indirect dark matter search with antideuterons: progress and future prospects for general...

45
Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics Laboratory The General Antiparticle Spectrometer (GAPS) is a novel approach for indirect dark matter (DM) searches that exploits the antideuterons produced in neutralino-neutralino annihilations. GAPS complements existing and planned direct DM searches as well as other indirect techniques, probing a different, and often unique, region of parameter space in a variety of proposed DM models. The GAPS method involves capturing antiparticles into a target material with the subsequent formation of exotic atoms. These exotic atoms decay with the emission of X-rays of precisely defined energy and a correlated pion signature from nuclear annihilation. This signature uniquely characterizes the captured antiparticle. I will report on a GAPS prototype tested in an antiproton beam at the KEK accelerator in Japan that confirms the multi-X-ray/pion topology. I will also outline the steps that are being taken to develop GAPS for a long duration balloon experiment.

Upload: sharlene-ray

Post on 14-Jan-2016

215 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle

Spectrometer (GAPS)

Haitao YuColumbia Astrophysics Laboratory

The General Antiparticle Spectrometer (GAPS) is a novel approach for indirect dark matter (DM) searches that exploits the antideuterons produced in neutralino-neutralino annihilations.  GAPS complements existing and planned direct DM searches as well as other indirect techniques, probing a different, and often unique, region of parameter space in a variety of proposed DM models.  The GAPS method involves capturing antiparticles into a target material with the subsequent formation of exotic atoms.  These exotic atoms decay with the emission of X-rays of precisely defined energy and a correlated pion signature from nuclear annihilation.  This signature uniquely characterizes the captured antiparticle.  I will report on a GAPS prototype tested in an antiproton beam at the KEK accelerator in Japan that confirms the multi-X-ray/pion topology.  I will also outline the steps that are being taken to develop GAPS for a long duration balloon experiment.

Page 2: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

Accelerator testing of the general antiparticle spectrometer; a novel approach to indirect dark matter detection

T Aramaki, C J Hailey, J Jou, J E Koglin, H T YuColumbia Astrophysics Laboratory

W W Craig, L Fabris, N Madden, K P ZiockLawrence Livermore National Laboratory

F GahbauerUniversity of Latvia/Columbia U.

K MoriCITA/Toronto

• Recently Joined:•T Yoshida and H Fuke of BESS collaboration•S Boggs of UC Berkeley•D Protic of Institut fur Kernphysik, Germany•Rene Ong of UCLA

Online at stacks.iop.org/JCAP/2006/i=01/a=007

Page 3: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

Outline

• Cosmology Overview– Why AntiDeuteron? Why lowest energy is preferred?

• GAPS Detection Concept– Atomic Physics of exotic atoms; what can the X-rays tell us?

• GAPS Prototype Experiment– Testing the GAPS concept on a beamline with antiprotons

• Data Analysis and Results– Picking out a needle from the bottom of sea

• Future Works

Page 4: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

Cosmology Overview

NASA, WMAP

Page 5: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

The composition of the universe is known in detail…

• Except we don’t know what “Dark Matter” is

• However, we know– It is neutral (“Dark”)– It is Weakly Interacting– It is composed of Massive

Particles (WIMPs)*– The particles are non-

relativistic (CDM, or Cold Dark Matter)

Page 6: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

The Most promising DM candidates includes:

• Neutralino, the Lightest SuperSymmetric Partner in most SUSY theories;• Kaluza-Klein States predicted in 5-dimensional theory, which are

motivated by string theory• And many other particles, e.g. axion• The neutralino is a Majorana particle

It will annihilate with itself

HadronizationMonte Carlo

_p

_n

X

Dark MatterModel

q,h,W…

CoalescenceModel

_D

• Pair annihilating WIMPS produce: , , e+…

• Donato et al. (2000) suggest antideuteron signal

_p…

_D…

Page 7: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

Why an antideuteron search for dark matter?• Growing number of papers in past six years suggesting antideuterons can probe

very significant volume of parameter space in many SUSY and other DM models. For example:– Edsjo, Schelke and Ullio (2004) – antideuterons are the best means to find the

neutralino and constrain mSUGRA– Baer and Profumo (2005) – antideuterons best means to search for UED Kaluza-

Klein particles– Baer et.al. (2006) – balloon-borne antideuteron search sensitive to DM from

reduced SU(3) gaugino mass models– Barrau & Ponthieu (2004) – antideuterons from primordial black holes provide limit

on gravitino mass

• Antideuteron coverage of parameter space is complementary with other approaches such as direct searches, gamma-rays (including positron annihilation), neutrinos & antiprotons

• Avoids well-known limitations of antiproton searches• There are lots of direct searches and no antideuteron searches!• Maybe you don’t find Dark Matter

…but discover something unexpected!!!

