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arXiv:1402.4119v1[astro-ph.CO]17Feb2014
An unidentified line in X-ray spectra of the Andromeda galaxy and Perseus galaxy cluster
A. Boyarsky1
, O. Ruchayskiy2
, D. Iakubovskyi3,4
and J. Franse1,5
1
Instituut-Lorentz for Theoretical Physics, Universiteit Leiden, Niels Bohrweg 2, Leiden, The Netherlands
2
Ecole Polytechnique F´ed´erale de Lausanne, FSB/ITP/LPPC, BSP, CH-1015, Lausanne, Switzerland
3
Bogolyubov Institute of Theoretical Physics, Metrologichna Str. 14-b, 03680, Kyiv, Ukraine
4
National University “Kyiv-Mohyla Academy”, Skovorody Str. 2, 04070, Kyiv, Ukraine
5
Leiden Observatory, Leiden University, Niels Bohrweg 2, Leiden, The Netherlands
We identify a weak line at E ∼ 3.5 keV in X-ray spectra of the Andromeda galaxy and the Perseus galaxy
cluster – two dark matter-dominated objects, for which there exist deep exposures with the XMM-Newton X-ray
observatory. Such a line was not previously known to be present in the spectra of galaxies or galaxy clusters.
Although the line is weak, it has a clear tendency to become stronger towards the centers of the objects; it is
stronger for the Perseus cluster than for the Andromeda galaxy and is absent in the spectrum of a very deep
“blank sky” dataset. Although for individual objects it is hard to exclude the possibility that the feature is due
to an instrumental effect or an atomic line of anomalous brightness, it is consistent with the behavior of a line
originating from the decay of dark matter particles. Future detections or non-detections of this line in multiple
astrophysical targets may help to reveal its nature.
The nature of dark matter (DM) is a question of crucial im-
portance for both cosmology and for fundamental physics. As
neutrinos – the only known particles that could be dark mat-
ter candidates – are known to be too light to be consistent with
various observations (see e.g. [1] for a review), it is widely an-
ticipated that a new particle should exist to extend the hot Big
Bang cosmology paradigm to dark matter. Although many
candidates have been put forward by particle physicists (see
e.g. [2]), little is known experimentally about the properties
of DM particles: their masses, lifetimes, and interaction types
remain largely unconstrained. A priori, a given DM candidate
can possess a decay channel if its lifetime exceeds the age
of the Universe. Therefore, the search for a DM decay signal
provides an important test to constrain the properties of DM in
a model-independentway. For fermionic particles, one should
search above the Tremaine-Gunn limit [3] ( 300 eV). If the
mass is below 2mec2
, such a fermion can decay to neutrinos
and photons, and we can expect two-body radiative decay with
photon energy Eγ = 1
2 mDM. Such particles can be searched
for in X-rays (see [4] for review of previous searches). For
each particular DM model, the particle’s mass, lifetime and
other parameters are related by the requirement to provide the
correct DM abundance. For example, for one very interesting
DM candidate – the right-handed neutrino – this requirement
restricts the mass range to 0.5 − 100 keV [4, 5]. A large part
of the available parameter space for sterile neutrinos is fully
consistent with all astrophysical and cosmological bounds [6],
and it is important to probe it still further.
The DM decay line is much narrower than the spectral res-
olution of the present day X-ray telescopes and, as previous
searches have shown, should be rather weak. The X-ray spec-
tra of astrophysical objects are crowded with weak atomic and
instrumental lines, not all of which may be known. Therefore,
even if the exposure of available observations continues to in-
crease, it is hard to exclude an astrophysical or instrumental
origin of any weak line found in the spectrum of individual
object. However, if the same feature is present in the spectra
of a number of different objects, and its surface brightness and
relative normalization between objects is consistent with the
expected behavior of the DM signal, this can provide much
more convincing evidence about its nature.
The present paper takes a step in this direction. We present
the results of the combined analysis of many XMM-Newton
observations of two objects at different redshifts – the Perseus
cluster and the Andromeda galaxy (M31) – together with a
long exposure “blank sky” dataset. We study the 2.8–8 keV
energy band and show that the only significant un-modeled
excess that is present in the spectra of both M31 and Perseus
is located at ∼ 3.5 keV energy and the line in Perseus is cor-
rectly redshifted as compared to Andromeda (at 95% CL). The
relative fluxes for the two objects are in agreement with what
is known about their DM distributions. We also study sur-
face brightness profiles of this line and find them consistent
with expectations for a DM decay line. We do not detect such
a line in the very deep “blank sky” dataset, which disfavors
some of the scenarios for its instrumental origin (e.g. features
in the effective area). The upper bound from this dataset is
consistent with expectations for a DM signal that would come
in this case primarily from the Milky Way halo. However, as
the line is weak (∼ 4σ in the combined dataset) and the uncer-
tainties in DM distribution are significant, positive detections
or strong constraints from more objects are clearly needed in
order to determine the nature of this signal.1
Below we summarize the details of our data analysis and then
1 During our work we became aware that a similar analysis has been carried
out by different group for a collection of galaxy clusters. When this paper
was in preparation, the arXiv preprint [7] by this group appeared, claim-
ing a detection of a spectral feature at the same energy from a number of
clusters.
2
discuss the results.
Data analysis. We use the data obtained with the European
Photon Imaging Camera (EPIC) of XMM-Newton (“XMM” in
what follows), which consists of two MOS [8] and one PN [9]
CCD camera. We start with the basic Observation Data Files
and reduce them using the procedures emproc and epproc
for the MOS and PN cameras (SAS v.13.0.0 [10]). Raw event
lists exhibit significant time variability caused by the soft so-
lar protons [11, 12]. To remove the time-variable component
we use the 60 s histogram for the whole camera’s energy range
and reject the intervals where count rates deviate by more than
1.5σ from the mean value (espfilt procedure from SAS).
By this procedure we discard ∼ 40% of total observation time.
However, residual soft proton flares can produce weak line-
like features in the spectra at positions where the effective area
is non-monotonic (see e.g. [13]). To further filter the data, we
apply the procedure described in [14], based on the compar-
ison of high-energy count rates for “in-FoV” (10-15 arcmin
off-center) and out-FoV CCD regions [15]. We selected only
observations where the ratio of Fin − Fout < 1.15.2
Combined observation of M31 center. The Andromeda
galaxy (M31) has been extensively observed with XMM. In
this work we use ∼ 2 Msec of raw exposure observations of
M31 within the central 1.5◦
. For the list of individual obser-
vations see Table III.
The XMM archive contains 35 observations of the center of
M31 (offset less than 1.5′
from (RA,DEC) = (00h42m44.3s
+41d16m09s)). Of these observations we have selected 29
where residual contamination of the background flares is low
(Fin − Fout < 1.15). For the PN camera only 8 observa-
tions had passed this criterion. We have chosen to keep only
the 26 MOS1 observations taken after the CCD6 was dam-
aged [17, 18]. In what follows we work with 26 MOS1 + 29
MOS2 observations combined.
We co-add channel-by-channel all PHA files for all cen-
tral observations of M31, using the addspec routine from
FTOOLS [19]. It also produces ARF- and exposure-weighted
response files .rsp – the product of .rmf and .arf files
of each observation. Finally, we bin the resulting spectra by
60 eV (4 MOS PI channels). This bin size is a factor ∼ 2
smaller than the spectral resolution of the XMM at these ener-
gies, which makes the bins roughly statistically independent.
