Indirect dark matter searches with neutrinos from the Galactic Centre region with the ANTARES and KM3NeT telescopes
Sara Rebecca Gozzini
on behalf of the ANTARES and KM3NeT Collaborations Instituto de F´ısica Corpuscular (IFIC), University of Valencia and CSIC
May 17, 2021
Theory (1) - WIMPs
Hints of the existence of dark matter are, as of today, only of macroscopic nature: based on cosmology and gravitation.
It comes natural to theorise a dark matterparticlecandidate. For instance WIMPs.
WIMP miracle: interaction strength is of the same size as the known weak interaction.
Universality: despite numerous models with differences in the details of the interaction. → It is possible to predict fluxes of SM products from WIMPs decay or pair-annihilation.
J
EARTH
astrophysics measurement n dN / dE
particle physics
Theory (2) - Process
The process that we would like to observe is a pair annihilation of WIMPs producing final fluxes of high-energy ν (directly or through an intermediate channel, still inside the source)
WIMP
WIMP
SM
SM
Measurement = number of outcoming events →translates into number of processes.
The probability for oneprocess to happen is ∝velocity of projectile ×σ.
Generally: rate outcoming particles∝velocity incident particle×σ ×number of targets WIMPs are cold, non-relativistic →vc, we cannot extract c, we only know a velocity distribution ⇒ measurement (limit) ofvelocity-averaged cross-section hσvi.
Theory (3) - Which measurement?
We measure (limit) the v-averaged cross-section through the numberof ν-induced events
n u m b e r o f e v e n t s
WIMP
WIMP
__
n t = 1
2hσvi
Z MWIMP 0
dN dEdE 1
4πJ 1
MWIMP2 A(MWIMP)
The detector acceptance is described through the effective area (geometry, efficiency, analysis cuts) modulated by the energy distribution of the single WIMP WIMP collision.
: PPPC4 [hep-ph: 1012.4515]provides the energy distribution per collision dNdE
: We sit inside the source. The J-factor (here obtained using[https://clumpy.gitlab.io/CLUMPY]) provides number of WIMPs in a cone around the source identified by our detector’s FoV.
We can test different dark matter halo profiles: NFW, Burkert, MacMillan, Einasto.
Instrument (1) ANTARES
In continuous, smooth operation for more than 13 years with very little off-duty time.
Layout: 40 km offshore Toulon, 12 lines, 885 PMTs, 2500 m depth. Designed forν astronomy, pointing accuracy from ∼1◦ to 0.3◦ for the energy range of DM analyses [50 GeV - 100 TeV].
Instrument (2) The multi-site KM3NeT infrastructure
ORCA
ARCA
In modular construction!
ORCA: 1 dense block (8 Mton, 115 lines) for measuring atmospheric ν properties with high statistics. As of today: 6 lines, some in operation for more than 1 year ARCA: 2 very-large volume blocks (1 Gton, 230 lines) to catch astrophysical fluxes. As of today: 6 lines
GC
Good visibility of the Southern sky for upgoing events from Mediterranean Sea, including best dark matter source: the centre of the Milky Way - close source→ high J-factor
Sea water has good optical properties for excellent pointing accuracy (low scattering)
ANTARES latest data set
January 2007 to February 2020 (3845 days). ANTARES sees two topologies of events:
track-like, coming from CC interaction of νµ
shower-like, coming from NC interaction ofν or CC interaction of νe,ντ
All events are selected as upgoing (through the Earth, good atmospheric muon suppression).
Events are classified as track- or shower candidates through geometry parameters together with the likelihood of their reconstruction fit.
11174 events reconstructed as tracks: good angular resolution
225 events reconstructed asshowers: vertex confinement, spherical topology
Extra selection based on energy proxy NHIT is applied to exploit the spectral shape of channels like WIMP WIMP→νν where events pile up at high energy.