Page 8: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

Antiprotons are produced in neutralino-neutralino annihilation

Picozza & Morselli 2002• Primaries:

_ χ+χ→ p+p

• Secondaries: _

p+p → p+p+p+p _

p+He → p+He+p+p

• Tertiaries: _

p with diffusive energy

loss to low energies

However, they are difficult to distinguish from cosmic-ray produced antiprotons

Page 9: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

Low energy, neutralino-neutralino producedantideuterons are near background free

Antideuteron flux at the earth (with propagation and solar

modulation)

Primary

Secondary

• Primary component:

neutralino annihilation _

X+X → D+etc

• Secondary component: spallation

_ p+H → p+H+D+etc

_ p+He → p+He+D+etc

• Clean signature @ low E, but see Duperry et al. ‘05

• However, sensitivity demand is daunting

Page 10: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

AMS-02

GAPS

GAPSballoon

Sensitivity needs of antideuteron searches for DM will require next generation experiments

• Current premier techniques utilize magnetic spectrometers from balloons (BESS), satellite (PAMELA) & space station (AMS) with grasp ~ 0.2 m2-sr have reached practical limits of mass/grasp

• Optimal antideuteron search requires ~2-20 m2-sr in package of ~ 1-2 metric tons

• First upper limit for antideuteron search recently reported by BESS (Fuke et.al. 2003)!

• AMS will begin to obtain interesting sensitivity at E >~ 1 GeV/n (where background is higher)

Need for GAPS at low energy

BESS AMS

Kinetic Energy per Nucleon [GeV/n]

_b b

BESS limit

W-W+

10-12

10-10

10-8

10-6

10-4

Ant

ideu

tero

n F

lux

[m-2 s

-1 s

r-1 G

eV-1]

0.1 1 10 100

KK DMLZP

From Baer & Profumo ‘06

Page 11: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

GAPS Detection Concept

GAPS concept, as shown in original GAPS proposal

Page 12: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

GAPS is based on radiative emission ofantiparticles captured into exotic atoms

TOF_D

Target

Segmented Detector

Degrader

LadderDeexcitationsn=1, l=1

NuclearAnnihilation

n=1

n=2

n=3

n=4

n=5

n=6

n=nK~15

no,lo

Atomic Transitions

19 keV

75 keV

35 keV *

*

*

22

11

if

H*

nnRMzZE 2

Auger e-

Refilling e-The antiparticle stops in the target & forms an excited exotic atom with

near unity probability

A time of flight (TOF) system tags candidate events and records velocity

Deexcitation X-rays provide signature

Pions from annihilation provide added background suppression

Page 13: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

Exotic Atoms has been studied extensively

Hartmann et.al, 1976

Wiegand et.al, 1976

Ishiwatari et.al, 2004

And many models were developedto model the cascade process

Page 14: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

Although the atomic physics is well known…

• Many experiments didn’t measure yield

• From the known data (of Kaonic atom), yield depends on atomic number

• Antiproton yields were NOT measured for most elements!

• Yield also known to depend on chemical composition, gas pressure, etc

• No Antiproton yield known for liquid/solid targets

• All experiments done with a single / a few detector

• GAPS concept (spontaneous detection of x-rays) not tested before

Page 15: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

There is still much to be learned from accelerator testing of a GAPS prototype

• What is the detection efficiency for GAPS like detector?– measure yield of X-rays per capture

• Investigate flight representative data acquisition electronics and detector approaches

• Investigate signatures generated by particle backgrounds – protons, pions, electrons etc.

• Investigate specific target materials • Investigate processes not well characterized by previous

experiment– higher energy X-ray transitions, nuclear -rays

• Investigate solid targets – original concept used gas…

Page 16: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

GAPS Prototype Experiment

• Designed, built, and first tested within 18mo of proposal acceptance

• Two beam tests performed in KEK pi2 beamline in 2004 and 2005

• On a shoe-string budget

Page 17: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

GAPS Prototype Detector

Target • 16 NaI(Tl) detector modules covering 40 cm long x 12 cm diameter target cell

• Each modular 4x2 arrays of 25mm x 25mm x 5 mm thick crystals (128 total)

• Solid angle coverage ~30% (average)

Page 18: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

Gas, Liquid, and Solid Target can be Tested

GAPS Detector

C2F6 (gas)

C (Aerogel) S

Al(Wool)

Page 19: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

A Custom low-power DAQ suitable for a balloon experiment was developed in LLNL

• Directly handles signals from the 128 NaI detector phototubes. • Pulse processing system is built around a gated integrator with a parallel fast channel. • Fast channel discriminator recognizes an event and initiates the signal processing cycle. • Charge from PMT is integrated & digitized with a low power, 16 bit ADC. • External trigger mode: trigger generated from TOF.• Self-triggered mode: each channel is read out every time a signal is recognized• 32 extra ADC channels digitized for the timing & energy deposit of the trigger counters