Background modeling. We model the contribution of the
instrumental (particle induced) background by a combina-
tion of an unfolded power law (described in xspec11 by
powerlaw/b) plus a number of narrow gaussian lines
2 Ref. [14] argued that Fin − Fout < 1.3 is a sufficient criterion for flare
removal. We find that a stricter criterion is needed to reduce artificial line-
like residuals due to small wiggles in the effective area [13, 16].
at the positions of instrumental K-α lines (Cr, Mn, K, Fe, Ni,
Ca, Cu) and Fe Kβ. The astrophysical component is modeled
by a powerlaw and lines around 2.4 keV and 3.0 keV (Ar
and S line complexes). We restrict our modeling to the energy
interval 2–8 keV, see Fig. 1.
Result. The resulting spectrum shows a group of positive
residuals around 3.5 keV (Fig. 1). Adding a thin Gaussian line
at that energy reduces the total χ2
by ∼ 13, see Table I (more
than 3σ significance for extra 2 degrees of freedom). Exam-
ination of MOS1 and MOS2 observations individually shows
that the line is present in both cameras with comparable flux.
M31 off-center observations. Next we select off-center ob-
servations of M31 that pass the criterion Fin − Fout < 1.15
and whose centers are located within 23.7′
− 55.8′
from the
center of M31 (20 observations for both MOS1 and MOS2).
The background was modeled as in the on-center case. None
of the cameras have any detectable residual in the energy
range 3.53 ± 0.03 keV. The 2σ upper bound on the flux is
given in Table I.
Perseus cluster. If the candidate weak signal is of astrophys-
ical (rather than instrumental) origin, we should be able to
detect its redshift. To this end we have chosen the nearby
Perseus cluster (Abell 426). At its redshift, z = 0.0179, the
line’s centroid would be shifted by 63 eV. As the position of
the line is determined with about 30 eV precision, one can
expect to resolve the line’s shift with about 2σ significance.
We have taken 16 observations with the MOS1 and MOS2
cameras of the Perseus cluster (excluding two observations
on-center; see Table II) and processed them in the same way
as for M31. The flare removal procedure left 215 ksec of PN
camera’s exposure, therefore we also used the PN observa-
tions for Perseus.
Background modeling. The resulting spectra were then
added together and fitted to the combination of vmekal
(with free abundances for Fe, Ni, Ar, Ca and S) plus (extra-
galactic) powerlaw. The unfolded background component
powerlaw/b plus the several most prominent instrumental
lines were added to the model (similar to the M31 case).
Results. The fit shows significant positive residuals at en-
ergies around 3.47 keV (in the detector frame). Adding a
zgauss model with the redshift of the cluster improves the
fit by ∆χ2
= 9.1 (for 2 degrees of freedom: position and nor-
malization). The line’s position is fully consistent with that of
M31 (Table I). If we fix the position of the line to that of M31
and allow the redshift to vary, z = 0 provides a worse fit by
∆χ2
= 3.6 and its best-fit value is close to z = 0.0179.
Blank-sky dataset. To further study the origin of the new line
we combine XMM-Newton blank-sky observations from [20,
21] with observations of the Lockman Hole. The data were
reduced similarly to the other datasets. After filtering of soft
proton flares we obtained 382 MOS observations. A dataset
3
Dataset Exposure χ2
/d.o.f. Line position Flux ∆χ2
[ksec] [keV] 10−6
cts/sec/cm2
M31 ON-CENTER 978.9 97.8/74 3.53 ± 0.025 4.9+1.6
−1.3 13.0
M31 OFF-CENTER 1472.8 107.8/75 3.53 ± 0.03 < 1.8 (2σ) . . .
PERSEUS CLUSTER (MOS) 528.5 72.7/68 3.50+0.044
−0.036 7.0+2.6
−2.6 9.1
PERSEUS CLUSTER (PN) 215.5 62.6/62 3.46 ± 0.04 9.2+3.1
−3.1 8.0
PERSEUS (MOS) 1507.4 191.5/142 3.518+0.019
−0.022 8.6+2.2
−2.3 (Perseus) 25.9
+ M31 ON-CENTER 4.6+1.4
−1.4 (M31) (3 dof)
BLANK-SKY 15700.2 33.1/33 3.53 ± 0.03 < 0.7 (2σ) . . .
TABLE I: Basic properties of combined observations used in this paper. Second column denotes the sum of exposures of individual observa-
tions. The last column shows change in ∆χ2
when 2 extra d.o.f. (position and flux of the line) are added. The energies for Perseus are quoted
in the rest frame of the object.
0.01
0.10
1.00
10.00
Normalizedcountrate
[cts/sec/keV]
M31 ON-center
-6⋅10-3
-4⋅10-3
-2⋅10-3
0⋅100
2⋅10-3
4⋅10-3
6⋅10-3
8⋅10-3
1⋅10-2
1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0
Data-model
[cts/sec/keV]
Energy [keV]
No line at 3.5 keV
0.22
0.24
0.26
0.28
0.30
0.32
0.34
0.36
Normalizedcountrate
[cts/sec/keV]
M31 ON-center
No line at 3.5 keV
-4⋅10-3
-2⋅10-3
0⋅100
2⋅10-3
4⋅10-3
6⋅10-3
8⋅10-3
1⋅10-2
3.0 3.2 3.4 3.6 3.8 4.0
Data-model
[cts/sec/keV]
Energy [keV]
No line at 3.5 keV
Line at 3.5 keV
FIG. 1: Left: Folded count rate (top) and residuals (bottom) for the MOS spectrum of the central region of M31. Statistical Y-errorbars on the
top plot are smaller than the point size. The line around 3.5 keV is not added, hence the group of positive residuals. Right: zoom onto the line
region.
with such a large exposure requires special analysis (as de-
scribed in [16]). This analysis did not reveal any line-like
residuals in the range 3.45−3.58 keV with the 2σ upper bound
on the flux being 7 × 10−7
cts/cm2
/sec. The closest detected
line-like feature (∆χ2
= 4.5) is at 3.67+0.10
−0.05 keV, consistent
with the instrumental Ca Kα line.3
Combined fit of M31 + Perseus. Finally, we have performed
a simultaneous fit of the on-center M31 and Perseus datasets
(MOS), keeping common position of the line (in the rest-
frame) and allowing the line normalizations to be different.
The line improves the fit by ∆χ2
= 25.9 (Table I), which
constitutes a 4.4σ significant detection for 3 d.o.f.
Results and discussion. We identified a spectral feature at
E = 3.518+0.019
−0.022 keV in the combined dataset of M31 and
Perseus that has a statistical significance 4.4σ and does not
coincide with any known line. Next we compare its properties
with the expected behavior of a DM decay line.
3 Previously this line has only been observed in the PN camera [9].
The observed brightness of a decaying DM line should be pro-
portional to the dark matter column density SDM = ρDMdℓ –
integral along the line of sight of the DM density distribution:
FDM ≈ 2.0 × 10−6 cts
cm2 · sec
Ωfov
500 arcmin2 × (1)
SDM
500 M /pc2
1029
s
τDM
keV
mDM
.
