Gravitational waves were predicted by Einstein's theory of General ...
A very well executed video explanation about Gravitational waves an...
Links to Einstein's Original papers (in German): * [Einstein, Al...
If you want to learn more about General Relativity, Linearized Grav...
This plot shows the gravitational wave event as observed by the two...
Signal-to-noise ratio (abbreviated SNR or S/N) is a simple measure ...
In 2014 Virgo and LIGO signed the [Memorandum of Understanding Betw...
These plots show the evolution with time of: 1. top red: gravitati...
The chirp mass of a binary system of two black holes respective mas...
This animation shows the effect a gravitational wave would have on ...
Gravitational waves are very hard to detect however the detection p...
The precision needed to detect a gravitational wave is incredible. ...
Plots comparing the number of candidate events and the mean number ...
Two initial black holes with 36 solar masses and 29 solar masses me...
A Kerr black hole also called rotating black hole is a black hole t...
Two major scientific breakthroughs: 1. the first direct observat...
Observation of Gravitational Waves from a Binary Black Hole Merger
B. P. Abbott et al.
*
(LIGO Scientific Collaboration and Virgo Collaboration)
(Received 21 January 2016; published 11 February 2016)
On September 14, 2015 at 09:50:45 UTC the two detectors of the Laser Interferometer Gravitational-Wave
Observatory simultaneously observed a transient gravitational-wave signal. The signal sweeps upwards in
frequency from 35 to 250 Hz with a peak gravitational-wave strain of 1.0 × 10
21
. It matches the waveform
predicted by general relativity for the inspiral and merger of a pair of black holes and the ringdown of the
resulting single black hole. The signal was observed with a matched-filter signal-to-noise ratio of 24 and a
false alarm rate estimated to be less than 1 event per 203 000 years, equivalent to a significance greater
than 5.1σ. The source lies at a luminosity distance of 410
þ160
180
Mpc corresponding to a redshift z ¼ 0.09
þ0.03
0.04
.
In the source frame, the initial black hole masses are 36
þ5
4
M
and 29
þ4
4
M
, and the final black hole mass is
62
þ4
4
M
,with3.0
þ0.5
0.5
M
c
2
radiated in gravitational waves. All uncertainties define 90% credible intervals.
These observations demonstrate the existence of binary stellar-mass black hole systems. This is the first direct
detection of gravitational waves and the first observation of a binary black hole merger.
DOI: 10.1103/PhysRevLett.116.061102
I. INTRODUCTION
In 1916, the y ear after the final formulation of the field
equations of general relativity, Albert Einstein predicted
the existence of gravitational waves. He found that
the linearized weak- field equations had wave solutions:
transverse waves of spatial strain that travel at the speed o f
light, generated by time variations of the mass quadrupole
moment of the source [1,2]. Einstein understood that
gravitational-wave amplitudes would be remarkably
small; moreover, until the Chapel Hill conference in
1957 ther e was significant debate about the physical
reality of gravitational waves [3].
Also in 1916, Schwarzschild published a solution for the
field equations [4] that was later understood to describe a
black hole [5,6], and in 1963 Kerr generalized the solution
to rotating black holes [7]. Starting in the 1970s theoretical
work led to the understanding of black hole quasinormal
modes [810], and in the 1990s higher-order post-
Newtonian calculations [11] preceded extensive analytical
studies of relativistic two-body dynamics [12,13]. These
advances, together with numerical relativity breakthroughs
in the past decade [1416], have enabled modeling of
binary black hole mergers and accurate predictions of
their gravitational waveforms. While numerous black hole
candidates have now been identified through electromag-
netic observations [1719], black hole mergers have not
previously been observed.
The discovery of the binary pulsar system PSR B1913þ16
by Hulse and Taylor [20] and subsequent observations of
its energy loss by Taylor and Weisberg [21] demonstrated
the existence of gravitational waves. T his discovery,
along with emerging astrophy sical understanding [22],
led to the recognition that direct observations of the
amplitude and phase of gravitational waves would enable
studies of additional relativistic systems and provide new
tests of general relativity, especially in the dynamic
strong-field regime.
Experiments to detect gravitational waves began with
Weber and his resonant mass detectors in the 1960s [23],
followed b y an international network of cryogenic reso-
nant detectors [24]. Interferometric detectors were first
suggested in the early 1960s [25] and the 1970s [26].A
study of the noise and performance of such detectors [27],
and furth er concepts to improve them [28],ledto
proposals for long-b aseline broadband laser interferome-
ters with the potential for significantly increased sensi-
tivity [29 32]. By t he early 2000s, a set of initial detectors
was completed, including TAMA 300 in Japan, GEO 600
in Germany, the Laser Interferometer Gravitational-Wave
Observatory (LIGO) in the United States, and Virgo in
Italy. Comb inations of these detectors made joint obser-
vations from 2002 through 2011, setting upper limits on a
variety of gravitational-wave sources while evolving into
a global networ k. I n 2015, Advanced LIGO became the
first of a significantly mor e sensitive network of advanced
detectors to begin obser vations [3 3 36].
A century after the fundamental predictions of Einstein
and Schwarzschild, we report the first direct detection of
gravitational waves and the first direct observation of a
binary black hole system merging to form a single black
hole. Our observations provide unique access to the
*
Full author list given at the end of the article.
Published by the American Physical Society under the terms of
the Creative Commons Attribution 3.0 License. Further distri-
bution of this work must maintain attribution to the author(s) and
the published articles title, journal citation, and DOI.
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properties of space-time in the strong-field, high-velocity
regime and confirm predictions of general relativity for the
nonlinear dynamics of highly disturbed black holes.
II. OBSERVATION
On September 14, 2015 at 09:50:45 UTC, the LIGO
Hanford, WA, and Livingston, LA, observatories detected
the coincident signal GW150914 shown in Fig. 1. The initial
detection was made by low-latency searches for generic
gravitational-wave transients [41] and was reported within
three minutes of data acquisition [43]. Subsequently,
matched-filter analyses that use relati vistic models of com-
pact binary waveforms [44] recovered GW150914 as the
most significant ev ent from each detector for the observa-
tions reported here. Occurring within the 10-ms intersite
FIG. 1. The gravitational-wave event GW150914 observed by the LIGO Hanford (H1, left column panels) and Livingston (L1, right
column panels) detectors. Times are shown relative to September 14, 2015 at 09:50:45 UTC. For visualization, all time series are filtered
with a 35350 Hz bandpass filter to suppress large fluctuations outside the detectors most sensitive frequency band, and band-reject
filters to remove the strong instrumental spectral lines seen in the Fig. 3 spectra. Top row, left: H1 strain. Top row, right: L1 strain.
GW150914 arrived first at L1 and 6.9
þ0.5
0.4
ms later at H1; for a visual comparison, the H1 data are also shown, shifted in time by this
amount and inverted (to account for the detectors relative orientations). Second row: Gravitational-wave strain projected onto each
detector in the 35350 Hz band. Solid lines show a numerical relativity waveform for a system with parameters consistent with those
recovered from GW150914 [37,38] confirmed to 99.9% by an independent calculation based on [15]. Shaded areas show 90% credi ble
regions for two independent waveform reconstructions. One (dark gray) models the signal using binary black hole template waveforms
[39]. The other (light gray) does not use an astrophysical model, but instead calculates the strain signal as a linear combination of
sine-Gaussian wavelets [40,41]. These reconstructions have a 94% overlap, as shown in [39]. Third row: Residuals after subtracting the
filtered numerical relativity waveform from the filtered detector time series. Bottom row:A time-frequency representation [42] of the
strain data, showing the signal frequency increasing over time.
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propagation time, the events have a combined signal-to-
noise ratio (SNR) of 24 [45].
Only the LIGO detectors were observing at the time of
GW150914. The Virgo detector was being upgraded,
and GEO 600, though not sufficiently sensitive to detect
this event, was operating but not in observationa l
mode. With only two detectors the source position is
primar ily determined by the relative arrival time and
localized to an area of ap proximately 600 deg
2
(90%
credible region) [39,46].
The basic features of GW150914 point to it being
produced by the coalescence of two black holesi.e.,
their orbital inspiral and merger, and subsequent final black
hole ringdown. Over 0.2 s, the signal increases in frequency
and amplitude in about 8 cycles from 35 to 150 Hz, where
the amplitude reaches a maximum. The most plausible
explanation for this evolution is the inspiral of two orbiting
masses, m
1
and m
2
, due to gravitational-wave emission. At
the lower frequencies, such evolution is characterized by
the chirp mass [11]
M ¼
ðm
1
m
2
Þ
3=5
ðm
1
þ m
2
Þ
1=5
¼
c
3
G
5
96
π
8=3
f
11=3
_
f
3=5
;
where f and
_
f are the observed f requency a nd its time
derivative and G and c are the gravitational co nstant and
speed of light. Estimating f and
_
f from the data in Fig. 1,
we obtain a chirp mass of M 30M
, implying that the
total mass M ¼ m
1
þ m
2
is 70M
in the detector frame.
This boun ds the sum of the Schwarzschild radii of t he
binary components to 2GM=c
2
210 km. To reach an
orbital f requency of 75 Hz (half the gravitational-wave
frequency) th e objects must have been very close and very
compact; equal Newtonian point masses orbiting at this
frequency would be only 350 km apart. A pair of
neutron stars, while compact, w ould not have the r equired
mass, while a black hole neutron star binary with the
deduced chirp mass would have a very large total mass,
and would thus merge at much lower frequency. This
leaves black holes as the only known ob jects compact
enough to r each an orbital frequency of 75 Hz without
contact. Furthermore , the decay of the waveform after it
peaks i s consistent with the damped oscillations of a black
hole relaxing to a final stationary Kerr configuration.
Below, we present a general-relativistic analysis of
GW150914; Fig. 2 s hows the calculate d waveform using
the resulting source parameters.
III. DETECTORS
Gravitational-wave astronomy exploits multiple, widely
separated detectors to distinguish gravitational waves from
local instrumental and environmental noise, to provide
source sky localization, and to measure wave polarizations.
The LIGO sites each operate a single Advanced LIGO
detector [33], a modified Michelson interferometer (see
Fig. 3) that measures gravitational-wave strain as a differ-
ence in length of its orthogonal arms. Each arm is formed
by two mirrors, acting as test masses, separated by
L
x
¼ L
y
¼ L ¼ 4 km. A passing gravitational wave effec-
tively alters the arm lengths such that the measured
difference is ΔLðtÞ¼δL
x
δ L
y
¼ hðtÞL, where h is the
gravitational-wave strain amplitude projected onto the
detector. This differential length variation alters the phase
difference between the two light fields returning to the
beam splitter, transmitting an optical signal proportional to
the gravitational-wave strain to the output photodetector.
To achieve sufficient sensitivity to measure gravitational
waves, the detectors include several enhancements to the
basic Michelson interferometer. First, each arm contains a
resonant optical cavity, formed by its two test mass mirrors,
that multiplies the effect of a gravitational wave on the light
phase by a factor of 300 [48]. Second, a partially trans-
missive power-recycling mirror at the input provides addi-
tional resonant buildup of the laser light in the interferometer
as a whole [49,50]: 20 W of laser input is increased to 700 W
incident on the beam splitter, which is further increased to
100 kW circulating in each arm cavity. Third, a partially
transmissive signal-recycling mirror at the output optimizes
FIG. 2. Top: Estimated gravitational-wave strain amplitude
from GW150914 projected onto H1. This shows the full
bandwidth of the waveforms, without the filtering used for Fig. 1.
The inset images show numerical relativity models of the black
hole horizons as the black holes coalesce. Bottom: The Keplerian
effective black hole separation in units of Schwarzschild radii
(R
S
¼ 2GM=c
2
) and the effective relative velocity given by the
post-Newtonian parameter v=c ¼ðGMπf=c
3
Þ
1=3
, where f is the
gravitational-wave frequency calculated with numerical relativity
and M is the total mass (value from Table I).
