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Reducing False Alarms in Searches for Reducing False Alarms in Searches for Gravitational Waves from Coalescing Gravitational Waves from Coalescing Binary Systems Binary Systems QuickTime™ and a TIFF (LZW) decompressor are needed to see this picture. QuickTime™ and a TIFF (LZW) decompressor are needed to see this picture. Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense Thesis Advisor: Professor Gabriela González 6.20.07 LIGO-G070394-00-Z
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Page 1: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

Reducing False Alarms in Searches for Gravitational Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary SystemsWaves from Coalescing Binary Systems

QuickTime™ and aTIFF (LZW) decompressor

are needed to see this picture.

QuickTime™ and aTIFF (LZW) decompressor

are needed to see this picture.

Andrés C. RodríguezLouisiana State University

M.S. Thesis Defense Thesis Advisor: Professor Gabriela González

6.20.07LIGO-G070394-00-Z

Page 2: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

• LIGO

• Sources of Gravitational Waves

• Data Analysis for Coalescing Binary Systems

• Methods to Reduce False Alarms - 2 Veto, r2 Test

• LIGO S3 Primordial Black Hole Search

• Conclusions

OutlineOutline

6.20.07 02

Page 3: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

Laser Interferometer Gravitational Wave Observatory (LIGO)Laser Interferometer Gravitational Wave Observatory (LIGO)

QuickTime™ and aTIFF (Uncompressed) decompressor

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QuickTime™ and aTIFF (Uncompressed) decompressor

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s(t) = [Lx - Ly]/L

6.20.07 03

Page 4: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

LIGO SitesLIGO Siteslsc.orglsc.org

Hanford: two interferometers in same vacuum envelope - 4km (H1), 2km(H2)

Livingston: 4km (L1)

Generated with Google EarthTM6.20.07 04

Page 5: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

Improved Sensitivity, Improved Sensitivity, LIGO Science RunsLIGO Science Runs

6.20.07 06

• S1 Aug ‘02 - Sept ‘02

• S2 Feb ‘03 - April ‘03

• S3 Oct ‘03 - Jan ‘04

• S4 Feb ‘05 - March ’05

• S5 Nov ‘05 - current

Page 6: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

7/9/2003 `LIGO Scientific Collaboration - Amaldi 2003

Sources of Gravitational WavesSources of Gravitational Waves

• periodic signals: pulsars

• burst signals: supernovae, gamma ray bursts

• stochastic background: early universe, unresolved sources

• compact binary coalescing (CBC) systems: neutron stars, black holes

QuickTime™ and aTIFF (LZW) decompressor

are needed to see this picture.

QuickTime™ and aTIFF (Uncompressed) decompressor

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6.20.07 05

Crab pulsar (NASA, Chandra Observatory)

NASA, WMAP

Page 7: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

6.20.07 07

• General Relativity predicts the decay of the binary orbit due to the emission of gravitational radiation.

• Waveforms can be well approximated by 2nd order post-Newtonian expansion.

Non -spinning waveforms parameterized by: » masses: m1,m2, total mass M, or reduced mass » orbital phase & orientation » position in the sky: ,

Coalescing Binary SystemsCoalescing Binary Systems

Page 8: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

• Effective Distance:

• Chirp Mass:

• Symmetric Mass ratio :

6.20.07 08

Coalescing Binary Systems IICoalescing Binary Systems II

Page 9: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

Matched Filtering Matched Filtering

6.20.07 09

*

• Data stream searched using matched filtering between data & template waveform:

Effective Distance:

• Matched Filter:

• Characteristic Amplitude:

• Signal to Noise Ratio (SNR):

• Inspiral Trigger: &

Page 10: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

• Data Collection

• Template Bank Generation: h(f)

• Matched Filter I: z(t), (t), ask > *

• 1st Coincidence (time, , Mc )

• Matched Filter 2: 2, r2 Test

• 2nd Coincidence (time, , Mc)

• Follow Up

Inspiral Inspiral Coincidence Coincidence

PipelinePipeline

Page 11: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

*

,

Inspiral Trigger:

&

Methods to Reduce False Alarms I:Methods to Reduce False Alarms I:22 Veto Veto

6.20.07

*2

Page 12: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

Simulated Waveform vs False AlarmSimulated Waveform vs False Alarm

6.20.07 12

Page 13: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

Methods to Reduce False Alarms II:Methods to Reduce False Alarms II:rr22 Test Test

6.20.07

• Use the r2 time series (2/p) as a method to search for excess noise.• Impose a higher r2 threshold (r*2) than the search employs.