M31 and Perseus brightness profiles. Using the line flux
of the center of M31 and the upper limit from the off-center
observations we constrain the spatial profile of the line. The
DM distribution in M31 has been extensively studied (see an
overview in [13]). We take NFW profiles for M31 with con-
centrations c = 11.7 (solid line, [22]) and c = 19 (dash-dotted
line). For each concentration we adjust the normalization so
that it passes through first data point (Fig. 2). The c = 19
profile was chosen to intersect the upper limit, illustrating that
the obtained line fluxes of M31 are fully consistent with the
density profile of M31 (see e.g. [22, 24, 25] for a c = 19 − 22
model of M31).
4
0
2
4
6
8
10
0 0.2 0.4 0.6 0.8 1
Fluxx106
[cts/cm2
/sec]
Radius [deg]
M31 surface brightness profile
on-center
off-center upper limit
NFW, c = 11.7
NFW, c = 19
0
5
10
15
20
0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 2
Fluxx106
[cts/cm2
/sec]
Radius [deg]
Perseus cluster surface brigtness profile
R200
NFW DM line, rs = 360 kpc
NFW DM line, rs = 872 kpc
β-model, β = 0.71, rc = 287 kpc
FIG. 2: The line’s brightness profile in M31 (left) and the Perseus cluster (right). An NFW DM distribution is assumed, the scale rs is fixed to
its best-fit values from [22] (M31) or [23] (Perseus) and the overall normalization is adjusted to pass through the left-most point.
For the Perseus cluster the observations can be grouped in
3 radial bins by their off-center angle. For each bin we fix
the line position to its average value across Perseus (3.47 ±
0.07 keV). The obtained line fluxes together with 1σ errors
are shown in Fig. 2. For comparison, we draw the expected
line distribution from dark matter decay using the NFW pro-
file of [23] (best fit value rs = 360 kpc, black solid line; 1σ
upper bound rs = 872 kpc, black dashed line). The isother-
mal β-profile from [26] is shown in magenta. The surface
brightness profile follows the expected DM decay line’s dis-
tribution in Perseus.
Finally, we compare the predictions for the DM lifetime from
the two objects. The estimates of the average column den-
sity within the central part of M31 give S(rs) ∼ 200 −
600 M⊙/pc2
[13]. The column density of clusters follows
from the c − M relation [27–29]. Considering the uncer-
tainty on the profile and that our observations of Perseus go
beyond rs, the average column density in the region of interest
is within ¯S ∼ 100 − 600 M⊙/pc2
. Therefore the signal from
Perseus can be both stronger and weaker than that of M31, by
0.2 − 3.0. This is consistent with the ratio of measured flux
from Perseus to M31 0.7 − 2.7.
If DM is made of right-handed (sterile) neutrinos [30], the
lifetime is related to its interaction strength (mixing angle):
τDM =
1024π4
9αG2
F sin2
(2θ)m5
DM
7.2 × 1029
sec
10−8
sin2
(2θ)
1 keV
mDM
5
.
Using the data from M31 we obtain the mass mDM = 7.06 ±
0.05 keV and the mixing angle in the range sin2
(2θ) = (2.2−
20) × 10−11
. This value is consistent with previous bounds,
Fig. 4. This means that sterile neutrinos should be produced
resonantly [31–33], which requires the presence of significant
lepton asymmetry in primordial plasma at temperatures few
hundreds MeV. This produces restrictions on parameters of
0.10
Normalizedcountrate
[cts/sec/keV]
Blank sky dataset
-2⋅10
-3
-2⋅10
-3
-1⋅10
-3
-5⋅10
-4
0⋅10
0
5⋅10
-4
1⋅10
-3
2⋅10
-3
2⋅10
-3
2.0 3.0 4.0 5.0 6.0 7.0 8.0
Data-model
[cts/sec/keV]
Energy [keV]
FIG. 3: Blank sky spectrum and residuals.
the νMSM.
The position and flux of the discussed weak line are inevitably
subject to systematical uncertainties. There are two weak in-
strumental lines (K Kα at 3.31 keV and Ca Kα at 3.69 keV),
although formally their centroids are separated by more than
4σ. Additionally, the region below 3 keV is difficult to model
precisely, especially at large exposures, due to the presence of
the absorption edge and galactic emission. However, although
the residuals below 3 keV are similar between the M31 dataset
(Fig. 1) and the blank sky dataset (Fig. 3), the line is not de-
tected in the latter. Although the count rate at these energies
is 4 times larger for M31, the exposure for the blank sky is 16
times larger. This disfavors the interpretation of the line as due
to a wiggle in the effective area. The properties of this line are
consistent (within uncertainties) with the DM interpretation.
To reach a conclusion about its nature, one will need to find
more objects that give a detection or where non-observation of
the line will put tight constraints on its properties. The forth-
coming Astro-H mission [34] has sufficient spectral resolution
to spectrally resolve the line against other nearby features and
5
InteractionstrengthSin
2
(2θ)
Dark matter mass MDM [keV]
10-13
10-12
10-11
10-10
10-9
10-8
10-7
2 5 501 10
DM overproduction
Not enough DM
Tremaine-Gunn/Lyman-α
Excluded by X-ray observations
InteractionstrengthSin
2
(2θ)
Dark matter mass MDM [keV]
10-13
10-12
10-11
10-10
10-9
10-8
10-7
2 5 501 10
DM overproduction
Not enough DM
Tremaine-Gunn/Lyman-α
Excluded by X-ray observations
InteractionstrengthSin
2
(2θ)
Dark matter mass MDM [keV]
10-13
10-12
10-11
10-10
10-9
10-8
10-7
2 5 501 10
DM overproduction
Not enough DM
Tremaine-Gunn/Lyman-α
Excluded by X-ray observations
InteractionstrengthSin
2
(2θ)
Dark matter mass MDM [keV]
10-13
10-12
10-11
10-10
10-9
10-8
10-7
2 5 501 10
DM overproduction
Not enough DM
Tremaine-Gunn/Lyman-α
Excluded by X-ray observations
InteractionstrengthSin
2
(2θ)
Dark matter mass MDM [keV]
10-13
10-12
10-11
10-10
10-9
10-8
10-7
2 5 501 10
DM overproduction
Not enough DM
Tremaine-Gunn/Lyman-α
Excluded by X-ray observations
FIG. 4: Constraints on sterile neutrino DM within νMSM [4]. The
blue point would corresponds to the best-fit value from M31 if the
line comes from DM decay. Thick errorbars are ±1σ limits on the
flux. Thin errorbars correspond to the uncertainty in the DM distri-
bution in the center of M31.
to detect the candidate line in the “strong line” regime [35]. In
particular, Astro-H should be able to resolve the Milky Way
halo’s DM decay signal and therefore all its observations can
be used. Failure to detect such a line will rule out the DM
origin of the Andromeda/Perseus signal presented here.
Acknowledgments. We thank D. Malyshev for collaboration;
A. Neronov for useful critical comments; M. Shaposhnikov
and M. Lovell for reading the manuscript and providing com-
ment. The work of D. I. was supported by part by the the
Program of Cosmic Research of the National Academy of Sci-
ences of Ukraine and the State Programme of Implementation
of Grid Technology in Ukraine.
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[34] T. Takahashi, K. Mitsuda, R. Kelley, H. Aharonian, F. Aarts,
et al., 1210.4378 (2012).