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the gravitational-wave signal extraction by broadening the
bandwidth of the arm cavities [51,52]. The interferometer
is illuminated with a 1064-nm wavelength Nd:YA G laser ,
stabilized in amplitude, frequency, and beam geometry
[53,54]. The gravitational-wave signal is extracted at the
output port using a homodyne readout [55].
These interferometry techniques are designed to maxi-
mize the conversion of strain to optical signal, thereby
minimizing the impact of photon shot noise (the principal
noise at high frequencies). High strain sensitivity also
requires that the test masses have low displacement noise,
which is achieved by isolating them from seismic noise (lo w
frequencies) and designing them to have low thermal noise
(intermediate frequencies). Each test mass is suspended as
the final stage of a quadruple-pendulum system [56],
supported by an active seismic isolation platform [57].
These systems collectively provide more than 10 orders
of magnitude of isolation from ground motion for frequen-
cies above 10 Hz. Thermal noise is minimized by using
low-mechanical-loss materials in the test masses and their
suspensions: the test masses are 40-kg fused silica substrates
with low-loss dielectric optical coatings [58,59],andare
suspended with fused silica fibers from the stage above [60].
To minimize additional noise sources, all components
other than the laser source are mounted on vibration
isolation stages in ultrahigh vacuum. To reduce optical
phase fluctuations caused by Rayleigh scattering, the
pressure in the 1.2-m diameter tubes containing the arm-
cavity beams is maintained below 1 μPa.
Servo controls are used to hold the arm cavities on
resonance [61] and maintain proper alignment of the optical
components [62]. The detector output is calibrated in strain
by measuring its response to test mass motion induced by
photon pressure from a modulated calibration laser beam
[63]. The calibration is established to an uncertainty (1σ)of
less than 10% in amplitude and 10 degrees in phase, and is
continuously monitored with calibration laser excitations at
selected frequencies. Two alternati ve methods are used to
validate the absolute calibration, one referenced to the main
laser wavelength and the other to a radio-frequency oscillator
(a)
(b)
FIG. 3. Simplified diagram of an Advanced LIGO detector (not to scale). A gravitational wave propagating orthogonally to the
detector plane and linearly polarized parallel to the 4-km optical cavities will have the effect of lengthening one 4-km arm and shortening
the other during one half-cycle of the wave; these length changes are reversed during the other half-cycle. The output photodetector
records these differential cavity length variations. While a detectors directional response is maximal for this case, it is still significant for
most other angles of incidence or polarizations (gravitational waves propagate freely through the Earth). Inset (a): Location and
orientation of the LIGO detectors at Hanford, WA (H1) and Livingston, LA (L1). Inset (b): The instrument noise for each detector near
the time of the signal detection; this is an amplitude spectral density, expressed in terms of equivalent gravitational-wave strain
amplitude. The sensitivity is limited by photon shot noise at frequencies above 150 Hz, and by a superposition of other noise sources at
lower frequencies [47]. Narrow-band features include calibration lines (3338, 330, and 1080 Hz), vibrational modes of suspension
fibers (500 Hz and harmonics), and 60 Hz electric power grid harmonics.
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[64]. Additionally, the detector response to gravitational
waves is tested by injecting simulated waveforms with the
calibration laser.
To monitor environmental disturbances and their influ-
ence on the detectors, each observatory site is equipped
with an array of sensors: seismometers, accelerometers,
microphones, magnetometers, radio receivers, weather
sensors, ac-power line monitors, and a cosmic-ray detector
[65]. Another 10
5
channels record the interferometers
operating point and the state of the control systems. Data
collection is synchronized to Global Positioning System
(GPS) time to better than 10 μs [66]. Timing accuracy is
verified with an atomic clock and a secondary GPS receiver
at each observatory site.
In their most sensitive band, 100300 Hz, the current
LIGO detectors are 3 to 5 times more sensitive to strain than
initial LIGO [67]; at lower frequencies, the improvement is
even greater, with more than ten times better sensitivity
below 60 Hz. Because the detectors respond proportionally
to gravitational-wave amplitude, at low redshift the volume
of space to which they are sensitive increases as the cube
of strain sensitivity. For binary black holes with masses
similar to GW150914, the space-time volume surveyed by
the observations reported here surpasses previous obser-
vations by an order of magnitude [68].
IV. DETECTOR VALIDATION
Both detectors were in steady state operation for several
hours around GW150914. All performance measures, in
particular their average sensitivity and transient noise
behavior, were typical of the full analysis period [69,70].
Exhaustive investigations of instrumental and environ-
mental disturbances were performed, giving no evidence to
suggest that GW150914 could be an instrumental artifact
[69]. The detectors susceptibility to environmental disturb-
ances was quantified by measuring their response to spe-
cially generated magnetic, radio-frequency, acoustic, and
vibration excitations. These tests indicated that an y external
disturbance large enough to have caused the observed signal
would have been clearly recorded by the array of environ-
mental sensors. None of the environmental sensors recorded
any disturbances that evolved in time and frequency like
GW150914, and all environmental fluctuations during the
second that contained GW150914 were too small to account
for more than 6% of its strain amplitude. Special care was
taken to search for long-range correlated disturbances that
might produce nearly simultaneous signals at the two sites.
No significant disturbances were found.
The detector strain data exhibit non-Gaussian noise
transients that arise from a variety of instrumental mecha-
nisms. Many have distinct signatures, visible in auxiliary
data channels that are not sensiti v e to gravitational waves;
such instrumental transients are removed from our analyses
[69]. Any instrumental transients that remain in the data
are accounted for in the estimated detector backgrounds
described below. There is no evidence for instrumental
transients that are temporally correlated between the two
detectors.
V. SEARCHES
We present the analysis of 16 days of coincident
observations between the two LIGO detectors from
September 12 to October 20, 2015. This is a subset of
the data from Advanced LIGOs first observational period
that ended on January 12, 2016.
GW150914 is confidently detected by two different
types of searches. One aims to recover signals from the
coalescence of compact objects, using optimal matched
filtering with waveforms predicted by general relativity.
The other search targets a broad range of generic transient
signals, with minimal assumptions about waveforms. These
searches use independent methods, and their response to
detector noise consists of different, uncorrelated, events.
However, strong signals from binary black hole mergers are
expected to be detected by both searches.
Each search identifies candidate events that are detected
at both observatories consistent with the intersite propa-
gation time. Events are assigned a detection-statistic value
that ranks their likelihood of being a gravitational-wave
signal. The significance of a candidate event is determined
by the search backgroundthe rate at which detector noise
produces events with a detection-statistic value equal to or
higher than the candidate event. Estimating this back-
ground is challenging for two reasons: the detector noise
is nonstationary and non-Gaussian, so its properties must
be empirically determined; and it is not possible to shield
the detector from gravitational waves to directly measure a
signal-free background. The specific procedure used to
estimate the background is slightly different for the two
searches, but both use a time-shift technique: the time
stamps of one detectors data are artificially shifted by an
offset that is large compared to the intersite propagation
time, and a new set of events is produced based on this
time-shifted data set. For instrumental noise that is uncor-
related between detectors this is an effective way to
estimate the background. In this process a gravitational-
wave signal in one detector may coincide with time-shifted
noise transients in the other detector, thereby contributing
to the background estimate. This leads to an overestimate of
the noise background and therefore to a more conservative
assessment of the significance of candidate events.
The characteristics of non-Gaussian noise vary between
different time-frequency regions. This means that the search
backgrounds are not uniform across the space of signals
being searched. To maximize sensitivity and provide a better
estimate of event significance, the searches sort both their
background estimates and their event candidates into differ-
ent classes according to their time-frequency morphology.
The significance of a candidate event is measured against the
background of its class. To account for having searched
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multiple classes, this significance is decreased by a trials
factor equal to the number of classes [71].
A. Generic transient search
Designed to operate without a specific waveform model,
this search identifies coincident excess power in time-
frequency representations of the detector strain data
[43,72], for signal frequencies up to 1 kHz and durations
up to a few seconds.
The search reconstructs signal waveforms consistent
with a common gravitational-wave signal in both detectors
using a multidetector maximum likelihood method. Each
event is ranked according to the detection statistic
η
c
¼
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
2E
c
=ð1 þ E
n
=E
c
Þ
p
, where E
c
is the dimensionless
coherent signal energy obtained by cross-correlating the
two reconstructed waveforms, and E
n
is the dimensionless
residual noise energy after the reconstructed signal is
subtracted from the data. The statistic η
c
thus quantifies
the SNR of the event and the consistency of the data
between the two detectors.
Based on their time-frequency morphology, the events
are divided into three mutually exclusive search classes, as
described in [41]: events with time-frequency morphology
of known populations of noise transients (class C1), events
with frequency that increases with time (class C3), and all
remaining events (class C2).
Detected with η
c
¼ 20.0, GW150914 is the strongest
event of the entire search. Consistent with its coalescence
signal signature, it is found in the search class C3 of events
with increasing time-frequency evolution. Measured on a
background equivalent to over 67 400 years of data and
including a trials factor of 3 to account for the search
classes, its false alarm rate is lower than 1 in 22 500 years.
This corresponds to a probability < 2 × 10
6
of observing
one or more noise events as strong as GW150914 during
the analysis time, equivalent to 4.6σ. The left panel of
Fig. 4 shows the C3 class results and background.
The selection criteria that define the search class C3
reduce the background by introducing a constraint on the
signal morphology. In order to illustrate the significance of
GW150914 against a background of events with arbitrary
shapes, we also show the results of a search that uses the
same set of events as the one described above but without
this constraint. Specifically, we use only two search classes:
the C1 class and the union of C2 and C3 classes (C2 þ C3).
In this two-class search the GW150914 event is found in
the C2 þ C3 class. The left panel of Fig. 4 shows the
C2 þ C3 class results and background. In the background
of this class there are four events with η
c
32.1, yielding a
false alarm rate for GW150914 of 1 in 8 400 years. This
corresponds to a false alarm probability of 5 × 10
6
equivalent to 4.4σ.
FIG. 4. Search results from the generic transient search (left) and the binary coalescence search (right). These histograms show the
number of candidate events (orange markers) and the mean number of background events (black lines) in the search class where
GW150914 was found as a function of the search detection statistic and with a bin width of 0.2. The scales on the top give the
significance of an event in Gaussian standard deviations based on the corresponding noise background. The significance of GW150914
is greater than 5.1σ and 4.6σ for the binary coalescence and the generic transient searches, respectively. Left: Along with the primary
search (C3) we also show the results (blue markers) and background (green curve) for an alternative search that treats events
independently of their frequency evolution (C2 þ C3). The classes C2 and C3 are defined in the text. Right: The tail in the black-line
background of the binary coalescence search is due to random coincidences of GW150914 in one detector with noise in the other
detector. (This type of event is practically absent in the generic transient search background because they do not pass the time-frequency
consistency requirements used in that search.) The purple curve is the background excluding those coincidences, which is used to assess
the significance of the second strongest event.
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For robustness and validation, we also use other generic
transient search algorithms [41]. A different search [73] and
a parameter estimation follow-up [74] detected GW150914
with consistent significance and signal parameters.
B. Binary coalescence search
This search targets gravitational-wave emission from
binary systems with individual masses from 1 to 99M
,
total mass less than 100M
, and dimensionless spins up to
0.99 [44]. To model systems with total mass larger than
4M
, we use the effective-one-body formalism [75], which
combines results from the post-Newtonian approach
[11,76] with results from black hole perturbation theory
and numerical relativity. The waveform model [77,78]
assumes that the spins of the merging objects are aligned
with the orbital angular momentum, but the resulting
templates can, nonetheless, effectively recover systems
with misaligned spins in the parameter region of
GW150914 [44]. Approximately 250 000 template wave-
forms are used to cover this parameter space.
