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RooFit toy MC sensitivity studies for +s and ms from Bs→Ds/K channels at LHCb
Shirit Cohen NIKHEF MSc Colloquium
May 11th 2007
11th May 2007 Shirit Cohen Master Colloquium 2
Outline Introduction The LHCb detector & physics goals CP violation & interest in Bs→D-
sπ+, Bs→DŦ
sK± decay channels RooFit sensitivity studies: concept, experimental
and physics input parameters, decay models and likelihood function description
Results from sensitivity studies Summary & conclusions
11th May 2007 Shirit Cohen Master Colloquium 3
Introduction Matter dominated universe Matter-anti matter difference in weak force, CP
violating processes In the Standard Model via the quark-mixing (CKM)
matrix, via its phases LHCb experiment designed to study CP violation,
performing measurements in the b-quark sector Motivation for measuring the CKM phase
11th May 2007 Shirit Cohen Master Colloquium 4
The LHCb detector
p p
~ 10-250 mrad yz~ 10-300 mrad xz
Non bending plane view
11th May 2007 Shirit Cohen Master Colloquium 5
Detector detailed
Single arm forward spectrometer Limited angular acceptance but very
good time and mass resolutions Optimal luminosity 2∙1032cm-2s-1
1012 bb pairs produced per year Bending magnet 4.2Tm bending power VeLo very close to interaction point Good separation of -K
b b
11th May 2007 Shirit Cohen Master Colloquium 6
Main LHCb physics goals
CKM matrix angles, ,,for example via time dependent CP
asymmetry observable
s mixing phase
Precision measurement of ms mass difference CDF measurement
Δms = 17.77 ± 0.1(stat.) ± 0.07(syst.) ps-1
s decay rate difference Rare decays measurements Signs of New Physics
iud us ub
CKM cd cs cbi
td ts tb
V V V e
V V V V
V e V V
b→s transitions through loop diagrams, sensitive to NP
0sB
b
s b
st
t
W W
Vtb Vts
VtbVts
0sB
*
*
SM
NP
11th May 2007 Shirit Cohen Master Colloquium 7
Bs meson system
0sB
b
s b
s
t tW
WVtb Vts
VtbVts
0sB
*
*
Bs0 b s
B s0 bs
flavour eigenstates
mass eigenstates
BH ,L p Bs0 q B s
0
Bs oscillations box diagram
BH ,L t e im H ,L H ,L / 2 t BH ,L 0 mass eigenstates time dependence
decay amplitude into a final state f
A f f T Bs0
,
A f f T B s0
,
if there is more than one contribution, the decay amplitudes can be written as a sum
A f Akei k e ik
k
A f Akei k e ik
k
,
strong phase keeps value, weak phase changes sign under CP transformation f
f
f A
A
q
p
f
ff A
A
p
q ,
Example: Bd →
11th May 2007 Shirit Cohen Master Colloquium 8
Bs time dependent decay probability
For charge conjugate final states:
f → f, λf → λf, Af→Af, p/q → q/p
B s
0 f
t A f
2 p
q
2
1 f
2 e s t
2 cosh
st
2Df sinh
st
2 C f cosmst S f sinmst
Bs
0 ft A f
21 f
2 e s t
2 cosh
st
2Df sinh
st
2C f cosmst S f sinmst
21
Re2
f
ffD
2
1
Im2
f
ffS
2
2
1
1
f
f
fC
* In this project we assume |p/q|=1
decay oscillations
Feynman calculus is in f !
