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A study of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST Bruce Baller Fermilab Research Techniques 1

A s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

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A s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST. Bruce Baller Fermilab. ArgoNeut Collaboration. F. Cavanna University of L’Aquila Eriditato , S. Haug , B. Rossi, M. Weber University of Bern B. Baller, C. James, S. Pordes, G. Rameika, - PowerPoint PPT Presentation

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Page 1: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

1Research Techniques

A study of columnar recombination in the ArgoNeuT LArTPC

arXiv:1306.1712 submitted to JINST

Bruce BallerFermilab

Page 2: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 2

ArgoNeut CollaborationF. Cavanna

University of L’Aquila

A. Eriditato, S. Haug, B. Rossi, M. Weber

University of Bern

B. Baller, C. James, S. Pordes, G. Rameika, B. Rebel

Fermi National Accelerator Laboratory

M. Antonello, O. PalamaraGran Sasso National Laboratory

T. Bolton, S. Farooq, G. Horton-Smith, D. McKee

Kansas State University

C. Bromberg, D. Edmunds, P. Laurens, B. Page

Michigan State University

J. Asaadi, Mitch SoderbergSyracuse University

K. Lang, R. MehdiyevUniversity of Texas – Austin

C. Adams, C. Anderson, E. Church, B. Fleming,

R. Guenette, S. Linden, K. Partyka, J. Spitz, A. Szelc

Yale UniversityContributing Author

M. WojcikLodz University of Technology

Page 3: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 3

Outline• Brief survey of recombination theory• LAr – ideal liquid vs real liquid• Application of Birks and Box model equations

o Introduce a modification to the Box model• Recombination simulation

o Focus on angular dependence• ArgoNeuT LAr TPC in the NuMI neutrino beam

o track and calorimetric reconstruction• A novel(?) stopping particle ID scheme for selecting protons

and deuterons• Angular dependence – protons• Extend to higher stopping power – deuterons• Backup topics

o Really deuterons, stopping point fitting, detector angle calibration

Page 4: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 4

Recombination

+-

+-

+-

+- +-

Geminate~0.1%

Bulk

+++

+-

-

-

-

Columnar

E field

Angular Dependence

f

+

+++

-

-

-

-

-

-

No angular dependence

Electron lifetime

Page 5: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 5

Y3(X) = recombination factor R fraction of electrons that escape vs E field strength X

AssumptionsRecombination ~ charge density

No Coulomb interactions

Ion mobility = electron mobility

Electrons & ions have the same Gaussian distribution

This analysis

Birks model (1951)

Page 6: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 6

Liquid ArgonA Special Medium

Box ModelIgnore electron diffusion and ion mobility in LAr

• High electron mobility• Electron MFP = 20 nm• Onsager radius = 130

nm (ECoulomb = Ethermal)• No vibration levels

available 1 - 2 ns thermalization time

• Electrons in Coulomb field or strong external field, E, are not in thermal equilibrium diffusion equations not fully applicable

Thomas & Imel, Phys Rev A 36 (1987) 614

a = 1 in the canonical model.We allow it to vary in the recombination fits

We set x = b (dE/dx) and fit b in the recombination fits in angular bins

E = E field

Page 7: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 7

Liquid ArgonAs a Real Detector Medium

¹ 1

Amoruso, et al NIM A 523 (2004) 275 d-raysImpuritiesIons can attach to water molecules,screening the Coulomb field.Debye length lD= distance at which screened potential E = Ethermal

lD= 400 – 600 nm in ArgoNeut dataNot negligible?

Measurement Measurement

Theory R 0 as E 0Heavy ions: R = 0.003Electrons: R = 0.35

Doke, et al Chem. Phys. Lett 115 (1985) 3434

Birks form

Page 8: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 8

Application of Birks and Box forms to

reconstructionInverse Birks equation is < 0 at large dQ/dx

Inverse Box equation is well behaved

But Box model fails to match data at low dE/dx

Solution: Let a < 1“Modified Box Model”

Example with a = 0.93 b = 0.32

a = 1 a = 0.93

Page 9: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 9

Recombination Simulation

Stopping proton: dE/dx = 24 MeV/cm rk = 10 nm

MIP: dE/dx = 1.7 MeV/cm rk = 50 nm Initial conditions:

ro = 0.5 nm, Eko = 5 eV

After thermalization: <ro> ~ 2500 nm, <Eko> ~ 0.01 eV

Simulation includes motion due to (periodic) Coulomb field, external E field and atomic collisions, escape and recombination criteriaJaskolski, Wojcik J. Phys. Chem. A 115 (2011) 4317

Sim with d-rays

ICARUS

E field

Page 10: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 10

Recombination Simulation

Angular DependenceModify simulation to allow non-perpendicular E field

Simulation runs for rk = 10, 20, 30, 40, 50 nm and f = 40o, 50o, 60o, 80o

Ratios of escape probability, R. vs dE/dx

Simulation (points w error bars)R ICARUS with E E sin f (curves)

Significant angular dependence expected from theory and simulation

M. Wojcik

Page 11: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 11

ArgoNeuT

481 V/cm

C. Anderson, 2012 JINST 7 P10019

Page 12: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 12

Stopping Particle Stopping Power

Bethe-Bloch eqn has power law dependence with residual range (R) near the stopping point

Trange (MeV), R (cm)

Page 13: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 13

1) Reconstruct 3D tracks = cluster of 3D space points each with a measurement of charge Q deposited using the area of a Gaussian fit (collection plane)