[35] A. Boyarsky, J. W. den Herder, A. Neronov, and O. Ruchayskiy,
Astropart. Phys. 28, 303 (2007).
6
Appendix A: Supplementary material
ObsID Off-axis angle Cleaned exposure FoV [arcmin2
] Fin-Fout
arcmin MOS1/MOS2 [ksec] MOS1/MOS2
1 0305690301 22.80 18.6 / 18.6 473.6 / 574.3 1.266 / 1.340
2 0085590201 25.01 40.1 / 40.5 564.6 / 572.1 1.290 / 1.336
3 0204720101 27.87 14.1 / 14.5 567.7 / 574.5 2.373 / 2.219
4 0673020401 29.48 15.6 / 17.6 479.6 / 574.0 1.318 / 1.331
5 0405410201 29.52 16.1 / 16.6 480.8 / 573.9 1.354 / 1.366
6 0305690101 29.54 25.1 / 25.4 476.0 / 573.5 1.231 / 1.247
7 0405410101 31.17 15.8 / 16.8 481.8 / 572.9 1.235 / 1.195
8 0305720101 31.23 11.5 / 11.8 476.8 / 573.9 1.288 / 1.296
9 0673020301 36.54 13.9 / 15.4 485.4 / 573.8 1.211 / 1.304
10 0305690401 36.75 25.9 / 26.0 479.1 / 573.8 1.158 / 1.156
11 0305720301 41.92 16.7 / 17.5 464.7 / 573.6 1.433 / 1.447
12 0151560101 47.42 23.7 / 23.6 572.1 / 573.6 1.294 / 1.206
13 0673020201 53.31 22.8 / 23.4 479.5 / 573.9 1.262 / 1.228
14 0204720201 54.11 22.4 / 22.9 564.0 / 573.2 1.153 / 1.195
15 0554500801 95.45 15.0 / 15.3 480.8 / 572.7 1.098 / 1.113
16 0306680301 101.88 12.3 / 13.0 468.1 / 574.0 1.177 / 1.089
TABLE II: Parameters of the XMM-Newton spectra of Perseus cluster used in our analysis. The observations are sorted by
off-axis angle from the center of the Perseus cluster. Two observations on-center (ObsIDs 0305780101 and 0085110101)
are not included in the analysis. The difference in FoVs between MOS1 and MOS2 cameras is due to the loss CCD6 in
MOS1 camera. The parameter Fin-Fout (last column) estimates the presence of residual soft protons according to the pro-
cedure of [14] is also shown. Note, however, that for the bright extended sources, such an estimate is not appropriate,
see http://xmm2.esac.esa.int/external/xmm_sw_cal/background/epic_scripts.shtml for details).
p
7
ObsID Off-axis angle Cleaned exposure FoV [arcmin2] Fin-Fout
arcmin MOS1/MOS2 [ksec] MOS1/MOS2
1 0405320501 0.02 12.3/13.6 480.6/573.2 1.132/1.039
2 0405320701 0.02 14.8/14.9 480.7/572.8 1.046/1.057
3 0405320801 0.02 13.1/13.1 488.2/573.0 1.160/1.117
4 0405320901 0.02 15.5/15.6 488.0/574.3 1.099/1.065
5 0505720201 0.02 25.2/26.2 485.6/572.1 1.079/1.057
6 0505720301 0.02 25.4/24.3 486.0/573.9 1.129/1.105
7 0505720401 0.02 19.9/20.2 488.6/573.1 1.113/1.108
8 0505720501 0.02 12.9/13.9 480.3/574.1 1.151/1.064
9 0505720601 0.02 20.2/20.4 488.3/571.4 1.085/1.108
10 0551690201 0.02 20.5/20.3 486.5/574.2 1.099/1.072
11 0551690301 0.02 19.7/19.4 479.3/573.0 1.109/1.117
12 0551690501 0.02 16.9/18.4 486.3/573.2 1.095/1.109
13 0600660201 0.02 17.4/17.5 487.0/572.9 1.080/1.041
14 0600660301 0.02 16.1/16.1 488.6/572.0 1.054/1.041
15 0600660401 0.02 15.0/15.5 479.9/573.1 1.078/1.072
16 0600660501 0.02 13.5/14.3 488.2/573.4 1.079/1.083
17 0600660601 0.02 15.2/15.1 481.8/573.6 1.073/1.041
18 0650560201 0.02 21.0/21.3 488.1/573.3 1.198/1.140
19 0650560301 0.02 26.9/29.0 487.9/572.6 1.082/1.095
20 0650560401 0.02 12.4/13.5 488.0/573.1 1.157/1.069
21 0650560501 0.02 15.8/21.6 487.8/573.4 1.162/1.114
22 0650560601 0.02 20.8/21.5 487.5/572.2 1.085/1.068
23 0674210201 0.02 19.6/19.6 478.6/573.3 1.094/1.083
24 0674210301 0.02 14.9/15.0 488.1/573.6 1.052/1.043
25 0674210401 0.02 17.9/18.1 485.7/572.7 1.071/1.081
26 0674210501 0.02 16.2/16.3 488.8/573.5 1.192/1.139
27 0202230201 1.44 18.3/18.4 567.1/572.8 1.089/1.108
28 0202230401 1.44 17.0/17.1 566.5/573.6 1.118/1.109
29 0202230501 1.44 9.2/9.4 568.1/574.1 1.048/1.129
30 0402560201 23.71 16.0/16.6 478.7/574.0 1.096/1.095
31 0505760201 23.71 35.2/38.6 476.6/571.6 1.065/1.058
32 0511380201 23.71 15.3/15.4 485.0/572.7 1.126/1.047
33 0511380601 23.71 14.8/17.2 485.4/573.1 1.041/1.074
34 0402560901 24.18 42.4/42.9 475.0/572.8 1.118/1.071
35 0672130101 24.24 73.0/78.6 473.1/572.8 1.088/1.064
36 0672130501 24.24 22.7/25.4 477.0/574.8 1.097/1.110
37 0672130601 24.24 67.8/67.3 471.8/571.4 1.115/1.101
38 0672130701 24.24 70.7/74.3 484.8/573.5 1.076/1.052
39 0410582001 26.29 13.2/13.9 485.4/575.0 1.073/1.030
40 0402561001 28.81 48.0/49.4 478.4/572.5 1.084/1.042
41 0402560301 30.34 43.9/45.7 474.6/573.1 1.037/1.027
42 0505760301 39.55 41.0/41.3 485.0/570.8 1.022/1.022
43 0402561101 39.56 44.8/44.8 478.7/571.4 1.121/1.067
44 0404060201 42.94 19.1/19.1 480.7/573.7 0.993/1.045
45 0402561201 47.37 38.1/39.2 478.5/573.3 1.077/1.034
46 0402560501 49.06 48.8/50.6 487.2/572.9 1.102/1.079
47 0511380301 49.06 31.5/31.0 482.0/572.3 1.105/1.082
48 0151580401 50.89 12.3/12.3 567.2/574.1 1.131/1.020
49 0109270301 55.81 25.5/25.0 562.6/571.6 1.110/1.106
TABLE III: Parameters of the XMM-Newton spectra of M31 used in our analysis. The significant difference in FoVs between MOS1 and
MOS2 cameras is due to the loss CCD6 in MOS1 camera. Fin-Fout parameter estimating the presence of residual soft protons according to
procedure of [14] is also shown. First 29 observations are the dataset M31 ON, the remaining 20 – the dataset M31 OFF.

