TY - JOUR
T1 - Aperture synthesis for gravitational-wave data analysis
T2 - Deterministic sources
AU - Finn, Lee Samuel
PY - 2001
Y1 - 2001
N2 - Gravitational-wave detectors now under construction are sensitive to the phase of the incident gravitational waves. Correspondingly, the signals from the different detectors can be combined, in the analysis, to simulate a single detector of greater amplitude and directional sensitivity: in short, aperture synthesis. Here we consider the problem of aperture synthesis in the special case of a search for a source whose wave form is known in detail: e.g., a compact binary inspiral. We derive the likelihood function for the joint output of several detectors as a function of the parameters that describe the signal and find the optimal matched filter for the detection of the known signal. Our results allow for the presence of noise that is correlated between the several detectors. While their derivation is specialized to the case of Gaussian noise we show that the results obtained are, in fact, appropriate in a well-defined, information-theoretic sense even when the noise is non-Gaussian in character. The analysis described here stands in distinction to "coincidence analyses," wherein the data from each of several detectors are studied in isolation to produce a list of candidate events, which are then compared to search for coincidences that might indicate common origin in a gravitational-wave signal. We compare these two analyses-optimal filtering and coincidence-in a series of numerical examples, showing that the optimal filtering analysis always yields a greater detection efficiency for a given false alarm rate, even when the detector noise is strongly non-Gaussian.
AB - Gravitational-wave detectors now under construction are sensitive to the phase of the incident gravitational waves. Correspondingly, the signals from the different detectors can be combined, in the analysis, to simulate a single detector of greater amplitude and directional sensitivity: in short, aperture synthesis. Here we consider the problem of aperture synthesis in the special case of a search for a source whose wave form is known in detail: e.g., a compact binary inspiral. We derive the likelihood function for the joint output of several detectors as a function of the parameters that describe the signal and find the optimal matched filter for the detection of the known signal. Our results allow for the presence of noise that is correlated between the several detectors. While their derivation is specialized to the case of Gaussian noise we show that the results obtained are, in fact, appropriate in a well-defined, information-theoretic sense even when the noise is non-Gaussian in character. The analysis described here stands in distinction to "coincidence analyses," wherein the data from each of several detectors are studied in isolation to produce a list of candidate events, which are then compared to search for coincidences that might indicate common origin in a gravitational-wave signal. We compare these two analyses-optimal filtering and coincidence-in a series of numerical examples, showing that the optimal filtering analysis always yields a greater detection efficiency for a given false alarm rate, even when the detector noise is strongly non-Gaussian.
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U2 - 10.1103/PhysRevD.63.102001
DO - 10.1103/PhysRevD.63.102001
M3 - Article
AN - SCOPUS:85037908298
SN - 0556-2821
VL - 63
JO - Physical Review D
JF - Physical Review D
IS - 10
M1 - 102001
ER -