2) Find dQ/dx using angle corrected distance between space points

3) Correct for electron lifetime

4) Find (dE/dx)calo using Birks or Box equation

5) Sum up to find kinetic energy deposited = Tcalo

6) Find Trange using track length assuming a proton hypothesis

7) Eliminate lightly ionizing ptcls by requiring Tcalo > 0.7 Trange

Collection Plane

Time

ADC

Select Highly Ionizing Particles

Wire

time

time

Induction Plane

Page 14: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 14

PIDAAlgorithm

Set b = constant = 0.42

Find Ai = (dE/dx)calo x R0.42 for each space point i on a track

Define PIDA = < Ai > = average value for the track

Histogram PIDA and look for bumps

Page 15: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 15

PIDA – MC Truth

Page 16: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 16

ArgoNeuT DataRequire

Protons: 14 < PIDA < 21Deuterons: 25 < PIDA < 33

30x more protons than expected from NC n interactions likely neutron interaction 40Ar(n,p)40Cl

Page 17: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 17

(dE

/dx)

calo (M

eV/c

m)

2900 proton candidates170 deuteron candidates

(dE/dx)proton = 17 R-0.42

ArgoNeut data

ArgoNeut data

(dE/dx)deuteron = 25 R-0.43

Page 18: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 18

Protons50 MeV < Trange < 250 MeV

Range (cm)

Even

ts

Even

ts

ArgoNeut dataProton candidates50 MeV < Trange < 250 MeV

f (degrees)

40o 50o 60o 80o

Page 19: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 19

Angular DependenceProtons

No recombination model assumptions required to make this plot

ArgoNeut data

(dE/dx)hyp from Bethe-Bloch using R

Mea

sure

d dQ

/dx

Page 20: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 20

Angular DependenceProtons

Significantly weaker than expected from theory and simulation

Coulomb screening?

ArgoNeut data

Page 21: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 21

Recombination FitsBirks

Modified Box

Birks

Modified Box

Vertical bars include 2% systematic errorHorizontal bars dR = 1 mm

Data – open circlesBirks fit – red curveModified Box fit – blue curve

ArgoNeut data

ArgoNeut data

Page 22: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 22

Fit SummaryProtons

a ~ independent of angle<a> = 0.93 ± 0.02

Excellent agreement with ICARUS in the 80o bin

b (M

ev/c

m)-1

Trend line

Page 23: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 23

Deuteronsf = 80o

Extends the range of the recombination fit to 35 MeV/cm

Deuteron: (dE/dx)hyp = 25 R-0.43

ArgoNeut data

Page 24: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 24

Summary• Introduced a modified Box model

o Excellent agreement with data and Birks modelo Obviates the poor behavior of the Birks model at low ionization

• Significant recombination angular dependence expected from columnar theory and simulationo ~25% loss of charge collected at f ~ 40o and dE/dx ~ 24 MeV/cm

compared to the same track at f ~ 80o

• Introduced a PID scheme using the power-law behavior of stopping particle stopping power

• Charge loss is 5% - 10% in the proton sample at high dE/dx and small angle

• Extend the range of validity to 35 MeV/cm using a small sample of deuterons

Page 25: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 25

Backup Slides

Page 26: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 26

qu = 40o

Calibration correction factor dQ/dx *= (1 + Cos2 (qu))

Page 27: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 27

Page 28: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 28

Deuterons or Protons?

Lower PIDA range: 23 < PIDA < 27Contaminated by protons in the Gaussian tail

See slide 14

Deuteron: (dE/dx)hyp = 25 R-0.43

Page 29: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 29

Are the deuteron candidates really protons?

Use the (incorrect) proton hypothesis with the deuteron sample

Page 30: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 30

Estimating the Stopping Point

Position• The stopping point is usually assumed to be Pitch/2, where Pitch

= space point separation resulting in a measurement of dQ/dx (dQ/dx)o

• Use the pattern of dE/dx in the last 4 space points to estimate the stopping point in the last wire cell

• Step a distance D in the last cell (0 < D < Pitch) in 1 mm increments

• For each stepo Calculate dQ/dx = (dQ/dx)o x D / (pitch/2) for the stopping point,o Apply recombination correction to find (dE/dx)calo for the stopping point,o (dE/dx)hyp for next 4 points using residual range = D + n x Pitch ( n = 1,2,3,4) and a particle

hypothesis• Find rms difference between (dE/dx)hyp and (dE/dx)calo for all

points• Use the D value with the smallest rms

Page 31: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 31

Apparent dE/dx vs D

D

(dE/dx)calo varies with D(dE/dx)hyp varies with D

(dE/dx)calo independent of D(dE/dx)hyp varies with D

Page 32: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 32

Estimating the Stopping Point

PositionAssume the track stops halfway in the last cell

DataMonte Carlo

DataMonte Carlo

After fitting to the stopping point

<dE/dx> ~ 45 ± 45 MeV/cm <dE/dx> ~ 25 ± 13 MeV/cm

Page 33: A  s tudy of columnar recombination in the ArgoNeuT LArTPC arXiv:1306.1712 submitted to JINST

Research Techniques 33

Estimating the Stopping Point

Position• Stopping point error from Monte Carlo ~ 1 mm

after fitting• (dE/dx)calo from the last point is not included in the

recombination fits• Stopping point fit reduces the (dE/dx)hyp error

propagated from the equation on slide 12o Horizontal error bars on slide 18