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An unindetified line_in_xray_spectra_of_the_adromeda_galaxy_and_perseus_galaxy_cluster

  • 1. arXiv:1402.4119v1[astro-ph.CO]17Feb2014 An unidentified line in X-ray spectra of the Andromeda galaxy and Perseus galaxy cluster A. Boyarsky1 , O. Ruchayskiy2 , D. Iakubovskyi3,4 and J. Franse1,5 1 Instituut-Lorentz for Theoretical Physics, Universiteit Leiden, Niels Bohrweg 2, Leiden, The Netherlands 2 Ecole Polytechnique F´ed´erale de Lausanne, FSB/ITP/LPPC, BSP, CH-1015, Lausanne, Switzerland 3 Bogolyubov Institute of Theoretical Physics, Metrologichna Str. 14-b, 03680, Kyiv, Ukraine 4 National University “Kyiv-Mohyla Academy”, Skovorody Str. 2, 04070, Kyiv, Ukraine 5 Leiden Observatory, Leiden University, Niels Bohrweg 2, Leiden, The Netherlands We identify a weak line at E ∼ 3.5 keV in X-ray spectra of the Andromeda galaxy and the Perseus galaxy cluster – two dark matter-dominated objects, for which there exist deep exposures with the XMM-Newton X-ray observatory. Such a line was not previously known to be present in the spectra of galaxies or galaxy clusters. Although the line is weak, it has a clear tendency to become stronger towards the centers of the objects; it is stronger for the Perseus cluster than for the Andromeda galaxy and is absent in the spectrum of a very deep “blank sky” dataset. Although for individual objects it is hard to exclude the possibility that the feature is due to an instrumental effect or an atomic line of anomalous brightness, it is consistent with the behavior of a line originating from the decay of dark matter particles. Future detections or non-detections of this line in multiple astrophysical targets may help to reveal its nature. The nature of dark matter (DM) is a question of crucial im- portance for both cosmology and for fundamental physics. As neutrinos – the only known particles that could be dark mat- ter candidates – are known to be too light to be consistent with various observations (see e.g. [1] for a review), it is widely an- ticipated that a new particle should exist to extend the hot Big Bang cosmology paradigm to dark matter. Although many candidates have been put forward by particle physicists (see e.g. [2]), little is known experimentally about the properties of DM particles: their masses, lifetimes, and interaction types remain largely unconstrained. A priori, a given DM candidate can possess a decay channel if its lifetime exceeds the age of the Universe. Therefore, the search for a DM decay signal provides an important test to constrain the properties of DM in a model-independentway. For fermionic particles, one should search above the Tremaine-Gunn limit [3] ( 300 eV). If the mass is below 2mec2 , such a fermion can decay to neutrinos and photons, and we can expect two-body radiative decay with photon energy Eγ = 1 2 mDM. Such particles can be searched for in X-rays (see [4] for review of previous searches). For each particular DM model, the particle’s mass, lifetime and other parameters are related by the requirement to provide the correct DM abundance. For example, for one very interesting DM candidate – the right-handed neutrino – this requirement restricts the mass range to 0.5 − 100 keV [4, 5]. A large part of the available parameter space for sterile neutrinos is fully consistent with all astrophysical and cosmological bounds [6], and it is important to probe it still further. The DM decay line is much narrower than the spectral res- olution of the present day X-ray telescopes and, as previous searches have shown, should be rather weak. The X-ray spec- tra of astrophysical objects are crowded with weak atomic and instrumental lines, not all of which may be known. Therefore, even if the exposure of available observations continues to in- crease, it is hard to exclude an astrophysical or instrumental origin of any weak line found in the spectrum of individual object. However, if the same feature is present in the spectra of a number of different objects, and its surface brightness and relative normalization between objects is consistent with the expected behavior of the DM signal, this can provide much more convincing evidence about its nature. The present paper takes a step in this direction. We present the results of the combined analysis of many XMM-Newton observations of two objects at different redshifts – the Perseus cluster and the Andromeda galaxy (M31) – together with a long exposure “blank sky” dataset. We study the 2.8–8 keV energy band and show that the only significant un-modeled excess that is present in the spectra of both M31 and Perseus is located at ∼ 3.5 keV energy and the line in Perseus is cor- rectly redshifted as compared to Andromeda (at 95% CL). The relative fluxes for the two objects are in agreement with what is known about their DM distributions. We also study sur- face brightness profiles of this line and find them consistent with expectations for a DM decay line. We do not detect such a line in the very deep “blank sky” dataset, which disfavors some of the scenarios for its instrumental origin (e.g. features in the effective area). The upper bound from this dataset is consistent with expectations for a DM signal that would come in this case primarily from the Milky Way halo. However, as the line is weak (∼ 4σ in the combined dataset) and the uncer- tainties in DM distribution are significant, positive detections or strong constraints from more objects are clearly needed in order to determine the nature of this signal.1 Below we summarize the details of our data analysis and then 1 During our work we became aware that a similar analysis has been carried out by different group for a collection of galaxy clusters. When this paper was in preparation, the arXiv preprint [7] by this group appeared, claim- ing a detection of a spectral feature at the same energy from a number of clusters.