• 16 logic signals for each event trigger. • Fast PCI interface for high-speed data transfer between the electronics & PC – can sustain a rate of over 100 kHz per channel. • Total power consumption for the data acquisition system is 150 W

Page 20: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

Beamline Elements

TOF Trigger Counters Degrader ShowerCounters

Exotic Atom

Atomic Transitions

Nuclear Annihilation

• Objective:– Pick out antiprotons stopped in the target

Absolute Yield = (# of x-ray)/(# of antiproton stopped)

• Challenges:– Low concentration of antiproton in the beam– High beam energy == thick degrader

• LOTS of annihilation in degrader• Serious scattering• Range Straggling

Page 21: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

TOF Counters

• Each Beam spill contains 20-30 antiprotons, along with ~105 other particles (pions, kaons, electrons)

• Three TOF counters allows clean separation of antiprotons and pion accidental background

• Electronic triggers on antiproton events and/or scaled pion events

TOF Trigger Counters

Page 22: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

Degrader and Shower Counters

• Beam lose intensity below 1GeV/c, need >15cm lead degrader to stop antiproton at that energy

• Scattering is significant so TOF not possible after degrader

• >99% antiprotons annihilated in flight inside degrader, often cause hadronic showers

• Shower counters (0.5cm plastic scintillator counters sandwiched with ¼ inch lead sheets) installed to monitor possible hadronic shower development

• Veto and exit counters give additional check on antiproton stops

Degrader ShowerCounters

Exotic Atom

Atomic Transitions

Nuclear Annihilation

Page 23: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

Data Analysis

• All Channels (crystal, TOF, pulse height) has been calibrated with known sources / delays

• Performance consistent with typical values– NaI(Tl) has energy resolution

of 15KeV (FWHM) at 60KeV

– Timing Channels resolution is 1.0ns (FWHM)

• Non-linearity effects removed according to literature

Page 24: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

Range Curve Calibration

• Range curve measured with positive beam (pion + proton)– All Channels needs to be

calibrated for dead time to obtain correct event rate

• The curve is verified with GEANT simulation

• More careful simulation with true experiment geometry to determine antiproton capture rate

Page 25: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

Advanced selection of Pbar events with ‘Likelihood’ function based on energy deposition

25

120 160 200 240

20

15

10

5

0

S1 Energy [keV]

2

•Stopping antiprotons: energy deposit i in beam counters is approximately gaussian• Probability is product of individual counters

• Variance i is also approximately constant

• Log likelihood becomes 2 problem• Minimize 2 to determine energy at the S1 counter where i are a function of ES1

protonpion

500 1500 2500 3500ADC Channel

2

Page 26: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

Simulations shows “likelihood function” is efficient in identifying stopped events

Simulation Measurement

Page 27: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

Using advanced selection of likely Pbar stops X-ray transitions are evident with no detector cuts

Line[keV]

det Nx Yx

30 46%

50 76%

91 87%

Simulated Cut Efficiencycut = 25%

Detector Solid Angledet = 31%

X-ray Line Width

~ (6 keV)*sqrt[E/60]

det: X-ray Escape & Detection Efficiency

Nx: Number of fit X-rays

Measured X-ray Yields consistent

with Theory!

Yield of X-ray Transitions

Yx = Nx/ cut det det Nstop

63±29

127±27

148±31

53±24%

66±14%

66±14%

Page 28: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

Similar Results for the Sulfur Target

Line[keV]

det Nx Yx

30 0.31

46 0.63

76 0.83

106±40

153±39

240±46

0.50±0.20

0.35±0.09

0.42±0.08

Different Target Configuration• Less target = less stopping• Higher Z = higher absorption• Discrete geometry

Measured X-ray Yields consistent

with ~50%

Page 29: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

Sample Al event

TOF [ns]

dE/dx [MeV/g cm2]

TOF & ShowerBeam Counters

0.5 0.1

5.1 5.8 6.4 7.7

0.3

8.9

0.2

10.3

NaI Detector [keV]

96

*

32

20

52

17

P1 P2 S1 S2 S3 S4 P3 P4 P5

This event has all three higher energy x-raysas predicted in atomic cascade model, and onecharged pion from annihilation of antiproton.

The TOF and pulse heightreadouts confirms that theevent is an antiproton survived from degrader, withcorrect energy to stop in target.