The search calculates the matched-filter signal-to-noise
ratio ρðtÞ for each template in each detector and identifies
maxima of ρðtÞ with respect to the time of arrival of the signal
[7981]. For each maximum we calculate a chi-squared
statistic χ
2
r
to test whether the data in several different
frequency bands are consistent with the matching template
[82].Valuesofχ
2
r
near unity indicate that the signal is
consistent with a coalescence. If χ
2
r
is greater than unity, ρðtÞ
is reweighted as
ˆ
ρ ¼ ρ=1 þðχ
2
r
Þ
3
=2g
1=6
[83,84]. The final
step enforces coincidence between detectors by selecting
ev ent pairs that occur within a 15-ms window and come from
the same template. The 15-ms window is determined by the
10-ms intersite propagation time plus 5 ms for uncertainty in
arriv al time of weak signals. We rank coincident events based
on the quadrature sum
ˆ
ρ
c
of the
ˆ
ρ from both detectors [45].
To produce background data for this search the SNR
maxima of one detector are time shifted and a new set of
coincident events is computed. Repeating this procedure
10
7
times produces a noise background analysis time
equivalent to 608 000 years.
To account for the search background noise varying across
the target signal space, candidate and background events are
divided into three search classes based on template length.
The right panel of Fig. 4 shows the background for the
search class of GW150914. The GW150914 detection-
statistic value of
ˆ
ρ
c
¼ 23.6 is larger than any background
ev ent, so only an upper bound can be placed on its false
alarm rate. Across the three search classes this bound is 1 in
203 000 years. This translates to a false alarm probability
< 2 × 10
7
, corresponding to 5.1σ.
A second, independent matched-filter analysis that uses a
different method for estimating the significance of its
events [85,86], also detected GW150914 with identical
signal parameters and consistent significance.
When an event is confidently identified as a real
gravitational-wave signal, as for GW150914, the back-
ground used to determine the significance of other events is
reestimated without the contribution of this event. This is
the background distribution shown as a purple line in the
right panel of Fig. 4. Based on this, the second most
significant event has a false alarm rate of 1 per 2.3 years and
corresponding Poissonian false alarm probability of 0.02.
Waveform analysis of this event indicates that if it is
astrophysical in origin it is also a binary black hole
merger [44].
VI. SOURCE DISCUSSION
The matched-filter search is optimized for detecting
signals, but it provides only approximate estimates of
the source parameters. To refine them we use general
relativity-based models [77,78,87,88], some of which
include spin precession, and for each model perform a
coherent Bayesian analysis to derive posterior distributions
of the source parameters [89]. The initial and final masses,
final spin, distance, and redshift of the source are shown in
Table I. The spin of the primary black hole is constrained
to be < 0.7 (90% credible interval) indicating it is not
maximally spinning, while the spin of the secondary is only
weakly constrained. These source parameters are discussed
in detail in [39]. The parameter uncertainties include
statistical errors and systematic errors from averaging the
results of different waveform models.
Using the fits to numerical simulations of binary black
hole mergers in [92,93], we provide estimates of the mass
and spin of the final black hole, the total energy radiated
in gravitational waves, and the peak gravitational-wave
luminosity [39]. The estimated total energy radiated in
gravitational waves is 3.0
þ0.5
0.5
M
c
2
. The system reached a
peak gravitational-wave luminosity of 3.6
þ0.5
0.4
× 10
56
erg=s,
equivalent to 200
þ30
20
M
c
2
=s.
Several analyses have been performed to determine
whether or not GW150914 is consistent with a binary
black hole system in general relativity [94]. A first
TABLE I. Source parameters for GW150914. We report
median values with 90% credible intervals that include statistical
errors, and systematic errors from averaging the results of
different waveform models. Masses are given in the source
frame; to convert to the detector frame multiply by (1 þ z)
[90]. The source redshift assumes standard cosmology [91].
Primary black hole mass
36
þ5
4
M
Secondary black hole mass
29
þ4
4
M
Final black hole mass
62
þ4
4
M
Final black hole spin
0.67
þ0.05
0.07
Luminosity distance
410
þ160
180
Mpc
Source redshift z
0.09
þ0.03
0.04
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consistency check involves the mass and spin of the final
black hole. In general relativity, the end product of a black
hole binary coalescence is a Kerr black hole, which is fully
described by its mass and spin. For quasicircular inspirals,
these are predicted uniquely by Einsteins equations as a
function of the masses and spins of the two progenitor
black holes. Using fitting formulas calibrated to numerical
relativity simulations [92], we verified that the remnant
mass and spin deduced from the early stage of the
coalescence and those inferred independently from the late
stage are consistent with each other, with no evidence for
disagreement from general relativity.
Within the post-Newtonian formalism, the phase of the
gravitational waveform during the inspiral can be expressed
as a power series in f
1=3
. The coefficients of this expansion
can be computed in general relativity. Thus, we can test for
consistency with general relativity [95,96] by allowing the
coefficients to deviate from the nominal values, and seeing
if the resulting waveform is consistent with the data. In this
second check [94] we place constraints on these deviations,
finding no evidence for violations of general relativity.
Finally, assuming a modified dispersion relation for
gravitational waves [97], our observations constrain the
Compton wavelength of the graviton to be λ
g
> 10
13
km,
which could be interpreted as a bound on the graviton mass
m
g
< 1.2 × 10
22
eV=c
2
. This improves on Solar System
and binary pulsar bounds [98,99] by factors of a few and a
thousand, respectively, but does not improve on the model-
dependent bounds derived from the dynamics of Galaxy
clusters [100] and weak lensing observations [101].In
summary, all three tests are consistent with the predictions
of general relativity in the strong-field regime of gravity.
GW150914 demonstrates the existence of stellar-mass
black holes more massive than 25M
, and establishes that
binary black holes can form in nature and merge within a
Hubble time. Binary black holes have been predicted to form
both in isolated binaries [102104] and in dense environ-
ments by dynamical interactions [105107]. The formation
of such massive black holes from stellar evolution requires
weak massive-star winds, which are possible in stellar
en vironments with metallicity lower than 1=2 the solar
value [108,109]. Further astrophysical implications of this
binary black hole discovery are discussed in [110].
These observational results constrain the rate of stellar-
mass binary black hole mergers in the local universe. Using
several different models of the underlying binary black hole
mass distribution, we obtain rate estimates ranging from
2400 Gpc
3
yr
1
in the comoving frame [111113]. This
is consistent with a broad range of rate predictions as
reviewed in [114], with only the lowest event rates being
excluded.
Binary black hole systems at larger distances contribute
to a stochastic background of gravitational waves from the
superposition of unresolved systems. Predictions for such a
background are presented in [115]. If the signal from such a
population were detected, it would provide information
about the evolution of such binary systems over the history
of the universe.
VII. OUTLOOK
Further details about these results and associated data
releases are available at [116]. Analysis results for the
entire first observational period will be reported in future
publications. Efforts are under way to enhance significantly
the global gravitational-wave detector network [117].
These include further commissioning of the Advanced
LIGO detectors to reach design sensitivity, which will
allow detection of binaries like GW150914 with 3 times
higher SNR. Additionally, Advanced Virgo, KAGRA, and
a possible third LIGO detector in India [118] will extend
the network and significantly improve the position
reconstruction and parameter estimation of sources.
VIII. CONCLUSION
The LIGO detectors have observed gravitational waves
from the merger of two stellar-mass black holes. The
detected waveform matches the predictions of general
relativity for the inspiral and merger of a pair of black
holes and the ringdown of the resulting single black hole.
These observations demonstrate the existence of binary
stellar-mass black hole systems. This is the first direct
detection of gravitational waves and the first observation of
a binary black hole merger.
ACKNOWLEDGMENTS
The authors gratefully acknowledge the support of the
United States National Science Foundation (NSF) for the
construction and operation of the LIGO Laboratory and
Advanced LIGO as well as the Science and Technology
Facilities Council (STFC) of the United Kingdom, the Max-
Planck Society (MPS), and the State of Niedersachsen,
Germany, for support of the construction of Advanced
LIGOandconstructionandoperationoftheGEO600detector.
Additional support for Advanced LIGO was provided by the
Australian Research Council.Theauthors gratefully acknowl-
edge the Italian Istituto Nazionale di Fisica Nucleare (INFN),
the French Centre National de la Recherche Scientifique
(CNRS), and the Foundation for Fundamental Research on
Matter supported by the Netherlands Organisation for
Scientific Research, for the construction and operation of
theVirgodetector, and for the creationand supportof the EGO
consortium. The authorsalso gratefully acknowledge research
support from these agencies as well as by the Council of
Scientific and Industrial Research of India, Department of
Science and Technology, India, Science & Engineering
Research Board (SERB), India, Ministry of Human
Resource Development, India, the Spanish Ministerio de
Economía y Competiti vidad, the Conselleria dEconomia i
Competitivitat and Conselleria dEducació, Cultura i
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061102-8
Univ ersitats of the Govern de les Illes Balears, the National
Science Centre of Poland, the European Commission, the
Royal Society, the Scottish Funding Council, the Scottish
Univ ersities Physics Alliance, the Hungarian Scientific
Research Fund (OTKA), the Lyon Institute of Origins
(LIO), the National Research Foundation of Korea,
Industry Canada and the Province of Ontario through the
Ministry of Economic Development and Innovation, the
Natural Sciences and Engineering Research Council of
Canada, Canadian Institute for Advanced Research, the
Brazilian Ministry of Science, Technology, and Innovation,
Russian Foundation for Basic Research, the Leverhulme
Trust, the Research Corporation, Ministry of Science and
Technology (MOST), Taiwan, and the Kavli Foundation.
The authors gratefully acknowledge the support of the NSF,
STFC, MPS, INFN, CNRS and the State of Niedersachsen,
Germany, for provision of computational resources. This
article has been assigned the document numbers LIGO-
P150914 and VIR-0015A-16.
[1] A. Einstein, Sitzungsber. K. Preuss. Akad. Wiss. 1, 688
(1916).
[2] A. Einstein, Sitzungsber. K. Preuss. Akad. Wiss. 1, 154
(1918).
[3] P. R. Saulson, Gen. Relativ. Gravit. 43, 3289 (2011).
[4] K. Schwarzschild, Sitzungsber. K. Preuss. Akad. Wiss. 1,
189 (1916).
[5] D. Finkelstein, Phys. Rev. 110, 965 (1958).
[6] M. D. Kruskal, Phys. Rev. 119, 1743 (1960).
[7] R. P. Kerr, Phys. Rev. Lett. 11, 237 (1963).
[8] C. V. Vishveshwara, Nature (London) 227, 936 (1970).
[9] W. H. Press, Astrophys. J. 170, L105 (1971).
[10] S. Chandrasekhar and S. L. Detweiler, Proc. R. Soc. A 344,
441 (1975).
[11] L. Blanchet, T. Damour, B. R. Iyer, C. M. Will, and A. G.
Wiseman, Phys. Rev. Lett. 74, 3515 (1995).
[12] L. Blanchet, Living Rev. Relativity 17, 2 (2014).
[13] A. Buonanno and T. Damour, Phys. Rev. D 59, 084006
(1999).
[14] F. Pretorius, Phys. Rev. Lett. 95, 121101 (2005).
[15] M. Campanelli, C. O. Lousto, P. Marronetti, and Y.
Zlochower, Phys. Rev. Lett. 96, 111101 (2006).
[16] J. G. Baker, J. Centrella, D.-I. Choi, M. Koppitz, and J. van
Meter, Phys. Rev. Lett. 96, 111102 (2006).
[17] B. L. Webster and P. Murdi n, Nature (London) 235,37
(1972).
[18] C. T. Bolton, Nature (London) 240, 124 (1972).
[19] J. Casares and P. G. Jonker, Space Sci. Rev. 183, 223
(2014).
[20] R. A. Hulse and J. H. Taylor, Astrophys. J.
195, L51
(1975).
[21] J. H. Taylor and J. M. Weisberg, Astrophys. J. 253, 908
(1982).
[22] W. Press and K. Thorne, Annu. Rev. Astron. Astroph ys.
10, 335 (1972).
[23] J. Weber, Phys. Rev. 117, 306 (1960).
[24] P. Astone et al., Phys. Rev. D 82, 022003 (2010).