  • 2. 2 discuss the results. Data analysis. We use the data obtained with the European Photon Imaging Camera (EPIC) of XMM-Newton (“XMM” in what follows), which consists of two MOS [8] and one PN [9] CCD camera. We start with the basic Observation Data Files and reduce them using the procedures emproc and epproc for the MOS and PN cameras (SAS v.13.0.0 [10]). Raw event lists exhibit significant time variability caused by the soft so- lar protons [11, 12]. To remove the time-variable component we use the 60 s histogram for the whole camera’s energy range and reject the intervals where count rates deviate by more than 1.5σ from the mean value (espfilt procedure from SAS). By this procedure we discard ∼ 40% of total observation time. However, residual soft proton flares can produce weak line- like features in the spectra at positions where the effective area is non-monotonic (see e.g. [13]). To further filter the data, we apply the procedure described in [14], based on the compar- ison of high-energy count rates for “in-FoV” (10-15 arcmin off-center) and out-FoV CCD regions [15]. We selected only observations where the ratio of Fin − Fout < 1.15.2 Combined observation of M31 center. The Andromeda galaxy (M31) has been extensively observed with XMM. In this work we use ∼ 2 Msec of raw exposure observations of M31 within the central 1.5◦ . For the list of individual obser- vations see Table III. The XMM archive contains 35 observations of the center of M31 (offset less than 1.5′ from (RA,DEC) = (00h42m44.3s +41d16m09s)). Of these observations we have selected 29 where residual contamination of the background flares is low (Fin − Fout < 1.15). For the PN camera only 8 observa- tions had passed this criterion. We have chosen to keep only the 26 MOS1 observations taken after the CCD6 was dam- aged [17, 18]. In what follows we work with 26 MOS1 + 29 MOS2 observations combined. We co-add channel-by-channel all PHA files for all cen- tral observations of M31, using the addspec routine from FTOOLS [19]. It also produces ARF- and exposure-weighted response files .rsp – the product of .rmf and .arf files of each observation. Finally, we bin the resulting spectra by 60 eV (4 MOS PI channels). This bin size is a factor ∼ 2 smaller than the spectral resolution of the XMM at these ener- gies, which makes the bins roughly statistically independent. Background modeling. We model the contribution of the instrumental (particle induced) background by a combina- tion of an unfolded power law (described in xspec11 by powerlaw/b) plus a number of narrow gaussian lines 2 Ref. [14] argued that Fin − Fout < 1.3 is a sufficient criterion for flare removal. We find that a stricter criterion is needed to reduce artificial line- like residuals due to small wiggles in the effective area [13, 16]. at the positions of instrumental K-α lines (Cr, Mn, K, Fe, Ni, Ca, Cu) and Fe Kβ. The astrophysical component is modeled by a powerlaw and lines around 2.4 keV and 3.0 keV (Ar and S line complexes). We restrict our modeling to the energy interval 2–8 keV, see Fig. 1. Result. The resulting spectrum shows a group of positive residuals around 3.5 keV (Fig. 1). Adding a thin Gaussian line at that energy reduces the total χ2 by ∼ 13, see Table I (more than 3σ significance for extra 2 degrees of freedom). Exam- ination of MOS1 and MOS2 observations individually shows that the line is present in both cameras with comparable flux. M31 off-center observations. Next we select off-center ob- servations of M31 that pass the criterion Fin − Fout < 1.15 and whose centers are located within 23.7′ − 55.8′ from the center of M31 (20 observations for both MOS1 and MOS2). The background was modeled as in the on-center case. None of the cameras have any detectable residual in the energy range 3.53 ± 0.03 keV. The 2σ upper bound on the flux is given in Table I. Perseus cluster. If the candidate weak signal is of astrophys- ical (rather than instrumental) origin, we should be able to detect its redshift. To this end we have chosen the nearby Perseus cluster (Abell 426). At its redshift, z = 0.0179, the line’s centroid would be shifted by 63 eV. As the position of the line is determined with about 30 eV precision, one can expect to resolve the line’s shift with about 2σ significance. We have taken 16 observations with the MOS1 and MOS2 cameras of the Perseus cluster (excluding two observations on-center; see Table II) and processed them in the same way as for M31. The flare removal procedure left 215 ksec of PN camera’s exposure, therefore we also used the PN observa- tions for Perseus. Background modeling. The resulting spectra were then added together and fitted to the combination of vmekal (with free abundances for Fe, Ni, Ar, Ca and S) plus (extra- galactic) powerlaw. The unfolded background component powerlaw/b plus the several most prominent instrumental lines were added to the model (similar to the M31 case). Results. The fit shows significant positive residuals at en- ergies around 3.47 keV (in the detector frame). Adding a zgauss model with the redshift of the cluster improves the fit by ∆χ2 = 9.1 (for 2 degrees of freedom: position and nor- malization). The line’s position is fully consistent with that of M31 (Table I). If we fix the position of the line to that of M31 and allow the redshift to vary, z = 0 provides a worse fit by ∆χ2 = 3.6 and its best-fit value is close to z = 0.0179. Blank-sky dataset. To further study the origin of the new line we combine XMM-Newton blank-sky observations from [20, 21] with observations of the Lockman Hole. The data were reduced similarly to the other datasets. After filtering of soft proton flares we obtained 382 MOS observations. A dataset
  • 3. 3 Dataset Exposure χ2 /d.o.f. Line position Flux ∆χ2 [ksec] [keV] 10−6 cts/sec/cm2 M31 ON-CENTER 978.9 97.8/74 3.53 ± 0.025 4.9+1.6 −1.3 13.0 M31 OFF-CENTER 1472.8 107.8/75 3.53 ± 0.03 < 1.8 (2σ) . . . PERSEUS CLUSTER (MOS) 528.5 72.7/68 3.50+0.044 −0.036 7.0+2.6 −2.6 9.1 PERSEUS CLUSTER (PN) 215.5 62.6/62 3.46 ± 0.04 9.2+3.1 −3.1 8.0 PERSEUS (MOS) 1507.4 191.5/142 3.518+0.019 −0.022 8.6+2.2 −2.3 (Perseus) 25.9 + M31 ON-CENTER 4.6+1.4 −1.4 (M31) (3 dof) BLANK-SKY 15700.2 33.1/33 3.53 ± 0.03 < 0.7 (2σ) . . . TABLE I: Basic properties of combined observations used in this paper. Second column denotes the sum of exposures of individual observa- tions. The last column shows change in ∆χ2 when 2 extra d.o.f. (position and flux of the line) are added. The energies for Perseus are quoted in the rest frame of the object. 0.01 0.10 1.00 10.00 Normalizedcountrate [cts/sec/keV] M31 ON-center -6⋅10-3 -4⋅10-3 -2⋅10-3 0⋅100 2⋅10-3 4⋅10-3 6⋅10-3 8⋅10-3 1⋅10-2 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 Data-model [cts/sec/keV] Energy [keV] No line at 3.5 keV 0.22 0.24 0.26 0.28 0.30 0.32 0.34 0.36 Normalizedcountrate [cts/sec/keV] M31 ON-center No line at 3.5 keV -4⋅10-3 -2⋅10-3 0⋅100 2⋅10-3 4⋅10-3 6⋅10-3 8⋅10-3 1⋅10-2 3.0 3.2 3.4 3.6 3.8 4.0 Data-model [cts/sec/keV] Energy [keV] No line at 3.5 keV Line at 3.5 keV FIG. 1: Left: Folded count rate (top) and residuals (bottom) for the MOS spectrum of the central region of M31. Statistical Y-errorbars on the top plot are smaller than the point size. The line around 3.5 keV is not added, hence the group of positive residuals. Right: zoom onto the line region. with such a large exposure requires special analysis (as de- scribed in [16]). This analysis did not reveal any line-like residuals in the range 3.45−3.58 keV with the 2σ upper bound on the flux being 7 × 10−7 cts/cm2 /sec. The closest detected line-like feature (∆χ2 = 4.5) is at 3.67+0.10 −0.05 keV, consistent with the instrumental Ca Kα line.3 Combined fit of M31 + Perseus. Finally, we have performed a simultaneous fit of the on-center M31 and Perseus datasets (MOS), keeping common position of the line (in the rest- frame) and allowing the line normalizations to be different. The line improves the fit by ∆χ2 = 25.9 (Table I), which constitutes a 4.4σ significant detection for 3 d.o.f. Results and discussion. We identified a spectral feature at E = 3.518+0.019 −0.022 keV in the combined dataset of M31 and Perseus that has a statistical significance 4.4σ and does not coincide with any known line. Next we compare its properties with the expected behavior of a DM decay line. 3 Previously this line has only been observed in the PN camera [9]. The observed brightness of a decaying DM line should be pro- portional to the dark matter column density SDM = ρDMdℓ – integral along the line of sight of the DM density distribution: FDM ≈ 2.0 × 10−6 cts cm2 · sec Ωfov 500 arcmin2 × (1) SDM 500 M /pc2 1029 s τDM keV mDM . M31 and Perseus brightness profiles. Using the line flux of the center of M31 and the upper limit from the off-center observations we constrain the spatial profile of the line. The DM distribution in M31 has been extensively studied (see an overview in [13]). We take NFW profiles for M31 with con- centrations c = 11.7 (solid line, [22]) and c = 19 (dash-dotted line). For each concentration we adjust the normalization so that it passes through first data point (Fig. 2). The c = 19 profile was chosen to intersect the upper limit, illustrating that the obtained line fluxes of M31 are fully consistent with the density profile of M31 (see e.g. [22, 24, 25] for a c = 19 − 22 model of M31).
