S.Klimenko, December 2003, GWDAW Performance of the WaveBurst algorithm on LIGO S2 playground data S.Klimenko (UF), I.Yakushin (LLO), G.Mitselmakher (UF), M.Rakhmanov(UF) for LIGO collaboration l Introduction l Trigger production l Triple coincidence l Simulation sine-Gaussian BH-BH mergers l Summary
S.Klimenko, December 2003, GWDAW Introduction l WaveBurst (see S.Klimenko’s talk for details, GWDAW, December 20, 2003) excess power detection method in wavelet domain flexible tiling of the TF-plane by using wavelet packets variety of basis waveforms for burst approximation local in time & frequency, low spectral leakage use rank statistics non-parametric use local T-F coincidence rules for multiple IFOs coincidence applied before triggers are produced works better for 2 and more interferometers (but can do analysis with one interferometer as well) Symlet 58 Symlet 58 packet (4,7)
S.Klimenko, December 2003, GWDAW Wavelet time-scale(frequency) spectrogram H2:LSC-AS_Q LIGO data WaveBurst allows different tiling schemes including linear and dyadic wavelet scale resolution. currently linear scale resolution is used ( f=const)
S.Klimenko, December 2003, GWDAW WaveBurst pipeline wavelet transform, data conditioning, rank statistics channel 1 IFO1 event generation bp wavelet transform, data conditioning rank statistics channel 2,… IFO2 event generation bp “coincidence” band Hz selection cuts: coincidence likelihood L>1.5, cluster likelihood L>4 bp selection of black pixels (10% loudest) coincidence TF1 TF2
S.Klimenko, December 2003, GWDAW Raw Coincidence Rates expect reduce background down to <10 Hz using final selection cuts: r-statistics, event confidence, veto, … ifo pairL1-H1H1-H2H2-L1 triggers lock,sec rate, Hz double coincidence samples (S2 playground) raw triple coincidence rates triple coincidence: time window: 20 ms frequency gap: 0 Hz 1.10 ± 0.04 mHz off-time samples are produced during the production stage independent on GW samples
S.Klimenko, December 2003, GWDAW “BH-BH merger” band raw triple coincidence rates off-time triple coincidence sample expect BH-BH mergers (masses >10 Mo) in frequency band < 1 kHz (BH-BH band) S2 playground background of 0.15 ± 0.02 mHz expect < 1 Hz after final cuts
S.Klimenko, December 2003, GWDAW Simulation l hardware injections l software injection into all three interferometers: waveform name GPS time of injection , , - source location and polarization angle T {L1,H1,H2} - LLO-LHO delays F+{L1,H1,H2} - + polarization beam pattern vector Fx {L1,H1,H2} - x polarization beam pattern vector l use exactly the same pipeline for processing of GW and simulation triggers. l sine-Gaussian injections 16 waveforms: 8-Q9 and 8-Q3 F+ {1,1,1}, Fx {0,0,0} l BH-BH mergers ( Mo) 10 pairs of Lazarus waveforms {h+,hx} all sky uniform distribution with calculation {F+,Fx} for LLO,LHO –duration f 0 -central frequency
S.Klimenko, December 2003, GWDAW hardware injections SG injections [ 100Hz, 153Hz, 235Hz, 361Hz, 554Hz, 850Hz, 1304Hz 2000Hz ] good agreement between injected and reconstructed hrss good time and frequency resolution H1H2 pair
S.Klimenko, December 2003, GWDAW detection efficiency vs hrss f o, Hz h 50%, Q h 50%, Q x Hz robust with respect to waveform Q
S.Klimenko, December 2003, GWDAW timing resolution l time window >= 20 ms negligible loss of simulated events (< 1%) S2 playground simulation sample T =4ms 12% loss 1% loss
S.Klimenko, December 2003, GWDAW Signal reconstruction reconstructed log10(hrss) mean amplitude frequency l Use orthogonal wavelet (energy conserved) and calibration.
S.Klimenko, December 2003, GWDAW BH-BH merger injections l BH-BH mergers (Flanagan, Hughes: gr-qc/ v2 1997) duration : start frequency : bandwidth: l Lazarus waveforms (J.Baker et al, astro-ph/ v1) (J.Baker et al, astro-ph/ v1) all sky simulation using two polarizations and L & H beam pattern functions
S.Klimenko, December 2003, GWDAW Lazarus waveforms: efficiency mass, Mo hrss(50%) x all sky search: hrss(50%)
S.Klimenko, December 2003, GWDAW Lazarus waveforms: frequency vs mass l expected BH-BH frequency band – Hz
S.Klimenko, December 2003, GWDAW Summary l analysis pipeline is fully operational (production, post- production, simulation). l robust detection of SG waveforms with different Q l pipeline sensitivity (no data conditioning yet) (5-20) optimal detection (SG waveforms). ~ all sky BBH merger search (Lazarus waveforms) plan efficiency study using EOB & ABFH merger waveforms l background: raw triple coincidence rates full band (4kHz): ~1 mHz “BH-BH band” (<1kHz): ~0.15 mHz after all selection cuts expect <1 Hz background rate for full S2 data set