limit map H(f)=const (=0)

148%90 Hz10)1.685.0( H

Page 8: July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 1 Robert Ward for the LIGO Scientific Collaboration Amaldi 7 Sydney, Australia July 2007 A Radiometer

July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 8

But the maps are convolved

Point spread function

Page 9: July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 1 Robert Ward for the LIGO Scientific Collaboration Amaldi 7 Sydney, Australia July 2007 A Radiometer

July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 9

Point Spread Function

Page 10: July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 1 Robert Ward for the LIGO Scientific Collaboration Amaldi 7 Sydney, Australia July 2007 A Radiometer

July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 10

Deconvolving the map to geta Maximum Likelihood

Estimation

Toy CMB map from Planck Simulator

Run through radiometer analysis to get “dirty” map; this convolves with point spread function

To deconvolve, invert the covariance matrix, which is large and varies with time & IFO sensitivity computationally expensive

Page 11: July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 1 Robert Ward for the LIGO Scientific Collaboration Amaldi 7 Sydney, Australia July 2007 A Radiometer

July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 11

Or use a Spherical Harmonic Basis:

Maximum Likelihood Estimation

Advantage of a smaller (tens instead of thousands), block diagonal, covariance matrix→lower computational cost.

Being actively pursued by the stochastic analysis group.

Rotational Symmetrycovariance =0 for m≠m’

different l’s at the same m are correlated

Symmetry broken due to diurnal sensitivity variations

Covariance matrix

Page 12: July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 1 Robert Ward for the LIGO Scientific Collaboration Amaldi 7 Sydney, Australia July 2007 A Radiometer

July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 12

Narrowband RadiometerSco-X1 (brightest LMXB), S4

Consistent with no signal

This is currently the best published limit on the gravitational wave flux coming from the direction of Sco-X1

Page 13: July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 1 Robert Ward for the LIGO Scientific Collaboration Amaldi 7 Sydney, Australia July 2007 A Radiometer

July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 13

Blinded Data from S5

SNR

S5 result should be at least 10x better than S4 result

time shift the detector streams by more than the light travel time between detectors→no true gw signal remains

Page 14: July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 1 Robert Ward for the LIGO Scientific Collaboration Amaldi 7 Sydney, Australia July 2007 A Radiometer

July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 14

Detector Noise Non-stationarity:The Sigma Ratio Data Quality Cut

Don’t include any 60 second segments whose PSD gives a 20% larger sigma than neighboring PSD’s to reduce effects of nonstationarity.

This rejects 1.80% of the data

1st 4 months of S5 (blind)

i = 1 2 3 …

t

60sec

0 0.5 .8 1 1.2 1.5 2 2.5 3 10

0

101

102

103

104

105

sigma ratio

num

ber

of s

egm

ents

Page 15: July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 1 Robert Ward for the LIGO Scientific Collaboration Amaldi 7 Sydney, Australia July 2007 A Radiometer

July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 15

Theoretical Sigma Maps from 2006 (S5, blind)

Nov 2005-Feb 2006 March 2006

Because the IFOs still work better at night, the region of best sensitivity moves across the sky as the earth goes around the sun

June 2006 -149 Hz1027.23.1

Page 16: July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 1 Robert Ward for the LIGO Scientific Collaboration Amaldi 7 Sydney, Australia July 2007 A Radiometer

July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 16

Another detection method:autocorrelation at each

declination

NOT a standard 2-point correlation function Can’t because of variability of

point spread function with sky position

X(ΔRA) at each declination (integral is over RA)

Yi’s are point estimates of GW strain

wi’s are statistical weights of each point on the sky (1st attempt: use reciprocal of theoretical sigma)

Overall normalization is X(0)

ji

jjii wYYwRAX,

)(

i

iiw

For all i,j separated by RA

Page 17: July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 1 Robert Ward for the LIGO Scientific Collaboration Amaldi 7 Sydney, Australia July 2007 A Radiometer

July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 17

Autocorrelation at each declination

Simulated data H(f) = const Working on a

“detection metric”—what quantifies absence/presence of signal?

90°

-90°

Page 18: July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 1 Robert Ward for the LIGO Scientific Collaboration Amaldi 7 Sydney, Australia July 2007 A Radiometer

July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 18

Average the autocorrelations at each declination, over all declinations

In the absence of signal, this can tell us about the resolving power of the instrument; consistent with other estimates.

11500

3000

Hz

kmD

diffraction limited gw astronomy

Page 19: July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 1 Robert Ward for the LIGO Scientific Collaboration Amaldi 7 Sydney, Australia July 2007 A Radiometer

July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 19

The Near Future

Projected sensitivity increase and longer run time means we should surpass BBN bound during S5, for the isotropic analysis (integrating over the whole sky).

Conduct narrowband searches from more directions (Virgo cluster, galactic plane)

Continue development of maximum likelihood analysis, in both point-source (pixel) basis and spherical harmonic basis.

Page 20: July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 1 Robert Ward for the LIGO Scientific Collaboration Amaldi 7 Sydney, Australia July 2007 A Radiometer

July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 20

The End

Page 21: July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 1 Robert Ward for the LIGO Scientific Collaboration Amaldi 7 Sydney, Australia July 2007 A Radiometer

July 13, 2007 Robert Ward, Caltech LIGO-G070406-00-Z 21

Cross Correlate & InvFFT

Compute optimal filter Qi

and theoretical variance i2

Estimate PSD (data from i-1, i+1 intervals)

Detector 1 60 sec data segments

Data Analysis Flow

FFT

Detector 2 60 sec data segmentsi = 1 2 3 …

t

60sec

Estimate PSD (data from i-1, i+1 intervals)

Read out CC for each pixel

FFT