  • 4. 4 0 2 4 6 8 10 0 0.2 0.4 0.6 0.8 1 Fluxx106 [cts/cm2 /sec] Radius [deg] M31 surface brightness profile on-center off-center upper limit NFW, c = 11.7 NFW, c = 19 0 5 10 15 20 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 2 Fluxx106 [cts/cm2 /sec] Radius [deg] Perseus cluster surface brigtness profile R200 NFW DM line, rs = 360 kpc NFW DM line, rs = 872 kpc β-model, β = 0.71, rc = 287 kpc FIG. 2: The line’s brightness profile in M31 (left) and the Perseus cluster (right). An NFW DM distribution is assumed, the scale rs is fixed to its best-fit values from [22] (M31) or [23] (Perseus) and the overall normalization is adjusted to pass through the left-most point. For the Perseus cluster the observations can be grouped in 3 radial bins by their off-center angle. For each bin we fix the line position to its average value across Perseus (3.47 ± 0.07 keV). The obtained line fluxes together with 1σ errors are shown in Fig. 2. For comparison, we draw the expected line distribution from dark matter decay using the NFW pro- file of [23] (best fit value rs = 360 kpc, black solid line; 1σ upper bound rs = 872 kpc, black dashed line). The isother- mal β-profile from [26] is shown in magenta. The surface brightness profile follows the expected DM decay line’s dis- tribution in Perseus. Finally, we compare the predictions for the DM lifetime from the two objects. The estimates of the average column den- sity within the central part of M31 give S(rs) ∼ 200 − 600 M⊙/pc2 [13]. The column density of clusters follows from the c − M relation [27–29]. Considering the uncer- tainty on the profile and that our observations of Perseus go beyond rs, the average column density in the region of interest is within ¯S ∼ 100 − 600 M⊙/pc2 . Therefore the signal from Perseus can be both stronger and weaker than that of M31, by 0.2 − 3.0. This is consistent with the ratio of measured flux from Perseus to M31 0.7 − 2.7. If DM is made of right-handed (sterile) neutrinos [30], the lifetime is related to its interaction strength (mixing angle): τDM = 1024π4 9αG2 F sin2 (2θ)m5 DM 7.2 × 1029 sec 10−8 sin2 (2θ) 1 keV mDM 5 . Using the data from M31 we obtain the mass mDM = 7.06 ± 0.05 keV and the mixing angle in the range sin2 (2θ) = (2.2− 20) × 10−11 . This value is consistent with previous bounds, Fig. 4. This means that sterile neutrinos should be produced resonantly [31–33], which requires the presence of significant lepton asymmetry in primordial plasma at temperatures few hundreds MeV. This produces restrictions on parameters of 0.10 Normalizedcountrate [cts/sec/keV] Blank sky dataset -2⋅10 -3 -2⋅10 -3 -1⋅10 -3 -5⋅10 -4 0⋅10 0 5⋅10 -4 1⋅10 -3 2⋅10 -3 2⋅10 -3 2.0 3.0 4.0 5.0 6.0 7.0 8.0 Data-model [cts/sec/keV] Energy [keV] FIG. 3: Blank sky spectrum and residuals. the νMSM. The position and flux of the discussed weak line are inevitably subject to systematical uncertainties. There are two weak in- strumental lines (K Kα at 3.31 keV and Ca Kα at 3.69 keV), although formally their centroids are separated by more than 4σ. Additionally, the region below 3 keV is difficult to model precisely, especially at large exposures, due to the presence of the absorption edge and galactic emission. However, although the residuals below 3 keV are similar between the M31 dataset (Fig. 1) and the blank sky dataset (Fig. 3), the line is not de- tected in the latter. Although the count rate at these energies is 4 times larger for M31, the exposure for the blank sky is 16 times larger. This disfavors the interpretation of the line as due to a wiggle in the effective area. The properties of this line are consistent (within uncertainties) with the DM interpretation. To reach a conclusion about its nature, one will need to find more objects that give a detection or where non-observation of the line will put tight constraints on its properties. The forth- coming Astro-H mission [34] has sufficient spectral resolution to spectrally resolve the line against other nearby features and
  • 5. 5 InteractionstrengthSin 2 (2θ) Dark matter mass MDM [keV] 10-13 10-12 10-11 10-10 10-9 10-8 10-7 2 5 501 10 DM overproduction Not enough DM Tremaine-Gunn/Lyman-α Excluded by X-ray observations InteractionstrengthSin 2 (2θ) Dark matter mass MDM [keV] 10-13 10-12 10-11 10-10 10-9 10-8 10-7 2 5 501 10 DM overproduction Not enough DM Tremaine-Gunn/Lyman-α Excluded by X-ray observations InteractionstrengthSin 2 (2θ) Dark matter mass MDM [keV] 10-13 10-12 10-11 10-10 10-9 10-8 10-7 2 5 501 10 DM overproduction Not enough DM Tremaine-Gunn/Lyman-α Excluded by X-ray observations InteractionstrengthSin 2 (2θ) Dark matter mass MDM [keV] 10-13 10-12 10-11 10-10 10-9 10-8 10-7 2 5 501 10 DM overproduction Not enough DM Tremaine-Gunn/Lyman-α Excluded by X-ray observations InteractionstrengthSin 2 (2θ) Dark matter mass MDM [keV] 10-13 10-12 10-11 10-10 10-9 10-8 10-7 2 5 501 10 DM overproduction Not enough DM Tremaine-Gunn/Lyman-α Excluded by X-ray observations FIG. 4: Constraints on sterile neutrino DM within νMSM [4]. 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Thilker, A&A 511, A89 (2010). [23] A. Simionescu, S. W. Allen, A. Mantz, N. Werner, Y. Takei, R. G. Morris, A. C. Fabian, J. S. Sanders, P. E. J. Nulsen, M. R. George, et al., Science 331, 1576 (2011). [24] L. Chemin, C. Carignan, and T. Foster, Astrophys. J. 705, 1395 (2009). [25] M. A. Sanchez-Conde, M. Cannoni, F. Zandanel, M. E. Gomez, and F. Prada, JCAP 1112, 011 (2011). [26] O. Urban, A. Simionescu, N. Werner, S. Allen, S. Ehlert, et al., MNRAS 437, 3939 (2014). [27] A. Boyarsky, A. Neronov, O. Ruchayskiy, and I. Tkachev, Phys. Rev. Lett. 104, 191301 (2010). [28] L. J. King and J. M. G. Mead, MNRAS 416, 2539 (2011). [29] R. Mandelbaum, U. Seljak, and C. M. Hirata, JCAP 0808, 006 (2008). [30] S. Dodelson and L. M. Widrow, Phys. Rev. Lett. 72, 17 (1994). [31] X.