Bs →Ds-K+
Bs →Ds-K+
Bs →Ds+K-
Bs →Ds+K-
11th May 2007 Shirit Cohen Master Colloquium 9
CP violation in Bs meson system In mixing, if |p/q|1, giving
In decay, if |Af||Af|, giving
can occur only if two decay amplitudes with different strong and weak phases contribute to the same final state
In interference, when
and possible, and there is a relative phase between mixing (e.g arg(q/p)=s) and decay (e.g. arg(Af/Af))
f
f
f A
A
q
p
prob Bs0 B s
0 prob B s0 Bs
0
Bs0 f B s
0 f
Bs0 f
Bs0 B s
0 f
expected to be small ~10-2 in Bs section
can occur also in charged mesons and baryons
Bs0 Ds
K
f
ff A
A
p
q ,
f A f A f
11th May 2007 Shirit Cohen Master Colloquium 10
Bs→Ds decay channel
Single decay diagram→ no CP violation
Flavour specific decay Branching fraction:
(3.4±0.7)·10-3
One diagram means
f=λ f =0 (|Af|=|A f |), leading to
Df=Sf=0, Cf=1.
(two unique Bs→Ds equations)
→ Parameters to measure: Δms, ΔΓs
Bs
0Ds
t e s t coshst
2 cos mst
B s
0Ds
t e s t coshst
2 cos mst
b
s
c
s
d
u
Bs Ds
+
0-
11th May 2007 Shirit Cohen Master Colloquium 11
Bss
b
b
s
Bs→DsK decay channel
Non flavour specific decay, four decay diagrams exist (four Eq.)
2 diagrams and a relative phase → Time dependent CP violation |λf|=|λ f | → Df, Cf, Sf coefficients non 0
→ Parameters: |λf|, arg(λf), arg(λ f )
to extract +s, ΔT1/T2
Bs→ D-sK+
Bs→ D+sK-
(2.0±0.6)·10-4
(2.2±0.7)·10-5
Branching fractions
+s = [arg( f ) - arg( f )] /2
ΔT1/T2 = [arg( f ) + arg( f )] /2
Ds-
b
s
u
s
s
c
Bs K++ 00b
s
c
s
s
u
BsDs
-
K+
0
b
s
u
s
s
c
Bs K-
Ds+
0
T1
T2
11th May 2007 Shirit Cohen Master Colloquium 12
Bs→Dsh decay channels
The topology of the decay channels Bs→Ds-π+ and
Bs→DsŦK± is very similar
Bs→Ds-π+ can be used for Δms measurement
Bs→DsŦK± can be used to extract the CP angle +s
Standard Model prediction ≈ 60° s ≈ 0.02° can be determined by Bs→J/ channel
btag
Bs K
K
/K
Ds
Primary Vertex ~1cm ~6mm
Event topology
0
SV
11th May 2007 Shirit Cohen Master Colloquium 13
Toy MC sensitivity studies Goal -
Obtain expected sensitivity for measuring ms and +s at LHCb from Bs→Ds and Bs→DsK decay channels
Approach – Define decay models Probability Distribution Functions (PDF’s) according to
decay equations & including experimental effects Generate events for all decay flavours, simulating 5 years of data taking Fit decay models back to the events. Simultaneous fit of both decay channels
in order to achieve best sensitivities and have correlations taken care of Repeat experiment many times, estimate sensitivities from collected output
Input data - Experiment-related parameters from full LHCb GEANT4 simulation Physics parameter values agreed with WG
Tools - RooFit toolkit for data modeling & ROOT data analysis framework Ganga, LHC(b) interface for running jobs on the GRID/ CERN
11th May 2007 Shirit Cohen Master Colloquium 14
Experimental parameters (1/2)
Common Bs→Dsh selection, topological cuts
For Dsπ: require bachelor particle reconstructed as π
For DsK: require bachelor particle reconstructed as K and a cut on ΔLKπ in order to get rid of misidentified π’s
Signal event yields Bs reconstructed mass from Ds
-π+ and DsŦ K± channels
(after the trigger) Reconstructed Bs mass resolution 14MeV
B/S limits and central values Specific central values used for toy MC
Results for B/S ratios
Channel B/S at 90% CL
(bb combinatorial)
B/S at 90% CL
(bb specific)
Bs→Ds-π+ [0.014,0.05]
C.V 0.027±0.008
[0.08,0.4]
C.V 0.21±0.06
Bs→DsŦ K± [0,0.18]
C.V 0.0
[0.08,3]
C.V 0.7±0.3
Bs reconstructed mass from Bs→Dsπ, signal and major background
Bs reconstructed mass from Bs→DsK, signal and major background
Bs→Ds- π+ 140k ± 0.67k (stat.) ± 40k (syst.)