[25] M. E. Gertsenshtein and V. I. Pustovoit, Sov. Phys. JETP
16, 433 (1962).
[26] G. E. Moss, L. R. Miller, and R. L. Forward, Appl. Opt. 10,
2495 (1971).
[27] R. Weiss, Electromagnetically coupled broadband gravi-
tational antenna, Quarterly Report of the Research Labo-
ratory for Electronics, MIT Report No. 105, 1972, https://
dcc.ligo.org/LIGOP720002/public/main.
[28] R. W. P. Drever, in Gravitational Radiation, edited by N.
Deruelle and T. Piran (North-Holland, Amsterdam, 1983),
p. 321.
[29] R. W. P. Drever, F. J. Raab, K. S. Thorne, R. Vogt, and R.
Weiss, Laser Interferometer Gravitational-wave Observa-
tory (LIGO) Technical Report, 1989, https://dcc.ligo.org/
LIGOM890001/public/main.
[30] A. Abramovici et al., Science 256, 325 (1992).
[31] A. Brillet, A. Giazotto et al., Virgo Project Technical
Report No. VIR-0517A-15, 1989, https://tds.egogw.it/ql/?
c=11247.
[32] J. Hough et al., Proposal for a joint German-British
interferometric gravitational wave detector, MPQ Techni-
cal Report 147, No. GWD/137/JH(89), 1989, http://eprints
.gla.ac.uk/114852.
[33] J. Aasi et al., Classical Quantum Gravity 32, 074001 (2015).
[34] F. Acernese et al., Classical Quantum Gravity 32, 024001
(2015).
[35] C. Affeldt et al., Classical Quantum Gravity 31, 224002
(2014).
[36] Y. Aso, Y. Michimura, K. Somiya, M. Ando, O.
Miyakawa, T. Sekiguchi, D. Tatsumi, and H. Yamamoto,
Phys. Rev. D 88, 043007 (2013).
[37] The waveform shown is SXS:BBH:0305, available for
download at http://www.blackholes.org/waveforms.
[38] A. H. Mroué et al., Phys. Rev. Lett. 111, 241104
(2013).
[39] B. Abbott et al., https://dcc.ligo.org/LIGOP1500218/
public/main.
[40] N. J. Cornish and T. B. Littenberg, Classical Quantum
Gravity 32, 135012 (2015).
[41] B. Abbott et al., https://dcc.ligo.org/LIGOP1500229/
public/main.
[42] S. Chatterji, L. Blackburn, G. Martin, and E. Katsavounidis,
Classical Quantum Gravity 21, S1809 (2004).
[43] S. Klimenko et al. , arXiv:1511.05999 [Phys. Rev. D (to be
published)].
[44] B. Abbott et al., https://dcc.ligo.org/LIGOP1500269/
public/main.
[45] S. A. Usman et al., arXiv:1508.02357.
[46] B. Abbott et al., https://dcc.ligo.org/LIGOP1500227/
public/main.
[47] B. Abbott et al., https://dcc.ligo.org/LIGOP1500237/
public/main.
[48] R. W. P. Drever, The Detection of Gravitational Waves,
edited by D. G. Blair (Cambridge University Press,
Cambridge, England, 1991).
[49] R. W. P. Drever et al.,inQuantum Optics, Experimental
Gravity, and Measurement Theory, edited by P. Meystre
and M. O. Scully, NATO ASI, Ser. B, Vol. 94 (Plenum
Press, New York, 1983), pp. 503514.
[50] R. Schilling (unpublished).
[51] B. J. Meers, Phys. Rev. D 38, 2317 (1988).
PRL 116, 061102 (2016)
PHYSICAL REVIEW LETTERS
week ending
12 FEBRUARY 2016
061102-9
[52] J. Mizuno, K. A. Strain, P. G. Nelson, J. M. Chen, R.
Schilling, A. Rüdiger, W. Winkler, and K. Danzmann,
Phys. Lett. A 175, 273 (1993).
[53] P. Kwee et al., Opt. Express 20, 10617 (2012).
[54] C. L. Mueller et al., Rev. Sci. Instrum. 87, 014502 (2016).
[55] T. T. Fricke et al., Classical Quantum Gravity 29, 065005
(2012).
[56] S. M. Aston et al., Classical Quantum Gravity 29, 235004
(2012).
[57] F. Matichard et al., Classical Quantum Gravity 32, 185003
(2015).
[58] G. M. Harry et al., Classical Quantum Gravity 24, 405
(2007).
[59] M. Granata et al., Phys. Rev. D 93, 012007 (2016).
[60] A. V. Cum ming et al., Clas sical Quantum Gravity 29,
035003 (2012).
[61] A. Staley et al., Classical Quantum Gravity 31,245010
(2014).
[62] L. Barsotti, M. Evans, and P. Fritschel, Classical Quantum
Gravity 27, 084026 (2010).
[63] B. Abbott et al., https://dcc.ligo.org/LIGOP1500248/
public/main.
[64] E. Goetz et al.,inGravitational Waves: Proceedings, of
the 8th Edoardo Amaldi Conference, Amaldi, New York,
2009; E. Goetz and R. L. Savage Jr., Classical Quantum
Gravity 27, 084024 (2010).
[65] A. Effler, R. M. S. Schofield, V. V. Frolov, G. González, K.
Kawabe, J. R. Smith, J. Birch, and R. McCarthy,
Classical
Quantum Gravity 32, 035017 (2015).
[66] I. Bartos, R. Bork, M. Factourovich, J. Heefner, S. Márka,
Z. Márka, Z. Raics, P. Schwinberg, and D. Sigg, Classical
Quantum Gravity 27, 084025 (2010).
[67] J. Aasi et al., Classical Quantum Gravity 32, 115012 (2015).
[68] J. Aasi et al., Phys. Rev. D 87, 022002 (2013).
[69] B. Abbott et al., https://dcc.ligo.org/LIGOP1500238/
public/main.
[70] L. Nuttall et al., Classical Quantum Gravity 32, 245005
(2015).
[71] L. Lyons, Ann. Appl. Stat. 2, 887 (2008).
[72] S. Klimenko, I. Yakushin, A. Mercer, and G. Mitselmakher,
Classical Quantum Gravity 25, 114029 (2008).
[73] R. Lynch, S. Vitale, R. Essick, E. Katsavounidis, and F.
Robinet, arXiv:1511.05955.
[74] J. Kanner, T. B. Littenberg, N. Cornish, M. Millhouse,
E. Xhakaj, F. Salemi, M. Drago, G. Vedovato, and S.
Klimenko, Phys. Rev. D 93, 022002 (2016).
[75] A. Buonanno and T. Damour, Phys. Rev. D 62, 064015
(2000).
[76] L. Blanchet, T. Damour, G. Esposito-Farèse, and B. R.
Iyer, Phys. Rev. Lett. 93, 091101 (2004).
[77] A. Taracchini et al., Phys. Rev. D 89, 061502 (2014).
[78] M. Pürrer, Classical Quantum Gravity 31, 195010
(2014).
[79] B. Allen, W. G. Anderson, P. R. Brady, D. A. Brown, and
J. D. E. Creighton, Phys. Rev. D 85, 122006 (2012).
[80] B. S. Sathyaprakash and S. V. Dhurandhar, Phys. Rev. D
44, 3819 (1991).
[81] B. J. Owen and B. S. Sathyaprakash, Phys. Rev. D 60,
022002 (1999).
[82] B. Allen, Phys. Rev. D 71, 062001 (2005).
[83] J. Abadie et al., Phys. Rev. D 85, 082002 (2012).
[84] S. Babak et al., Phys. Rev. D 87, 024033 (2013).
[85] K. Cannon et al., Astrophys. J. 748, 136 (2012).
[86] S. Privitera, S. R. P. Mohapatra, P. Ajith, K. Cannon, N.
Fotopoulos, M. A. Frei, C. Hanna, A. J. Weinstein, and
J. T. Whelan, Phys. Rev. D 89, 024003 (2014),
[87] M. Hannam, P. Schmidt, A. Bohé, L. Haegel, S. Husa, F.
Ohme, G. Pratten, and M. Pürrer, Phys. Rev. Lett. 113,
151101 (2014).
[88] S. Khan, S. Husa, M. Hannam, F. Ohme, M. Pürrer, X.
Jiménez Forteza, and A. Bohé, Phys. Rev. D 93, 044007
(2016).
[89] J. Veitch et al., Phys. Rev. D 91, 042003 (2015).
[90] A. Krolak and B. F. Schutz, Gen. Relativ. Gravit. 19, 1163
(1987).
[91] P. A. R. Ade et al., arXiv:1502.01589.
[92] J. Healy, C. O. Lousto, and Y. Zlochower, Phys. Rev. D 90 ,
104004 (2014).
[93] S. Husa, S. Khan, M. Hannam, M. Pürrer, F. Ohme, X.
Jiménez Forteza, and A. Bohé, Phys. Rev. D 93, 044006
(2016).
[94] B. Abbott et al., https://dcc.ligo.org/LIGOP1500213/
public/main.
[95] C. K. Mishra, K. G. Arun, B. R. Iyer, and B. S.
Sathyaprakash, Phys. Rev. D 82, 064010 (2010).
[96] T. G. F. Li, W. Del Pozzo, S. Vitale, C. Van Den Broeck,
M. Agathos, J. Veitch, K. Grover, T. Sidery, R. Sturani, and
A. Vecchio, Phys. Rev. D 85, 082003 (2012),
[97] C. M. Will, Phys. Rev. D 57
, 2061 (1998).
[98] C. Talmadge, J. P. Berthias, R. W. Hellings, and E. M.
Standish, Phys. Rev. Lett. 61, 1159 (1988).
[99] L. S. Finn and P. J. Sutton, Phys. Rev. D 65,044022
(2002).
[100] A. S. Goldhaber and M. M. Nieto, Phys. Rev. D 9 , 1119
(1974).
[101] S. Choudhury and S. SenGupta, Eur. Phys. J. C 74, 3159
(2014).
[102] A. Tutukov and L. Yungelson, Nauchnye Informatsii 27,
70 (1973).
[103] V. M. Lipunov, K. A. Postnov, and M. E. Prokhorov, Mon.
Not. R. Astron. Soc. 288, 245 (1997).
[104] K. Belczynski, S. Repetto, D. Holz, R. OShaughnessy, T.
Bulik, E. Berti, C. Fryer, M. Dominik, arXiv:1510.04615
[Astrophys. J. (to be published)].
[105] S. Sigurdsson and L. Hernquist, Nature (London) 364, 423
(1993).
[106] S. F. Portegies Zwart and S. L. W. McMillan, Astrophys. J.
Lett. 528, L17 (2000).
[107] C. L. Rodriguez, M. Morscher, B. Pattabiraman, S.
Chatterjee, C.-J. Haster, and F. A. Rasio, Phys. Rev. Lett.
115, 051101 (2015),
[108] K. Belczynski, T. Bulik, C. L. Fryer, A. Ruiter, F. Valsecchi,
J. S. Vink, and J. R. Hurley, Astrophys. J. 714,1217
(2010).
[109] M. Spera, M. Mapelli, and A. Bressan, Mon. Not. R.
Astron. Soc. 451, 4086 (2015).
[110] B. Abbott et al., https://dcc.ligo.org/LIGOP1500262/
public/main [Astrophys. J. Lett. (to be published)].
[111] B. Abbott et al., https://dcc.ligo.org/LIGOP1500217/
public/main.
PRL 116, 061102 (2016)
PHYSICAL REVIEW LETTERS
week ending
12 FEBRUARY 2016
061102-10
[112] C. Kim, V. Kalogera, and D. R. Lorimer, Astrophys. J. 584,
985 (2003).
[113] W. M. Farr, J. R. Gair, I. Mandel, and C. Cutler, Phys. Rev.
D 91, 023005 (2015).
[114] J. Abadie et al., Classical Quantum Gravity 27, 173001
(2010).
[115] B. Abbott et al., https://dcc.ligo.org/LIGOP1500222/
public/main.