-d. Shi and G. M. Fuller, Phys. Rev. Lett. 82, 2832 (1999). [32] M. Shaposhnikov, JHEP 08, 008 (2008). [33] M. Laine and M. Shaposhnikov, JCAP 6, 31 (2008). [34] T. Takahashi, K. Mitsuda, R. Kelley, H. Aharonian, F. 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  • 6. 6 Appendix A: Supplementary material ObsID Off-axis angle Cleaned exposure FoV [arcmin2 ] Fin-Fout arcmin MOS1/MOS2 [ksec] MOS1/MOS2 1 0305690301 22.80 18.6 / 18.6 473.6 / 574.3 1.266 / 1.340 2 0085590201 25.01 40.1 / 40.5 564.6 / 572.1 1.290 / 1.336 3 0204720101 27.87 14.1 / 14.5 567.7 / 574.5 2.373 / 2.219 4 0673020401 29.48 15.6 / 17.6 479.6 / 574.0 1.318 / 1.331 5 0405410201 29.52 16.1 / 16.6 480.8 / 573.9 1.354 / 1.366 6 0305690101 29.54 25.1 / 25.4 476.0 / 573.5 1.231 / 1.247 7 0405410101 31.17 15.8 / 16.8 481.8 / 572.9 1.235 / 1.195 8 0305720101 31.23 11.5 / 11.8 476.8 / 573.9 1.288 / 1.296 9 0673020301 36.54 13.9 / 15.4 485.4 / 573.8 1.211 / 1.304 10 0305690401 36.75 25.9 / 26.0 479.1 / 573.8 1.158 / 1.156 11 0305720301 41.92 16.7 / 17.5 464.7 / 573.6 1.433 / 1.447 12 0151560101 47.42 23.7 / 23.6 572.1 / 573.6 1.294 / 1.206 13 0673020201 53.31 22.8 / 23.4 479.5 / 573.9 1.262 / 1.228 14 0204720201 54.11 22.4 / 22.9 564.0 / 573.2 1.153 / 1.195 15 0554500801 95.45 15.0 / 15.3 480.8 / 572.7 1.098 / 1.113 16 0306680301 101.88 12.3 / 13.0 468.1 / 574.0 1.177 / 1.089 TABLE II: Parameters of the XMM-Newton spectra of Perseus cluster used in our analysis. The observations are sorted by off-axis angle from the center of the Perseus cluster. Two observations on-center (ObsIDs 0305780101 and 0085110101) are not included in the analysis. The difference in FoVs between MOS1 and MOS2 cameras is due to the loss CCD6 in MOS1 camera. The parameter Fin-Fout (last column) estimates the presence of residual soft protons according to the pro- cedure of [14] is also shown. Note, however, that for the bright extended sources, such an estimate is not appropriate, see http://xmm2.esac.esa.int/external/xmm_sw_cal/background/epic_scripts.shtml for details). p
  • 7. 7 ObsID Off-axis angle Cleaned exposure FoV [arcmin2] Fin-Fout arcmin MOS1/MOS2 [ksec] MOS1/MOS2 1 0405320501 0.02 12.3/13.6 480.6/573.2 1.132/1.039 2 0405320701 0.02 14.8/14.9 480.7/572.8 1.046/1.057 3 0405320801 0.02 13.1/13.1 488.2/573.0 1.160/1.117 4 0405320901 0.02 15.5/15.6 488.0/574.3 1.099/1.065 5 0505720201 0.02 25.2/26.2 485.6/572.1 1.079/1.057 6 0505720301 0.02 25.4/24.3 486.0/573.9 1.129/1.105 7 0505720401 0.02 19.9/20.2 488.6/573.1 1.113/1.108 8 0505720501 0.02 12.9/13.9 480.3/574.1 1.151/1.064 9 0505720601 0.02 20.2/20.4 488.3/571.4 1.085/1.108 10 0551690201 0.02 20.5/20.3 486.5/574.2 1.099/1.072 11 0551690301 0.02 19.7/19.4 479.3/573.0 1.109/1.117 12 0551690501 0.02 16.9/18.4 486.3/573.2 1.095/1.109 13 0600660201 0.02 17.4/17.5 487.0/572.9 1.080/1.041 14 0600660301 0.02 16.1/16.1 488.6/572.0 1.054/1.041 15 0600660401 0.02 15.0/15.5 479.9/573.1 1.078/1.072 16 0600660501 0.02 13.5/14.3 488.2/573.4 1.079/1.083 17 0600660601 0.02 15.2/15.1 481.8/573.6 1.073/1.041 18 0650560201 0.02 21.0/21.3 488.1/573.3 1.198/1.140 19 0650560301 0.02 26.9/29.0 487.9/572.6 1.082/1.095 20 0650560401 0.02 12.4/13.5 488.0/573.1 1.157/1.069 21 0650560501 0.02 15.8/21.6 487.8/573.4 1.162/1.114 22 0650560601 0.02 20.8/21.5 487.5/572.2 1.085/1.068 23 0674210201 0.02 19.6/19.6 478.6/573.3 1.094/1.083 24 0674210301 0.02 14.9/15.0 488.1/573.6 1.052/1.043 25 0674210401 0.02 17.9/18.1 485.7/572.7 1.071/1.081 26 0674210501 0.02 16.2/16.3 488.8/573.5 1.192/1.139 27 0202230201 1.44 18.3/18.4 567.1/572.8 1.089/1.108 28 0202230401 1.44 17.0/17.1 566.5/573.6 1.118/1.109 29 0202230501 1.44 9.2/9.4 568.1/574.1 1.048/1.129 30 0402560201 23.71 16.0/16.6 478.7/574.0 1.096/1.095 31 0505760201 23.71 35.2/38.6 476.6/571.6 1.065/1.058 32 0511380201 23.71 15.3/15.4 485.0/572.7 1.126/1.047 33 0511380601 23.71 14.8/17.2 485.4/573.1 1.041/1.074 34 0402560901 24.18 42.4/42.9 475.0/572.8 1.118/1.071 35 0672130101 24.24 73.0/78.6 473.1/572.8 1.088/1.064 36 0672130501 24.24 22.7/25.4 477.0/574.8 1.097/1.110 37 0672130601 24.24 67.8/67.3 471.8/571.4 1.115/1.101 38 0672130701 24.24 70.7/74.3 484.8/573.5 1.076/1.052 39 0410582001 26.29 13.2/13.9 485.4/575.0 1.073/1.030 40 0402561001 28.81 48.0/49.4 478.4/572.5 1.084/1.042 41 0402560301 30.34 43.9/45.7 474.6/573.1 1.037/1.027 42 0505760301 39.55 41.0/41.3 485.0/570.8 1.022/1.022 43 0402561101 39.56 44.8/44.8 478.7/571.4 1.121/1.067 44 0404060201 42.94 19.1/19.1 480.7/573.7 0.993/1.045 45 0402561201 47.37 38.1/39.2 478.5/573.3 1.077/1.034 46 0402560501 49.06 48.8/50.6 487.2/572.9 1.102/1.079 47 0511380301 49.06 31.5/31.0 482.0/572.3 1.105/1.082 48 0151580401 50.89 12.3/12.3 567.2/574.1 1.131/1.020 49 0109270301 55.81 25.5/25.0 562.6/571.6 1.110/1.106 TABLE III: Parameters of the XMM-Newton spectra of M31 used in our analysis. The significant difference in FoVs between MOS1 and MOS2 cameras is due to the loss CCD6 in MOS1 camera. Fin-Fout parameter estimating the presence of residual soft protons according to procedure of [14] is also shown. First 29 observations are the dataset M31 ON, the remaining 20 – the dataset M31 OFF.