Bs→DsŦ K± 6.2k ± 0.03k (stat.) ± 2.4k (syst.)
Event yields for 2fb-1 (define as 1y)
11th May 2007 Shirit Cohen Master Colloquium 15
Experimental parameters (2/2) Proper time per-event error
distribution Due to detector resolutions on
vertices, tracking, momenta etc. PT per-event error distribution
parameterization used in toy MC Acceptance function after triggers
and offline selection Low PT Bs’s rejected due to
misplaced vertex requirements and low significance impact parameter
Fraction of high PT Bs’s rejected due to high impact parameter
Acceptance parameterization used in toy MC
Tagging efficiency tag=0.5812, mistag fraction =0.328
Proper time per-event error distribution
Acceptance function
mean value 33fs
most probable value 30fs
11th May 2007 Shirit Cohen Master Colloquium 16
RooFit sensitivity studies (1/2) Following previous work done with FORTRAN (LHCb-2003-103) Building PDF components using the RooFit package From the components we construct a decay PDF described by
PDFB→f(rec,mrec|Δrec) for the Bs→Ds and Bs→DsK decay channels (and for the different flavours)
Events are generated according to decay PDF, meaning an event is a set of “rec,mrec,Δrec”
11th May 2007 Shirit Cohen Master Colloquium 17
RooFit sensitivity studies (2/2) The components that are used in PDFB→f(rec,mrec|Δrec):
Signal rec distribution – Bs decay equation, include ω smearing Signal mrec distribution – Gaussian distribution Background rec distribution – decaying particle with Bs/2 Background mrec distribution – flat distribution Resolution function: per-event proper time error (with scale factor) Acceptance function on rec
Construction Implementing the acceptance function on signal proper time distribution (and
same for background) Constructing PDFsig = PDFsig(rec,mrec| Δrec) and same for background Adding signal and background with fsig, fbg (calculated from B/S ratios)
Generate events from each decay flavour separately, fit the desired parameters from all decay flavours simultaneously
L, L
Bs0 f
, LB s
0 f
, LBs
0 f
, LB s
0 f
,
11th May 2007 Shirit Cohen Master Colloquium 18
Likelihood description
0 0
0 , Pr , , , , , Pr , , , , ,s s s s
s
B D B D K
rec rec rec sig bg rec rec rec sig bgB fi i
L ob m S S ob m S S
Likelihood function
s,ms,s
f ,f ,s,ms,s with ,
0
Pr , , , , ,
1 , , ,
rec rec rec sig bg
bg sig rec sig sig rec rec sig
ob m S S
f m m t A t G t S
, ,bg bg rec bg bg rec rec bgf m m t A t G t S dt
signal proper time including mistagged events
signal reconstructed Bs mass
bg proper time
bg reconstructed Bs mass
acceptance function
resolution function: proper time per-event error, with signal scale factor
resolution function: proper time per-event error, with bg scale factor
11th May 2007 Shirit Cohen Master Colloquium 19
Physics and experimental input parameters for toy MC
central values of specific background used for B/S estimation
acceptance function per-event proper time
error distribution
Parameter Input value
ΔΓs/Γs 0.1
Δms 17.5 (ps)-1
|λf| 0.37
Arg(λf) = ΔT1/T2 - (+s) -60° = -1.047 rad
Arg(λ f ) = ΔT1/T2 + (+s) 60° = 1.047 rad
ω 0.328
Event yield (1y) Dsπ