[116] LIGO Open Science Center (LOSC), https://losc.ligo.org/
events/GW150914/.
[117] B. P. Abbott et al. (LIGO Scientific Collaboration and
Virgo Collaboration), Living Rev. Relativity 19, 1 (2016).
[118] B. Iyer et al., LIGO-India Technical Report No. LIGO-
M1100296, 2011, https://dcc.ligo.org/LIGOM1100296/
public/main.
B. P. Abbott,
1
R. Abbott,
1
T. D. Abbott,
2
M. R. Abernathy,
1
F. Acernese,
3,4
K. Ackley,
5
C. Adams,
6
T. Adams,
7
P. Addesso,
3
R. X. Adhikari,
1
V. B. Adya,
8
C. Affeldt,
8
M. Agathos,
9
K. Agatsuma,
9
N. Aggarwal,
10
O. D. Aguiar,
11
L. Aiello,
12,13
A. Ain,
14
P. Ajith,
15
B. Allen,
8,16,17
A. Allocca,
18,19
P. A. Altin,
20
S. B. Anderson,
1
W. G. Anderson,
16
K. Arai,
1
M. A. Arain,
5
M. C. Araya,
1
C. C. Arceneaux,
21
J. S. Areeda,
22
N. Arnaud,
23
K. G. Arun,
24
S. Ascenzi,
25,13
G. Ashton,
26
M. Ast,
27
S. M. Aston,
6
P. Astone,
28
P. Aufmuth,
8
C. Aulbert,
8
S. Babak,
29
P. Bacon,
30
M. K. M. Bader,
9
P. T. Baker,
31
F. Baldaccini,
32,33
G. Ballardin,
34
S. W. Ballmer,
35
J. C. Barayoga,
1
S. E. Barclay,
36
B. C. Barish,
1
D. Barker,
37
F. Barone,
3,4
B. Barr,
36
L. Barsotti,
10
M. Barsuglia,
30
D. Barta,
38
J. Bartlett,
37
M. A. Barton,
37
I. Bartos,
39
R. Bassiri,
40
A. Basti,
18,19
J. C. Batch,
37
C. Baune,
8
V. Bavigadda,
34
M. Bazzan,
41,42
B. Behnke,
29
M. Bejger,
43
C. Belczynski,
44
A. S. Bell,
36
C. J. Bell,
36
B. K. Berger,
1
J. Bergman,
37
G. Bergmann,
8
C. P. L. Berry,
45
D. Bersanetti,
46,47
A. Bertolini,
9
J. Betzwieser,
6
S. Bhagwat,
35
R. Bhandare,
48
I. A. Bilenko,
49
G. Billingsley,
1
J. Birch,
6
R. Birney,
50
O. Birnholtz,
8
S. Biscans,
10
A. Bisht,
8,17
M. Bitossi,
34
C. Biwer,
35
M. A. Bizouard,
23
J. K. Blackburn,
1
C. D. Blair,
51
D. G. Blair,
51
R. M. Blair,
37
S. Bloemen,
52
O. Bock,
8
T. P. Bodiya,
10
M. Boer,
53
G. Bogaert,
53
C. Bogan,
8
A. Bohe,
29
P. Bojtos,
54
C. Bond,
45
F. Bondu,
55
R. Bonnand,
7
B. A. Boom,
9
R. Bork,
1
V. Boschi,
18,19
S. Bose,
56,14
Y. Bouffanais,
30
A. Bozzi,
34
C. Bradaschia,
19
P. R. Brady,
16
V. B. Braginsky,
49
M. Branchesi,
57,58
J. E. Brau,
59
T. Briant,
60
A. Brillet,
53
M. Brinkmann,
8
V. Brisson,
23
P. Brockill,
16
A. F. Brooks,
1
D. A. Brown,
35
D. D. Brown,
45
N. M. Brown,
10
C. C. Buchanan,
2
A. Buikema,
10
T. Bulik,
44
H. J. Bulten,
61,9
A. Buonanno,
29,62
D. Buskulic,
7
C. Buy,
30
R. L. Byer,
40
M. Cabero,
8
L. Cadonati,
63
G. Cagnoli,
64,65
C. Cahillane,
1
J. Calderón Bustillo,
66,63
T. Callister,
1
E. Calloni,
67,4
J. B. Camp,
68
K. C. Cannon,
69
J. Cao,
70
C. D. Capano,
8
E. Capocasa,
30
F. Carbognani,
34
S. Caride,
71
J. Casanueva Diaz,
23
C. Casentini,
25,13
S. Caudill,
16
M. Cavaglià,
21
F. Cavalier,
23
R. Cavalieri,
34
G. Cella,
19
C. B. Cepeda,
1
L. Cerboni Baiardi,
57,58
G. Cerretani,
18,19
E. Cesarini,
25,13
R. Chakraborty,
1
T. Chalermsongsak,
1
S. J. Chamberlin,
72
M. Chan,
36
S. Chao,
73
P. Charlton,
74
E. Chassande-Mottin,
30
H. Y. Chen,
75
Y. Chen,
76
C. Cheng,
73
A. Chincarini,
47
A. Chiummo,
34
H. S. Cho,
77
M. Cho,
62
J. H. Chow,
20
N. Christensen,
78
Q. Chu,
51
S. Chua,
60
S. Chung,
51
G. Ciani,
5
F. Clara,
37
J. A. Clark,
63
F. Cleva,
53
E. Coccia,
25,12,13
P.-F. Cohadon,
60
A. Colla,
79,28
C. G. Collette,
80
L. Cominsky,
81
M. Constancio Jr.,
11
A. Conte,
79,28
L. Conti,
42
D. Cook,
37
T. R. Corbitt,
2
N. Cornish,
31
A. Corsi,
71
S. Cortese,
34
C. A. Costa,
11
M. W. Coughlin,
78
S. B. Coughlin,
82
J.-P. Coulon,
53
S. T. Countryman,
39
P. Couvares,
1
E. E. Cowan,
63
D. M. Coward,
51
M. J. Cowart,
6
D. C. Coyne,
1
R. Coyne,
71
K. Craig,
36
J. D. E. Creighton,
16
T. D. Creighton,
83
J. Cripe,
2
S. G. Crowder,
84
A. M. Cruise,
45
A. Cumming,
36
L. Cunningham,
36
E. Cuoco,
34
T. Dal Canton,
8
S. L. Danilishin,
36
S. DAntonio,
13
K. Danzmann,
17,8
N. S. Darman,
85
C. F. Da Silva Costa,
5
V. Dattilo,
34
I. Dave,
48
H. P. Daveloza,
83
M. Davier,
23
G. S. Davies,
36
E. J. Daw,
86
R. Day,
34
S. De,
35
D. DeBra,
40
G. Debreczeni,
38
J. Degallaix,
65
M. De Laurentis,
67,4
S. Deléglise,
60
W. Del Pozzo,
45
T. Denker,
8,17
T. Dent,
8
H. Dereli,
53
V. Dergachev,
1
R. T. DeRosa,
6
R. De Rosa,
67,4
R. DeSalvo,
87
S. Dhurandhar,
14
M. C. Díaz,
83
L. Di Fiore,
4
M. Di Giovanni,
79,28
A. Di Lieto,
18,19
S. Di Pace,
79,28
I. Di Palma,
29,8
A. Di Virgilio,
19
G. Dojcinoski,
88
V. Dolique,
65
F. Donovan,
10
K. L. Dooley,
21
S. Doravari,
6,8
R. Douglas,
36
T. P. Downes,
16
M. Drago,
8,89,90
R. W. P. Drever,
1
J. C. Driggers,
37
Z. Du,
70
M. Ducrot,
7
S. E. Dwyer,
37
T. B. Edo,
86
M. C. Edwards,
78
A. Effler,
6
H.-B. Eggenstein,
8
P. Ehrens,
1
J. Eichholz,
5
S. S. Eikenberry,
5
W. Engels,
76
R. C. Essick,
10
T. Etzel,
1
M. Evans,
10
T. M. Evans,
6
R. Everett,
72
M. Factourovich,
39
V. Fafone,
25,13,12
H. Fair,
35
S. Fairhurst,
91
X. Fan,
70
Q. Fang,
51
S. Farinon,
47
B. Farr,
75
W. M. Farr,
45
M. Favata,
88
M. Fays,
91
H. Fehrmann,
8
M. M. Fejer,
40
D. Feldbaum,
5
I. Ferrante,
18,19
E. C. Ferreira,
11
F. Ferrini,
34
F. Fidecaro,
18,19
L. S. Finn,
72
I. Fiori,
34
D. Fiorucci,
30
R. P. Fisher,
35
R. Flaminio,
65,92
M. Fletcher,
36
H. Fong,
69
J.-D. Fournier,
53
S. Franco,
23
S. Frasca,
79,28
F. Frasconi,
19
M. Frede,
8
Z. Frei,
54
A. Freise,
45
R. Frey,
59
V. Frey,
23
T. T. Fricke,
8
P. Fritschel,
10
V. V. Frolov,
6
P. Fulda,
5
M. Fyffe,
6
H. A. G. Gabbard,
21
J. R. Gair,
93
L. Gammaitoni,
32,33
S. G. Gaonkar,
14
F. Garufi,
67,4
A. Gatto,
30
G. Gaur,
94,95
PRL 116, 061102 (2016)
PHYSICAL REVIEW LETTERS
week ending
12 FEBRUARY 2016
061102-11
N. Gehrels,
68
G. Gemme,
47
B. Gendre,
53
E. Genin,
34
A. Gennai,
19
J. George,
48
L. Gergely,
96
V. Germain,
7
Abhirup Ghosh,
15
Archisman Ghosh,
15
S. Ghosh,
52,9
J. A. Giaime,
2,6
K. D. Giardina,
6
A. Giazotto,
19
K. Gill,
97
A. Glaefke,
36
J. R. Gleason,
5
E. Goetz,
98
R. Goetz,
5
L. Gondan,
54
G. González,
2
J. M. Gonzalez Castro,
18,19
A. Gopakumar,
99
N. A. Gordon,
36
M. L. Gorodetsky,
49
S. E. Gossan,
1
M. Gosselin,
34
R. Gouaty,
7
C. Graef,
36
P. B. Graff,
62
M. Granata,
65
A. Grant,
36
S. Gras,
10
C. Gray,
37
G. Greco,
57,58
A. C. Green,
45
R. J. S. Greenhalgh,
100
P. Groot,
52
H. Grote,
8
S. Grunewald,
29
G. M. Guidi,
57,58
X. Guo,
70
A. Gupta,
14
M. K. Gupta,
95
K. E. Gushwa,
1
E. K. Gustafson,
1
R. Gustafson,
98
J. J. Hacker,
22
B. R. Hall,
56
E. D. Hall,
1
G. Hammond,
36
M. Haney,
99
M. M. Hanke,
8
J. Hanks,
37
C. Hanna,
72
M. D. Hannam,
91
J. Hanson,
6
T. Hardwick,
2
J. Harms,
57,58
G. M. Harry,
101
I. W. Harry,
29
M. J. Hart,
36
M. T. Hartman,
5
C.-J. Haster,
45
K. Haughian,
36
J. Healy,
102
J. Heefner,
1,a
A. Heidmann,
60
M. C. Heintze,
5,6
G. Heinzel,
8
H. Heitmann,
53
P. Hello,
23
G. Hemming,
34
M. Hendry,
36
I. S. Heng,
36
J. Hennig,
36
A. W. Heptonstall,
1
M. Heurs,
8,17
S. Hild,
36
D. Hoak,
103
K. A. Hodge,
1
D. Hofman,
65
S. E. Hollitt,
104
K. Holt,
6
D. E. Holz,
75
P. Hopkins,
91
D. J. Hosken,
104
J. Hough,
36
E. A. Houston,
36
E. J. Howell,
51
Y. M. Hu,
36
S. Huang,
73
E. A. Huerta,
105,82
D. Huet,
23
B. Hughey,
97
S. Husa,
66
S. H. Huttner,
36
T. Huynh-Dinh,
6
A. Idrisy,
72
N. Indik,
8
D. R. Ingram,
37
R. Inta,
71
H. N. Isa,
36
J.-M. Isac,
60
M. Isi,
1
G. Islas,
22
T. Isogai,
10
B. R. Iyer,
15
K. Izumi,
37
M. B. Jacobson,
1
T. Jacqmin,
60
H. Jang,
77
K. Jani,
63
P. Jaranowski,
106
S. Jawahar,
107
F. Jiménez-Forteza,
66
W. W. Johnson,
2
N. K. Johnson-McDaniel,
15
D. I. Jones,
26
R. Jones,
36
R. J. G. Jonker,
9
L. Ju,
51
K. Haris,
108
C. V. Kalaghatgi,
24,91
V. Kalogera,
82
S. Kandhasamy,
21
G. Kang,
77
J. B. Kanner,
1
S. Karki,
59
M. Kasprzack,
2,23,34
E. Katsavounidis,
10
W. Katzman,
6
S. Kaufer,
17
T. Kaur,
51
K. Kawabe,
37
F. Kawazoe,
8,17
F. Kéfélian,
53
M. S. Kehl,
69
D. Keitel,
8,66
D. B. Kelley,
35
W. Kells,
1
R. Kennedy,
86
D. G. Keppel,
8
J. S. Key,
83
A. Khalaidovski,
8
F. Y. Khalili,
49
I. Khan,
12
S. Khan,
91
Z. Khan,
95
E. A. Khazanov,
109
N. Kijbunchoo,
37
C. Kim,
77
J. Kim,
110
K. Kim,
111
Nam-Gyu Kim,
77
Namjun Kim,
40
Y.-M. Kim,
110
E. J. King,
104
P. J. King,
37
D. L. Kinzel,
6
J. S. Kissel,
37
L. Kleybolte,
27
S. Klimenko,
5
S. M. Koehlenbeck,
8
K. Kokeyama,
2
S. Koley,
9
V. Kondrashov,
1
A. Kontos,
10
S. Koranda,
16
M. Korobko,
27
W. Z. Korth,
1
I. Kowalska,
44
D. B. Kozak,
1
V. Kringel,
8
B. Krishnan,
8
A. Królak,
112,113
C. Krueger,
17
G. Kuehn,
8
P. Ku m a r,
69
R. Kumar,
36
L. Kuo,
73
A. Kutynia,
112
P. Kwee,
8
B. D. Lackey,
35
M. Landry,
37
J. Lange,
102
B. Lantz,
40
P. D. Lasky,
114
A. Lazzarini,
1
C. Lazzaro,
63,42
P. Leaci,
29,79,28
S. Leavey,
36
E. O. Lebigot,
30,70
C. H. Lee,
110
H. K. Lee,
111
H. M. Lee,
115
K. Lee,
36
A. Lenon,
35
M. Leonardi,
89,90
J. R. Leong,
8
N. Leroy,
23
N. Letendre,
7
Y. Levin,
114
B. M. Levine,
37
T. G. F. Li,
1
A. Libson,
10
T. B. Littenberg,
116
N. A. Lockerbie,
107
J. Logue,
36
A. L. Lombardi,
103
L. T. London,
91
J. E. Lord,
35
M. Lorenzini,
12,13
V. Loriette,
117
M. Lormand,
6
G. Losurdo,
58
J. D. Lough,
8,17
C. O. Lousto,
102
G. Lovelace,
22
H. Lück,
17,8
A. P. Lundgren,