» Count the number of time samples (t) above r*2 in a time interval (t*) before inferred coalescence

t = 0.9 sec

t*

r*2

*2

Page 14: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

Methods to Reduce False Alarms IIMethods to Reduce False Alarms IIrr2 2 Test Result: S4 BNS SearchTest Result: S4 BNS Search

6.20.07 14

Simulated Waveforms: 0% falsely dismissedFalse Alarms: 35%, 36% vetoed

rd r

t = 0.26 sec

Page 15: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

rr22 Test Results: Test Results: Searches performed by CBC Group in the LSCSearches performed by CBC Group in the LSC

6.20.07 15

• r2 test is included in current LIGO searches: S5 Low Mass (M < 35MSOL) 1 year

Page 16: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

• Black hole composed with mass < 1.0 MSOL is believed to be a primordial black hole (PBH).

• They are compact objects may have formed in the early, highly compressed stages of the universe immediately following the big bang.

• Speculated to be part of the galactic halo or constituent of dark matter (small fraction).

• Binary system composed of two PBH’s will emit gravitational waves that may be detectable by LIGO.

• A PBH binary composed of 2 x 0.35 MSOL objects would have a coalescence frequency of 2023Hz and would spend about 22 seconds in LIGO’s sensitive band.

S3 Primordial Black Hole (PBH) Search IS3 Primordial Black Hole (PBH) Search I

6.20.07 16

Page 17: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

• Target Sources:

S3: October 3 - January 09: 2004

* Numbers in () represent time left after data used for tuning search.

S3 PBH Search IIS3 PBH Search II

Page 18: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

• Coincidence Windows

• H1H2 Effective Distance Cut

, = 0.45

• Parameters Selected:

S3 PBH Search III - TuningS3 PBH Search III - Tuning

6.20.07 18

Page 19: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

• Effective SNR:

• Combined SNR:

S3 PBH Search IV - TuningS3 PBH Search IV - Tuning

6.20.07

Page 20: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

S3 PBH Search V: ResultS3 PBH Search V: Result

6.20.07 20

• No triple coincident foreground candidate events or background events were found.• Number of double coincidences found ( ) consistent with measured background (+).

c2

Page 21: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

• r2 test greatly reduces rate of false alarms in LIGO CBC searches.

• The r2 test be incorporated into future LIGO searches: S5 Low Mass (M < 35MSOL) 1 year.

• A search for primordial black hole binary systems (M < 1MSOL) in LIGO’s S3 run was performed with results consistent with measured background.

ConclusionsConclusions

6.20.07 21

Page 22: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

Prof. Gabriela González

Thesis Committee: Prof. James Matthews, Prof. David Young, Prof. Jorge Pullin

LSU-LIGO Group: Chad, Ravi, Rupal, Prof. Warren Johnson, Jake, Dr. Myungkee Sung, Prof. Joseph Giaime, Shyang, Andy W., Jeff, Dr. Romain Gouaty

CBC Group: Dr. Duncan Brown, Dr. Stephen Fairhurst, Dr. Eirini Messaritaki, Prof. Patrick Brady, Dr. Alexander Dietz, Drew Keppel

LSC: Prof. Peter Shawhan, Prof. Alan Weinstein, Prof. Laura Cadonati, Dr. John Whelan, Prof. Vicky Kalogera, Dr. Bill Kells

LSC and CBC Group for access to LIGO data

LSU Dept. of Physics & Astronomy, NSF, Alfred P. Sloan Foundation

This research has been supported by National Science Foundation grants: PHY-0135389, PHY-0355289.

Thank You!Thank You!

Page 23: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

Extra SlidesExtra Slides

Page 24: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

BNS WaveformBNS Waveform

Page 25: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

PBH WaveformPBH Waveform

Page 26: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

BBH WaveformBBH Waveform

Page 27: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

SNRSNR

Page 28: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

\xi^2\xi^2

Page 29: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

InjectionInjection

Page 30: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

Injection vs TriggerInjection vs Trigger

Page 31: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

r^2 testr^2 test

Page 32: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

r^2 exampler^2 example

Page 33: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

r^2 - S3 BNSr^2 - S3 BNS

Page 34: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

r^2 - S3 PBHr^2 - S3 PBH

Page 35: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

r^2 - S4 BNSr^2 - S4 BNS

Page 36: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

r^2 - S4 PBHr^2 - S4 PBH

Page 37: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

r^2 - S5 BBH epoch 1r^2 - S5 BBH epoch 1

Page 38: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

PipelinePipeline

Page 39: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

S3 PBH - Effective Distance CutS3 PBH - Effective Distance Cut

Page 40: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

Effective SNR - S3 PBHEffective SNR - S3 PBH

Page 41: Reducing False Alarms in Searches for Gravitational Waves from Coalescing Binary Systems Andrés C. Rodríguez Louisiana State University M.S. Thesis Defense.

Tuning - S3PBHTuning - S3PBH


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