ef with simple multi-particle states
DESCRIPTION
EF with simple multi-particle states. Vishnu V. Zutshi NIU/NICADD. Hadron Position Resolution. Since Eflow invariably involves associating clusters near an extrapolated track … How to do this in a digital calorimeter ? Study this using charged pions - PowerPoint PPT PresentationTRANSCRIPT
EF with simple multi-particle states
Vishnu V. ZutshiNIU/NICADD
Hadron Position Resolution
• Since Eflow invariably involves associating clusters near an extrapolated track …
• How to do this in a digital calorimeter ?• Study this using charged pions• Resolution is defined w.r.t. the MC
extrapolated position
10 GeV charged pionsD
ensi
ty w
eigh
ted
Ener
gy w
eigh
ted
unweighted
10 GeV charged pions
“Density”
• Need a hierarchy in the absence of an energy measurement
• Clumpiness of the surrounding • A simple-minded realization of this used here: di = (1/dRij) where dRij is the angular
distance between cell ‘i’ and cell ‘j’
10 GeV
unweighted
Density weighted
Mea
sure
d re
lativ
e to
the
ener
gy w
eigh
ted
reso
lutio
nsC
ell area at first layer=0.64cm2
10 GeV
Mea
sure
d re
lativ
e to
the
ener
gy w
eigh
ted
reso
lutio
nsC
ell area at first layer=4cm2
Density weighted
unweighted
10 GeV
Mea
sure
d re
lativ
e to
the
ener
gy w
eigh
ted
reso
lutio
nsC
ell area at first layer=6cm2
Density weighted
unweighted
10 GeV
Mea
sure
d re
lativ
e to
the
ener
gy w
eigh
ted
reso
lutio
nsC
ell area at first layer=9cm2
Density weighted
unweighted
10 GeV
Mea
sure
d re
lativ
e to
the
ener
gy w
eigh
ted
reso
lutio
nsC
ell area at first layer=12cm2Density weighted
unweighted
10 GeV
Mea
sure
d re
lativ
e to
the
ener
gy w
eigh
ted
reso
lutio
nsC
ell area at first layer=16cm2Density weighted
unweighted
2GeV Photons
maxima
maxima
maxim
a
Clustering
• Local ‘density’ maxima chosen as seed clusters
• Membership of each cell in the seed clusters decided with a distance function
• Calculate centroids• Iterate steps 2 and 3 till distortion is below
some threshold
Could be unique or shared
Parameters
• Cell thresholds• How many layers to lump together• Neighborhood for maxima search• Minimum no. of layers hit• Neighborhood for membership• Proto-cluster definition• Uniqueness of membership
10 GeV 0H
igh asymm
etryD
ensi
ty w
eigh
ted
10 GeV 0M
edium asym
metryD
ensi
ty w
eigh
ted
10 GeV 0Low
asymm
etryD
ensi
ty w
eigh
ted
10 GeV 0Low
asymm
etryD
ensi
ty w
eigh
ted
10 GeV 0
Recon. energy
Recon. mass
18%
10 GeV 0
Recon. energy
Recon. mass
Energy asymmetryA
= a
bs(E
–
E
)/(E
+ E
)
p
p
Den
sity
wei
ghte
d
p
p
Den
sity
wei
ghte
d
p
E/Egen
Eflow
Cal only
n
EMCal
HCal
n
n
EMCal
HCal
n
p
nre
cE (
)
genE ()
Not reliable due to noncom
pensation
n
• Get the e/pi for the SD detector • Scale the MC truth with that function• Take the ratio of the reconstructed pion
energy with the scaled MC truth• This should have a mean of 1.0 (with an
atrocious resolution) if things are working ok
n
Summary/Outlook
• A first pass clustering/track association algorithm exists applicable to EM/HAD, both analog/digital
• Encouraging results for multiparticle events• More detailed study to expand and enhance
(for instance particle id)• Move to jets• Feedback into calorimeter design