8
J. Luo,
78
R. Lynch,
10
Y. M a,
51
T. MacDonald,
40
B. Machenschalk,
8
M. MacInnis,
10
D. M. Macleod,
2
F. Magaña-Sandoval,
35
R. M. Magee,
56
M. Mageswaran,
1
E. Majorana,
28
I. Maksimovic,
117
V. Malvezzi,
25,13
N. Man,
53
I. Mandel,
45
V. Mandic,
84
V. Mangano,
36
G. L. Mansell,
20
M. Manske,
16
M. Mantovani,
34
F. Marchesoni,
118,33
F. Marion,
7
S. Márka,
39
Z. Márka,
39
A. S. Markosyan,
40
E. Maros,
1
F. Martelli,
57,58
L. Martellini,
53
I. W. Martin,
36
R. M. Martin,
5
D. V. Martynov,
1
J. N. Marx,
1
K. Mason,
10
A. Masserot,
7
T. J. Massinger,
35
M. Masso-Reid,
36
F. Matichard,
10
L. Matone,
39
N. Mavalvala,
10
N. Mazumder,
56
G. Mazzolo,
8
R. McCarthy,
37
D. E. McClelland,
20
S. McCormick,
6
S. C. McGuire,
119
G. McIntyre,
1
J. McIver,
1
D. J. McManus,
20
S. T. McWilliams,
105
D. Meacher,
72
G. D. Meadors,
29,8
J. Meidam,
9
A. Melatos,
85
G. Mendell,
37
D. Mendoza-Gandara,
8
R. A. Mercer,
16
E. Merilh,
37
M. Merzougui,
53
S. Meshkov,
1
C. Messenger,
36
C. Messick,
72
P. M. Meyers,
84
F. Mezzani,
28,79
H. Miao,
45
C. Michel,
65
H. Middleton,
45
E. E. Mikhailov,
120
L. Milano,
67,4
J. Miller,
10
M. Millhouse,
31
Y. Minenkov,
13
J. Ming,
29,8
S. Mirshekari,
121
C. Mishra,
15
S. Mitra,
14
V. P. Mitrofanov,
49
G. Mitselmakher,
5
R. Mittleman,
10
A. Moggi,
19
M. Mohan,
34
S. R. P. Mohapatra,
10
M. Montani,
57,58
B. C. Moore,
88
C. J. Moore,
122
D. Moraru,
37
G. Moreno,
37
S. R. Morriss,
83
K. Mossavi,
8
B. Mours,
7
C. M. Mow-Lowry,
45
C. L. Mueller,
5
G. Mueller,
5
A. W. Muir,
91
Arunava Mukherjee,
15
D. Mukherjee,
16
S. Mukherjee,
83
N. Mukund,
14
A. Mullavey,
6
J. Munch,
104
D. J. Murphy,
39
P. G. Murray,
36
A. Mytidis,
5
I. Nardecchia,
25,13
L. Naticchioni,
79,28
R. K. Nayak,
123
V. Necula,
5
K. Nedkova,
103
G. Nelemans,
52,9
M. Neri,
46,47
A. Neunzert,
98
G. Newton,
36
T. T. Nguyen,
20
A. B. Nielsen,
8
S. Nissanke,
52,9
A. Nitz,
8
F. Nocera,
34
D. Nolting,
6
M. E. N. Normandin,
83
L. K. Nuttall,
35
J. Oberling,
37
E. Ochsner,
16
J. ODell,
100
E. Oelker,
10
G. H. Ogin,
124
J. J. Oh,
125
S. H. Oh,
125
F. Ohme,
91
M. Oliver,
66
P. Oppermann,
8
Richard J. Oram,
6
B. OReilly,
6
R. OShaughnessy,
102
C. D. Ott,
76
D. J. Ottaway,
104
R. S. Ottens,
5
H. Overmier,
6
B. J. Owen,
71
A. Pai,
108
S. A. Pai,
48
J. R. Palamos,
59
O. Palashov,
109
C. Palomba,
28
A. Pal-Singh,
27
H. Pan,
73
Y. Pan,
62
C. Pankow,
82
F. Pannarale,
91
B. C. Pant,
48
F. Paoletti,
34,19
A. Paoli,
34
M. A. Papa,
29,16,8
H. R. Paris,
40
W. Parker,
6
D. Pascucci,
36
A. Pasqualetti,
34
R. Passaquieti,
18,19
D. Passuello,
19
B. Patricelli,
18,19
Z. Patrick,
40
B. L. Pearlstone,
36
M. Pedraza,
1
R. Pedurand,
65
L. Pekowsky,
35
A. Pele,
6
S. Penn,
126
A. Perreca,
1
H. P. Pfeiffer,
69,29
M. Phelps,
36
O. Piccinni,
79,28
M. Pichot,
53
M. Pickenpack,
8
F. Piergiovanni,
57,58
PRL 116, 061102 (2016)
PHYSICAL REVIEW LETTERS
week ending
12 FEBRUARY 2016
061102-12
V. Pierro,
87
G. Pillant,
34
L. Pinard,
65
I. M. Pinto,
87
M. Pitkin,
36
J. H. Poeld,
8
R. Poggiani,
18,19
P. Popolizio,
34
A. Post,
8
J. Powell,
36
J. Prasad,
14
V. Predoi,
91
S. S. Premachandra,
114
T. Prestegard,
84
L. R. Price,
1
M. Prijatelj,
34
M. Principe,
87
S. Privitera,
29
R. Prix,
8
G. A. Prodi,
89,90
L. Prokhorov,
49
O. Puncken,
8
M. Punturo,
33
P. Puppo,
28
M. Pürrer,
29
H. Qi,
16
J. Qin,
51
V. Quetschke,
83
E. A. Quintero,
1
R. Quitzow-James,
59
F. J. Raab,
37
D. S. Rabeling,
20
H. Radkins,
37
P. Raffai,
54
S. Raja,
48
M. Rakhmanov,
83
C. R. Ramet,
6
P. Rapagnani,
79,28
V. Raymond,
29
M. Razzano,
18,19
V. R e,
25
J. Read,
22
C. M. Reed,
37
T. Regimbau,
53
L. Rei,
47
S. Reid,
50
D. H. Reitze,
1,5
H. Rew,
120
S. D. Reyes,
35
F. Ricci,
79,28
K. Riles,
98
N. A. Robertson,
1,36
R. Robie,
36
F. Robinet,
23
A. Rocchi,
13
L. Rolland,
7
J. G. Rollins,
1
V. J. Roma,
59
J. D. Romano,
83
R. Romano,
3,4
G. Romanov,
120
J. H. Romie,
6
D. Rosińska,
127,43
S. Rowan,
36
A. Rüdiger,
8
P. Ruggi,
34
K. Ryan,
37
S. Sachdev,
1
T. Sadecki,
37
L. Sadeghian,
16
L. Salconi,
34
M. Saleem,
108
F. Salemi,
8
A. Samajdar,
123
L. Sammut,
85,114
L. M. Sampson,
82
E. J. Sanchez,
1
V. Sandberg,
37
B. Sandeen,
82
G. H. Sanders,
1
J. R. Sanders,
98,35
B. Sassolas,
65
B. S. Sathyaprakash,
91
P. R. Saulson,
35
O. Sauter,
98
R. L. Savage,
37
A. Sawadsky,
17
P. Schale,
59
R. Schilling,
8,b
J. Schmidt,
8
P. Schmidt,
1,76
R. Schnabel,
27
R. M. S. Schofield,
59
A. Schönbeck,
27
E. Schreiber,
8
D. Schuette,
8,17
B. F. Schutz,
91,29
J. Scott,
36
S. M. Scott,
20
D. Sellers,
6
A. S. Sengupta,
94
D. Sentenac,
34
V. Sequino,
25,13
A. Sergeev,
109
G. Serna,
22
Y. Setyawati,
52,9
A. Sevigny,
37
D. A. Shaddock,
20
T. Shaffer,
37
S. Shah,
52,9
M. S. Shahriar,
82
M. Shaltev,
8
Z. Shao,
1
B. Shapiro,
40
P. Shawhan,
62
A. Sheperd,
16
D. H. Shoemaker,
10
D. M. Shoemaker,
63
K. Siellez,
53,63
X. Siemens,
16
D. Sigg,
37
A. D. Silva,
11
D. Simakov,
8
A. Singer,
1
L. P. Singer,
68
A. Singh,
29,8
R. Singh,
2
A. Singhal,
12
A. M. Sintes,
66
B. J. J. Slagmolen,
20
J. R. Smith,
22
M. R. Smith,
1
N. D. Smith,
1
R. J. E. Smith,
1
E. J. Son,
125
B. Sorazu,
36
F. Sorrentino,
47
T. Souradeep,
14
A. K. Srivastava,
95
A. Staley,
39
M. Steinke,
8
J. Steinlechner,
36
S. Steinlechner,
36
D. Steinmeyer,
8,17
B. C. Stephens,
16
S. P. Stevenson,
45
R. Stone,
83
K. A. Strain,
36
N. Straniero,
65
G. Stratta,
57,58
N. A. Strauss,
78
S. Strigin,
49
R. Sturani,
121
A. L. Stuver,
6
T. Z. Summerscales,
128
L. Sun,
85
P. J. Sutton,
91
B. L. Swinkels,
34
M. J. Szczepańczyk,
97
M. Tacca,
30
D. Talukder,
59
D. B. Tanner,
5
M. Tápai,
96
S. P. Tarabrin,
8
A. Taracchini,
29
R. Taylor,
1
T. Theeg,
8
M. P. Thirugnanasambandam,
1
E. G. Thomas,
45
M. Thomas,
6
P. Thomas,
37
K. A. Thorne,
6
K. S. Thorne,
76
E. Thrane,
114
S. Tiwari,
12
V. Tiwari,
91
K. V. Tokmakov,
107
C. Tomlinson,
86
M. Tonelli,
18,19
C. V. Torres,
83,c
C. I. Torrie,
1
D. Töyrä,
45
F. Travasso,
32,33
G. Traylor,
6
D. Trifirò,
21
M. C. Tringali,
89,90
L. Trozzo,
129,19
M. Tse,
10
M. Turconi,
53
D. Tuyenbayev,
83
D. Ugolini,
130
C. S. Unnikrishnan,
99
A. L. Urban,
16
S. A. Usman,
35
H. Vahlbruch,
17
G. Vajente,
1
G. Valdes,
83
M. Vallisneri,
76
N. van Bakel,
9
M. van Beuzekom,
9
J. F. J. van den Brand,
61,9
C. Van Den Broeck,
9
D. C. Vander-Hyde,
35,22
L. van der Schaaf,
9
J. V. van Heijningen,
9
A. A. van Veggel,
36
M. Vardaro,
41,42
S. Vass,
1
M. Vasúth,
38
R. Vaulin,
10
A. Vecchio,
45
G. Vedovato,
42
J. Veitch,
45
P. J. Veitch,
104
K. Venkateswara,
131
D. Verkindt,
7
F. Vetrano,
57,58
A. Viceré,
57,58
S. Vinciguerra,
45
D. J. Vine,
50
J.-Y. Vinet,
53
S. Vitale,
10
T. Vo,
35
H. Vocca,
32,33
C. Vorvick,
37
D. Voss,
5
W. D. Vousden,
45
S. P. Vyatchanin,
49
A. R. Wade,
20
L. E. Wade,
132
M. Wade,
132
S. J. Waldman,
10
M. Walker,
2
L. Wallace,
1
S. Walsh,
16,8,29
G. Wang,
12
H. Wang,
45
M. Wang,
45
X. Wang,
70
Y. Wang,
51
H. Ward,
36
R. L. Ward,
20
J. Warner,
37
M. Was,
7
B. Weaver,
37
L.-W. Wei,
53
M. Weinert,
8
A. J. Weinstein,
1
R. Weiss,
10
T. Welborn,
6
L. Wen,
51
P. Weßels,
8
T. Westphal,
8
K. Wette,
8
J. T. Whelan,
102,8
S. E. Whitcomb,
1
D. J. White,
86
B. F. Whiting,
5
K. Wiesner,
8
C. Wilkinson,
37
P. A. Willems,
1
L. Williams,
5
R. D. Williams,
1
A. R. Williamson,
91
J. L. Willis,
133
B. Willke,
17,8
M. H. Wimmer,
8,17
L. Winkelmann,
8
W. Winkler,
8
C. C. Wipf,
1
A. G. Wiseman,
16
H. Wittel,
8,17
G. Woan,
36
J. Worden,
37
J. L. Wright,
36
G. Wu,
6
J. Yablon,
82
I. Yakushin,
6
W. Yam,
10
H. Yamamoto,
1
C. C. Yancey,
62
M. J. Yap,
20
H. Yu,
10
M. Yvert,
7
A. Zadrożny,
112
L. Zangrando,
42
M. Zanolin,
97
J.-P. Zendri,
42
M. Zevin,
82
F. Zhang,
10
L. Zhang,
1
M. Zhang,
120
Y. Zhang,
102
C. Zhao,
51
M. Zhou,
82
Z. Zhou,
82
X. J. Zhu,
51
M. E. Zucker,
1,10
S. E. Zuraw,
103
and J. Zweizig
1
(LIGO Scientific Collaboration and Virgo Collaboration)
1
LIGO, California Institute of Technology, Pasadena, California 91125, USA
2
Louisiana State University, Baton Rouge, Louisiana 70803, USA
3
Università di Salerno, Fisciano, I-84084 Salerno, Italy
4
INFN, Sezione di Napoli, Complesso Universitario di Monte S. Angelo, I-80126 Napoli, Italy
5
University of Florida, Gainesville, Florida 32611 , USA
6
LIGO Livingston Observatory, Livingston, Louisiana 70754, USA
7
Laboratoire dAnnecy-le-Vieux de Physique des Particules (LAPP), Université Savoie Mont Blanc, CNRS/IN2P3,
F-74941 Annecy-le-Vieux, France
8
Albert-Einstein-Institut, Max-Planck-Institut für Gravitationsphysik, D-30167 Hannover, Germany
9
Nikhef, Science Park, 1098 XG Amsterdam, Netherlands
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10
LIGO, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA
11
Instituto Nacional de Pesquisas Espaciais, 12227-010 São José dos Campos, São Paulo, Brazil
12
INFN, Gran Sasso Science Institute, I-67100 LAquila, Italy
13
INFN, Sezione di Roma Tor Vergata, I-00133 Roma, Italy
14
Inter-University Centre for Astronomy and Astrophysics, Pune 411007, India
15