Analysis logics
The search for a signal of dark-matter induced neutrinos is conducted with a hypothesis test:
H0 only background of atmospheric neutrinos is contained in the sample H1 signal ofn events from the GC region is due to dark matter annihilations
background distributions are obtained from blind data
signal is reproduced with simulated data, space-distributed as the DM halo profile and energy-weighted according to 5 channels
1 WIMP WIMP→τ+τ−
2 WIMP WIMP→µ+µ−
3 WIMP WIMP→W+W−
4 WIMP WIMP→bb
5 WIMP WIMP→νν
Dark matter signal at ANTARES
The signal is reproduced weighting simulated events with PPPC4 tracks×dNdE|final−state−νµ×oscillations
showers×hdNdE|final−state−νe/ντ
i×oscillations
e e
GC
detector
102 103 Eν [ GeV ]104 5
− 10 4 10−
3
− 10 2
− 10 1
− 10 1 ]-1 [ GeVν/dEνdN
pre oscillations all flavour νµ final state
νe final state
ντ final state channel - W + from W
102 103 Eν [ GeV ]104
5 10−
4
− 10 3 10−
2
− 10 1
− 10-1 ] [ GeV/dEdNνν
pre oscillations all flavour νµ final state νe final state ντ final state channel τ- τ+ from
102 103 Eν [ GeV ]104 8
− 10 7 10−
6
− 10 5
− 10 4 10−
3
− 10 2 10−
1 10− 1 ]-1 [ GeVν/dEνdN
pre oscillations all flavour µ final state ν
νe final state τ final state ν
channel b from b
102 103 Eν [ GeV ]104
5
− 10 4
− 10 3 10−
2 10− ]-1 [ GeVν/dEνdN
pre oscillations all flavour νµ final state νe final state ντ final state channel µ- µ+ from
102 103 Eν [ GeV ]104
7
− 10 6
− 10 5
− 10 4 10−
3 10−
2 10−
1
− 10 -1 ] [ GeV/dEdNνν1
pre oscillations all flavour µ final state ν
νe final state τ final state ν channel νµ νµ from
source
102 103 Eν [ GeV ]104 5
− 10 4 10−
3
− 10 2
− 10 1
− 10 1 ]-1 [ GeVν/dEνdN
post oscillations all flavour
νµ final state νe final state ντ final state
channel - W + from W
102 103 Eν [ GeV ]104
5 10−
4
− 10 3 10−
2
− 10 1
− 10-1 ] [ GeV/dEdNνν
post oscillations all flavour
µ final state ν
νe final state τ final state ν
channel τ- τ+ from
102 103 Eν [ GeV ]104 8
− 10 7 10−
6
− 10 5
− 10 4 10−
3
− 10 2 10−
1 10− 1 ]-1 [ GeVν/dEνdN
post oscillations all flavour
νµ final state νe final state ντ final state
channel b from b
102 103 Eν [ GeV ]104
5
− 10 4 10−
3
− 10 2 10−
1
− 10-1 ] [ GeV/dEdNνν
post oscillations all flavour
νµ final state νe final state ντ final state
channel µ- µ+ from
102 103 Eν [ GeV ]104
5 10−
4
− 10 3 10−
2
− 10 1 10− ]-1 [ GeVν/dEνdN
post oscillations all flavour
νµ final state
νe final state
ντ final state
channel νµ νµ from
detector
Detector acceptance to dark matter events
Cuts are optimised for best sensitivity. Folding in the corresponding spectra, this results in the acceptance below. The ratio of tracks (showers) to total is later used to simulate the correct fraction for each topology, mass and channel considered.
102 103 104 MDM / GeV 105
8 10−
7 10−
6 10−
5 10−
4 10−
−3 10
2 10−
1 10− 2Integrated acceptance / m
Graph
tracks τ- τ+
showers τ- τ+
tracks νµ νµ
showers νµ νµ
tracks b b
showers b b
A= Z
AEFF(E)dN dEdE
A N T A R E S P R E L I M I N A R Y
Analysis method for hypothesis test
Unbinned maximum likelihood is used to obtain the most likely number of signal events n∗s L=
nTOT
Y
i
[ns ·Ps(angle,NHIT, β) +nb·Pb(angle,NHIT, β)]
: Signal tracks BG tracks : Signal showers BG showers
TS = log
L(n∗s) LBG
All-flavour cross-section sensitivities
102 103 104 105
/ GeV MWIMP 25
10− 24
10−
−23
10
−22
10
21
10−
−20
10
-1 s3 v > / cmσ<
Ann. channels µ-
µ+
τ-
τ+
b b -
+ W W
(all fl.) ν ν
Solid: sensitivities 2007-20 all flavour - dashed: limits 2007-17 [Phys. Lett. B 805, 2020]
A N T A R E S P R E L I M I N A R Y
ntr+sh=
ntrνe +ntrνµ+ntrντ +nνshe +nshνµ+nshντ = Atrνe ·Φtrνe +Atrνµ·Φtrνµ+Atrντ ·Φtrντ+ Ashνe ·Φshνe +Ashνµ·Φshνµ+Ashντ ·Φshντ =?
Φ1f hAtrνe +Atrνµ+Atrντ +Ashνe +Ashνµ+Ashντi= Φ1f ·Atr+shtot
Follow-up: KM3NeT
The potential of KM3NeT looking for dark matter was estimated for the Sun (ORCA) where low energies are favoured, and for the Galactic Centre (ARCA) that gains from high energies.
ANTARES 11 years NFW KM3NeT ARCA 230 lines 1 year NFW HESS 10 years GC survey Einasto VERITAS Dwarf Spheroidals NFW Fermi+MAGIC Dwarf Spheroidals NFW IceCube IC86 WIMP GC NFW
1.5 2.0 2.5 3.0 3.5 4.0 4.5 5.0
10-27 10-26 10-25 10-24 10-23 10-22 10-21
LogMWIMP[GeV/c2]
〈σv〉[cm3s-1]
Galactic Centre Sun, spin-dependent Sun, spin-independent
ANTARESandARCA ORCA ORCA
As of today, 6 lines of ORCA are recording data (some for ∼1 year), and 6 lines of ARCA are in operation. Search for DM in first KM3NeT data begins.
Summary of results
ANTARES has extended their analysis of dark matter from the Galactic Centre using all-flavour data and data set extended from 2007 - Dec. 17 → 2007 - Feb. 2020.
The first KM3NeT data is soon ready to be analysed. 6 detection lines both for ORCA and ARCA will serve as a first testbench of dark-matter sensitivities
Next future
New technique (machine-based pattern recognition algorithms, such as anomaly detection) are being studied to disentangle DM signals
Joint dark matter search with combined ν and γ is being developed