Page 30: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

So… We are Happy

Page 31: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

A little bit more to do on data analysis

• Fit yield data with atomic cascade models to determine physical parameters such as initial angular momentum distribution, electron refilling rate

• Extrapolate yields in known elements into other elements of interest

LadderDeexcitationsn=1, l=1

NuclearAnnihilation

n=1

n=2

n=3

n=4

n=5

n=6

n=nK~15

no,lo

Atomic Transitions

22

11

if

H*

nnRMzZE 2

Auger e-

Refilling e-

Page 32: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

The Collaboration is Actively Working on Design of Flight Module

DetectorTarget

TOF (cut away)

Original DesignPlastic TOF Trigger3x3x3 segmented NaI DetectorsGas Target

New Design OptionPlastic TOF Trigger10 Alternating LayersSi (Li) DetectorsTeflon Target

Page 33: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

Several (cost effective?) detector schemes are under study for use in an actual flight experiment

Current focus is on Si(Li) wafers formed into p-i-n detectors with coarse (~2-4 cm) strips on both sides and thickness of ~5mm

• Very good energy and timing information

• Complexity is fairly low because of very coarse pixels

• Simple to produce – challenge is large number of wafers required (~thousands)

• Two Si(Li) detector samples has been tested, with extrapolated performance of 1.2-1.5KeV resolution

Page 34: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

Flight Module will have much better particle ID power than prototype experiment

• Much better energy resolution = much less accidental events– Rejection power ~ (dE)3

• In addition, pion tracks can be reconstructed• Number of pions helps identify antideuterons from

antiprotons– Antideuteron generates much more pions in annihilation compared

to antiprotons

• Depth information also give significant rejection power– Antideuteron of same velocity travels further than antiproton

• Flight module can easily achieve proposed particle ID power

Page 35: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

GAPS optimization principles have been discussed and experiments designed for both

long duration balloon & Explorer missions• Mori et. al. 2002, Astrophys. J. 566, 604• Hailey et. al. 2004, Nucl. Instr. Meth B, 214, 122.• GAPS collaborators are actively optimizing new designs

LDB Antartica Explorer Satellite

Page 36: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

GAPS development plan culminates in a long-duration balloon (LDB) experiment

• Flight proposal to NASA in Spring 2007

• Flight of GAPS prototype to test flight representative prototype detector and characterize space background from Sanriku facility in Japan (late 2008-early 2009)

• First GAPS flight from Antarctica in 2010; second & third flights 2011-2012; each flight ~3 weeks

• Experiment design will be ultra long duration (ULDB) capable to exploit such a launch if it becomes available; flight duration >100 days

NASA/ULDB

Page 37: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

GAPS is complementary with both direct & other indirect methods as well as collider experiments

A variety of methods will be required to:• Probe unique regions of parameter space• Narrow down the available phase space & eliminate models• Define the type and sensitivity of future experiments

Page 38: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

Antideuteron search experiments for other models such as extra-dimensional DM models

• A balloon mission will provide discovery potential for a number of theoretical models such as 5D Warped GUT (RH Neutrino)

• Other models such as U.E.D Kaluza-Klein require a satellite GAPS mission

Baer & Profumo 2005

Page 39: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

GAPS is also sensitive to Primordial Black Holes

Evaporation of Primordial Black Holes

_p

p

e-

e+

Antideuterons from PBH evaporation have similar spectrum as generated inneutralino annihilations

Page 40: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

Summary

• We had a fruitful GAPS prototype experiment– Measured Yield on target candidates– Demonstrated GAPS detection concept (multiple x-ray

events)– Tested flight-compactable electronics

• We are working hard on GAPS flight module– New design, better energy resolution, more information

for ID– Optimization and detector test under way

• Much exciting physics to be discovered!

Page 41: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

New Calculation of antideuteron flux

R. Duperry et al., 2005

Page 42: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

Thermal Design of balloon payload

• Mechanical Engineer working on the design; a few options available for evaluation

Page 43: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics
Page 44: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

Statistical distribution demonstrates that assumptions are fairly good

• Initial Energy is only fit parameter k = Npaddles – 1

• Good agreement with expected distribution as more paddles are added

• More advanced, but more time consuming analysis methods possible

2 Probability Distribution:

25

120 160 200 240

20

15

10

5

0

S1 Energy [keV]

2

2

Page 45: Indirect Dark Matter Search with Antideuterons: Progress and Future Prospects for General Antiparticle Spectrometer (GAPS) Haitao Yu Columbia Astrophysics

As an additional check,number of gold/silver events agrees with prediction

Gold Silver events Chi^2/DOF

X-rays 123 12 13 23

AlExpect 2.8 12.0 15.1 27.0

0.99Count 3 10 21 21

SExpect 4.1 22.2 29.4 42.2

0.54Count 3 20 22 41