International Centre for Theoretical Sciences, Tata Institute of Fundamental Research, Bangalore 560012, India
16
University of Wisconsin-Milwaukee, Milwaukee, Wisconsin 53201, USA
17
Leibniz Universität Hannover, D-30167 Hannover, Germany
18
Università di Pisa, I-56127 Pisa, Italy
19
INFN, Sezione di Pisa, I-56127 Pisa, Italy
20
Australian National University, Canberra, Australian Capital Territory 0200, Australia
21
The University of Mississippi, University, Mississippi 38677 , USA
22
California State University Fullerton, Fullerton, California 92831, USA
23
LAL, Université Paris-Sud, CNRS/IN2P3, Universi Paris-Saclay, Orsay, France
24
Chennai Mathematical Institute, Chennai, India 60310 3
25
Università di Roma Tor Vergata, I-00133 Roma, Italy
26
University of Southampton, Southampton SO17 1BJ, United Kingdom
27
Universität Hamburg, D-22761 Hamburg, Germany
28
INFN, Sezione di Roma, I-00185 Roma, Italy
29
Albert-Einstein-Institut, Max-Planck-Institut für Gravitationsphysik, D-14476 Potsdam-Golm, Germany
30
APC, AstroParticule et Cosmologie, Universi Pari s Diderot, CNRS/IN2P3, CEA/Irfu, Observatoire de Paris,
Sorbonne Paris Cité, F-75205 Paris Cedex 13, France
31
Montana State University, Bozeman, Montana 59717, USA
32
Università di Perugia, I-06123 Perugia, Italy
33
INFN, Sezione di Perugia, I-06123 Perugia, Italy
34
European Gravitational Observatory (EGO), I-56021 Cascina, Pisa, Italy
35
Syracuse University, Syracuse, New York 13244, USA
36
SUPA, University of Glasgow, Glasgow G12 8QQ, United Kingdom
37
LIGO Hanford Observatory, Richland, Washington 99352, USA
38
Wigner RCP, RMKI, H-1121 Budapest, Konkoly Thege Miklós út 29-33, Hungary
39
Columbia University, New York, New York 10027, USA
40
Stanford University, Stanford, California 94305, USA
41
Università di Padova, Dipartimento di Fisica e Astronomia, I-35131 Padova, Italy
42
INFN, Sezione di Padova, I-35131 Padova, Italy
43
CAMK-PAN, 00-716 Warsaw, Poland
44
Astronomical Observatory Warsaw University, 00-478 Warsaw, Poland
45
University of Birmingham, Birmingham B15 2TT, United Kingdom
46
Università degli Studi di Genova, I-16146 Genova, Italy
47
INFN, Sezione di Genova, I-16146 Genova, Italy
48
RRCAT, Indore MP 452013, India
49
Faculty of Physics, Lomonosov Moscow State University, Moscow 119991, Russia
50
SUPA, University of the West of Scotland, Paisley PA1 2BE, United Kingdom
51
University of Western Australia, Crawley, Western Australia 6009, Australia
52
Department of Astrophysics/IMAPP, Radboud University Nijmegen, P.O. Box 9010, 6500 GL Nijmegen, Netherlands
53
Artemis, Université Côte dAzur, CNRS, Observatoire Côte dAzur, CS 34229, Nice cedex 4, France
54
MTA Eötvös University, Lendulet Astrophysics Research Group, Budapest 1117, Hungary
55
Institut de Physique de Rennes, CNRS, Université de Rennes 1, F-35042 Rennes, France
56
Washington State University, Pullman, Washington 99164, USA
57
Università degli Studi di Urbino Carlo Bo, I-61029 Urbino, Italy
58
INFN, Sezione di Firenze, I-50019 Sesto Fiorentino, Firenze, Italy
59
University of Oregon, Eugene, Oregon 97403, USA
60
Laboratoire Kastler Brossel, UPMC-Sorbonne Universités, CNRS, ENS-PSL Research University, Collège de France,
F-75005 Paris, France
61
VU University Amsterdam, 1081 HV Amsterdam, Netherlands
62
University of Maryland, College Park, Maryland 20742, USA
63
Center for Relativistic Astrophysics and School of Physics, Georgia Institute of Technology, Atlanta, Georgia 30332, USA
64
Institut Lumière Matière, Université de Lyon, Université Claude Bernard Lyon 1, UMR CNRS 5306, 69622 Villeurbanne, France
65
Laboratoire des Matériaux Avancés (LMA), IN2P3/CNRS, Université de Lyon, F-69622 Villeurbanne, Lyon, France
66
Universitat de les Illes Balears, IAC3IEEC, E-07122 Palma de Mallorca, Spain
67
Università di Napoli Federico II, Complesso Universitario di Monte S. Angelo, I-80126 Napoli, Italy
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NASA/Goddard Space Flight Center, Greenbelt, Maryland 20771, USA
69
Canadian Institute for Theoretical Astrophysics, University of Toronto, Toronto, Ontario M5S 3H8, Canada
70
Tsinghua University, Beijing 100084, China
71
Texas Tech University, Lubbock, Texas 79409, USA
72
The Pennsylvania State University, University Park, Pennsylvania 16802, USA
73
National Tsing Hua University, Hsinchu City, 30013 Taiwan, Republic of China
74
Charles Sturt University, Wagga Wagga, New South Wales 2678, Australia
75
University of Chicago, Chicago, Illinois 60637, USA
76
Caltech CaRT, Pasadena, California 91125, USA
77
Korea Institute of Science and Technology Information, Daejeon 305-806, Korea
78
Carleton College, Northfield, Minnesota 55057 , USA
79
Università di Roma La Sapienza, I-00185 Roma, Italy
80
University of Brussels, Brussels 1050, Belgium
81
Sonoma State University, Rohnert Park, California 94928, USA
82
Northwestern University, Evanston, Illinois 60208, USA
83
The University of Texas Rio Grande Valley, Brownsville, Texas 78520, USA
84
University of Minnesota, Minneapolis, Minnesota 55455, USA
85
The University of Melbourne, Parkville, Victoria 3010, Australia
86
The University of Sheffield, Sheffield S10 2TN, United Kingdom
87
University of Sannio at Benevento, I-82100 Benevento, Italy and INFN, Sezione di Napoli, I-80100 Napoli, Italy
88
Montclair State University, Montclair, New Jersey 07043 , USA
89
Università di Trento, Dipartimento di Fisica, I-38123 Povo, Trento, Italy
90
INFN, Trento Institute for Fundamental Physics and Applications, I-38123 Povo, Trento, Italy
91
Cardiff University, Cardiff CF24 3AA, United Kingdom
92
National Astronomical Observatory of Japan, 2-21-1 Osawa, Mitaka, Tokyo 181-8588, Japan
93
School of Mathematics, University of Edinburgh, Edinburgh EH9 3FD, United Kingdom
94
Indian Institute of Technology, Gandhinagar Ahmedabad Gujarat 382424, India
95
Institute for Plasma Research, Bhat, Gandhinagar 382428, India
96
University of Szeged, Dóm tér 9, Szeged 6720, Hungary
97
Embry-Riddle Aeronautical Univer sity, Prescott, Arizona 86301, USA
98
University of Michigan, Ann Arbor, Michigan 48109, USA
99
Tata Institute of Fundamental Research, Mumbai 400005, India
100
Rutherford Appleton Laboratory, HSIC, Chilton, Didcot, Oxon OX11 0QX, United Kingdom
101
American University, Washington, D.C. 20016, USA
102
Rochester Institute of Technology, Rochester, New York 14623, USA
103
University of Massachusetts-Amherst, Amherst, Massachusetts 01003, USA
104
University of Adelaide, Adelaide, South Australia 5005, Australia
105
West Virginia University, Morgantown, West Virginia 26506, USA
106
University of Biał ystok, 15-424 Biał ystok, Poland
107
SUPA, University of Strathclyde, Glasgow G1 1XQ, United Kingdom
108
IISER-TVM, CET Campus, Trivandrum Kerala 695016, India
109
Institute of Applied Physics, Nizhny Novgorod, 603950, Russia
110
Pusan National University, Busan 609-735, Korea
111
Hanyang University, Seoul 133-791, Korea
112
NCBJ, 05-400 Świerk-Otwock, Poland
113
IM-PAN, 00-956 Warsaw, Poland
114
Monash University, Victoria 3800, Australia
115
Seoul National University, Seoul 151-742, Korea
116
University of Alabama in Huntsville, Huntsville, Alabama 35899, USA
117
ESPCI, CNRS, F-75005 Paris, France
118
Università di Camerino, Dipartimento di Fisica, I-62032 Camerino, Italy
119
Southern University and A&M College, Baton Rouge, Louisiana 70813, USA
120
College of William and Mary, Williamsburg, Virginia 23187, USA
121
Instituto de Física Teórica, University Estadual Paulista/ICTP South American Institute for Fundamental Research,
São Paulo SP 01140-070, Brazil
122
University of Cambridge, Cambridge CB2 1TN, United Kingdom
123
IISER-Kolkata, Mohanpur, West Bengal 741252, India
124
Whitman College, 345 Boyer Avenue, Walla Walla, Washington 99362 USA
125
National Institute for Mathematical Sciences, Daejeon 305-390, Korea
126
Hobart and William Smith Colleges, Geneva, New York 14456, USA
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Janusz Gil Institute of Astronomy, University of Zielona Góra, 65-265 Zielona Góra, Poland
128
Andrews University, Berrien Springs, Michigan 49104, USA
129
Università di Siena, I-53100 Siena, Italy
130
Trinity University, San Antonio, Texas 78212, USA
131
University of Washington, Seattle, Washington 98195, USA
132
Kenyon College, Gambier, Ohio 43022, USA
133
Abilene Christian University, Abilene, Texas 79699, USA
a
Deceased, April 2012.
b
Deceased, May 2015.
c
Deceased, March 2015.
PRL 116, 061102 (2016)
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Discussion

Hello Micael. Thank you for annotating this paper for us! Could you elaborate on what you mean by "strain" here? I tried looking this up myself, but was unable to follow the links that I found. These plots show the evolution with time of: 1. top red: gravitational-wave strain 2. bottom green: black hole relative velocity 3. bottom black: black hole separation as observed by LIGO before and when the two black holes merged. Two initial black holes with 36 solar masses and 29 solar masses merged into a final black hole that is 62 solar masses while radiating away 3 solar masses worth of energy in the form of gravitational waves. The chirp mass of a binary system of two black holes respective masses $m_{1}$ and $m_{2}$ is given by $$\mathcal{M}=\frac{(m_{1}m_{2})^{3/5}}{(m_{1}+m_{2})^{1/5}}.$$ In general relativity, the chirp mass determines the leading-order amplitude and frequency evolution of the gravitational-wave signal emitted by the binary system during its inspiral. This plot shows the gravitational wave event as observed by the two LIGO sites: - Left: corresponds to Hanford, Washington - Right: corresponds Livingston, Louisiana On the top plots one can see the gravitational wave strain as a function of time. On the bottom, one can see the signal frequency of event GW150914 increasing over time. Two major scientific breakthroughs: 1. the first direct observation of gravitational waves after Einstein's prediction a century ago. 2. the first observation of the collision and merger of a pair of black holes. The amplitude of a gravitational wave is called strain, and can be expressed as a dimensionless quantity h: $$h \simeq \frac{dL}{L} $$ If two masses are separated by characteristic scale L, then the change in the scale dL is of order the gravitational wave amplitude h. In the case of LIGO this gives a fractional change in length, or equivalently light travel time, across a detector. As you can see the strain is extremely small, making gravitational waves hard to detect. The strain represents the expansion of space caused by gravitational waves? Links to Einstein's Original papers (in German): * [Einstein, Albert, Näherungsweise Integration der Feldgleichungen der Gravitation, 1916](http://echo.mpiwg-berlin.mpg.de/ECHOdocuView?url=/permanent/echo/einstein/sitzungsberichte/BGG54UCY/index.meta&pn=1) * [Einstein, Albert, Über Gravitationswellen, 1918](http://echo.mpiwg-berlin.mpg.de/ECHOdocuView?url=/permanent/echo/einstein/sitzungsberichte/W7ZU8V1E/index.meta) And here is a link to the English version: * [Approximate Integration of the Field Equations of Gravitation](http://einsteinpapers.press.princeton.edu/vol6-trans/213) ![Einstein paper thumbnail](http://i.imgur.com/DhALCiD.jpg "Einstein paper thumbnail") A very well executed video explanation about Gravitational waves and this discovery by the New York times: [LIGO Hears Gravitational Waves Einstein Predicted](http://www.nytimes.com/video/science/100000004200661/what-are-gravitational-waves-ligo-black-holes.html?action=click&gtype=vhs&version=vhs-heading&module=vhs&region=title-area) Here is a link to a didactic explanation of gravitational waves by the folks at PhD Comics: [Gravitational Waves Explained ](https://www.youtube.com/watch?v=4GbWfNHtHRg) Signal-to-noise ratio (abbreviated SNR or S/N) is a simple measure used in science that compares the level of a desired signal to the level of background noise. It is defined as the ratio of signal power to the noise power and is usually expressed in decibels: $$SNR = \frac{P_{signal}}{P_{noise}}.$$ The event detected by LIGO had a $SNR = 24$ (an excellent SNR would lie within $20-28$). If you want to learn more about General Relativity, Linearized Gravity and take a closer look at the theoretical prediction of gravitational waves here are some lectures worth taking a look at: * [Linearized Gravity, Caltech](http://www.tapir.caltech.edu/~chirata/ph236/lec08.pdf) * [Lectures by Kip Thorne](http://www.its.caltech.edu/~kip/scripts/lectures.html) In 2014 Virgo and LIGO signed the [Memorandum of Understanding Between VIRGO and LIGO](https://dcc.ligo.org/LIGO-M060038/public) where they agree to share and jointly analyze the data recorded by their detectors and jointly publish their results. The giant interferometric detectors are looking for signals which are weak, infrequent and buried into instrumental noises of various origins. In order to claim a **discovery of gravitational wave scientists need a simultaneous detection in a number of instruments**. Unfortunately, Virgo was not collecting data because it was undergoing an upgrade at the time of this event. You can learn more about Virgo:[European Gravitational Observatory](https://www.ego-gw.it/public/about/whatIs.aspx) Plots comparing the number of candidate events and the mean number of background events. The observation of event GW150914 has a significance of 5.1$\sigma$ in the binary coalescence search and a significance of 4.6$\sigma$ in the generic transient search. In physics a discovery is made if an observation has a significance of 5$\sigma$ or more. Another simple explanation of the detection principle: **Figure 1:** A beamsplitter splits coherent light into two beams which reflect off the mirrors. In the absence of gravitational waves the reflected beams recombine and no interference pattern is detected. **Figure 2:** A gravitational wave passing over the left arm (yellow) changes its length and the reflected beams cannot cancel each other and an interference pattern is observed in the photodetector. ![illustration of the effect of a gw](http://i.imgur.com/nqGRuDQ.png "illustration of the effect of a gw") Gravitational waves are very hard to detect however the detection principle is fairly simple to understand. The principle used by LIGO is to measure changes induced by gravitational waves on the distances between freely-moving test masses using coherent trains of electromagnetic waves. The LIGO interferometer is designed so that, in the absence of gravitational waves, laser beams traveling in the two arms arrive at a photodetector exactly 180° out of phase, yielding no signal. A gravitational wave propagating perpendicular to the detector plane disrupts this perfect destructive interference. During its first half-cycle, the wave will lengthen one arm and shorten the other; during its second half-cycle, these changes are reversed. These length variations alter the phase difference between the laser beams, allowing optical power—a signal—to reach the photodetector. See this video to get a better grasp of how the detection works: [LIGO detection video](http://physics.aps.org/assets/12484057-b7a4-4f38-afdc-cf16b3768180/video1.mp4 "LIGO detection video") Gravitational waves were predicted by Einstein's theory of General Relativity, published in 1916. Gravitational waves correspond to oscillations of the curvature of space-time caused by the interaction of supermassive objects like black holes. These waves propagate outwards of the source and transport energy as gravitational radiation. This paper describes two major scientific breakthroughs: 1. the first direct detection of gravitational waves 2. the first observation of the collision and merger of a pair of black holes The image below illustrates the resulting gravitational waves caused by the interaction of two black holes. ![Gravitational Waves](http://www.extremetech.com/wp-content/uploads/2016/02/Gravitational-Waves.jpg "Gravitational Waves") The precision needed to detect a gravitational wave is incredible. In a recent [Reddit AMA](https://np.reddit.com/r/IAmA/comments/45g8qu/we_are_the_ligo_scientific_collaboration_and_we/) someone from the LIGO instrumentation team said: *"We say we measure the variation in mirror displacement with this enormous accuracy, but what we measure is the variation in the reflection phase from the highly reflective mirror coatings. If you look at it microscopically, the wavefronts of the laser beam scatter off of each individual atom in the coating, and the total superposition of these elementary waves results in the back-reflected beam. This means that the reflected wavefronts varry an 'average' reflection phase from the individual elementary waves that scatter off the $~10^{20}$ atoms in the mirror coating that interact with the laser field. This means that we basically average over about $~10^{20}$ atoms, and hence achieve this level of precision."* This animation shows the effect a gravitational wave would have on a ring of particles. As a gravitational wave passes through the particles along a line perpendicular to the plane of the particles, the particles will follow the distortion in space-time as shown in the animation below. The area enclosed by these particles does not change. ![Effect of gravitational waves](https://upload.wikimedia.org/wikipedia/commons/b/b8/GravitationalWave_PlusPolarization.gif) A Kerr black hole also called rotating black hole is a black hole that has angular momentum, i.e. it rotates along one of its axis. The image below depicts a Kerr black hole with its rotation axis and boundaries![Kerr BH](http://nrumiano.free.fr/Images/tn_kerr_E.png "Kerr BH")