Event yield (1y) DsK
140K
6.2K
B/S ratio for Dsπ
B/S ratio for DsK
0.2
0.7
εtag 0.5812
σ(mrec) 14MeV
Physics
Experimental
11th May 2007 Shirit Cohen Master Colloquium 20
Example for single decay flavor PDFBs→Ds
-π+ projections on (rec,mrec,Δrec)
Bs→Ds-K+ projections on (rec,mrec,Δrec)
Δrecmrecrec
Δrecmrecrec
(5y)
11th May 2007 Shirit Cohen Master Colloquium 21
Sensitivity results from tagged events Two Dsπ equations, four DsK equations, simultaneous fit performed Collected data from many “experiments” of 5y tagged data,
scaled results to 1y Fit a Gaussian to the fitted values from all the “experiments”, make pull
distribution
Parameter Δms (ps)-1 ω Arg(λ f) rad Arg(λ f ) rad |λf| +s ° ΔT1/T2 °
input value 17.5 0.328 1.047 -1.047 0.37 60 0
fitted value 17.5 0.328 1.056 -1.042 0.37 60.29 0.5
resolution 5y 0.003 0.001 0.116 0.143 0.03 5.68 5.43
resolution 1y 0.007 0.003 0.26 0.32 0.07 12.7 12.14pull fitted mean 0.04 -0.07 0.06 0.1 0.1 -0.01 0.1
pull fitted sigma 1.02 1 1.05 1.04 1.01 1 1.03
Data from 400 “experiments”
11th May 2007 Shirit Cohen Master Colloquium 22
Example for distributions for 400 exper.
+s°
values
Δms (ps)-1
values
Δms pull +s pull
# ev
ents
# ev
ents
# ev
ents
# ev
ents
11th May 2007 Shirit Cohen Master Colloquium 23
Bs→DsK untagged events
Meaning events with no information if the decaying meson
was a Bs or a Bs
Decay equations for Bs→DsK untagged events:
One cannot observe the Bs oscillations using untagged events
Untagged events still hold information on the phases through Ref, Ref
Add untagged events to the analysis in order to increase the sensitivities to the phases
Bs
0 / B s0 f
t A f
2
1 f
2
e
s t
2 cosh
st
2D
f sinh
st
2
Bs
0 / B s0 f
t A f
21 f
2 e s t
2 cosh
st
2Df sinh
st
2
21
Re2
f
ffD
Df
2Ref
1 f
2
11th May 2007 Shirit Cohen Master Colloquium 24
Adding untagged DsK events
Projections over proper time (ps)
ss DB ss DB
KDB ss KDB ss
KDB ss KDB ss
KDBB sss / KDBB sss /
11th May 2007 Shirit Cohen Master Colloquium 25
Results from tagged+untagged events Two Dsπ equations, four DsK equations + two untagged DsK equations.
Collected data from 400 “experiments” of 5y tagged+untagged data, scaled results to 1y
Fit a Gaussian to the fitted values from all the experiments, check pulls
Parameter Δms ω Arg(λ f) rad Arg(λ f ) rad |λf| +s ° ΔT1/T2 °
input value 17.5 0.328 1.047 -1.047 0.37 60 0
fitted value 17.5 0.325 1.064 -1.044 0.37 60.37 0.48
resolution 5y 0.003 0.001 0.105 0.118 0.03 4.59 4.61
resolution 1y 0.007 0.003 0.23 0.26 0.06 10.26 10.31pull fitted mean 0.06 -0.09 0.1 0.03 0.05 0.06 0.1
pull fitted sigma 1.03 1 1.01 1.05 1.08 0.95 0.97
Δms (ps)-1
values
+s°
values# ev
ents
# ev
ents
11th May 2007 Shirit Cohen Master Colloquium 26
Results with different input values Including tagged+untagged
events, similar as in last section
Running with different strong phase values (all other parameters unchanged; +s = 60° )
Running with different B/S ratios for Bs→ DsK channel (all other parameters unchanged; +s = 60°, Bs→Ds
-π+ B/S value = 0.2 )
ΔT1/T2 ° -20 0 20
σ(+s )° 11.2 10.3 10.4
Different strong phase input value
Bs→DsK
B/S value
0.0 0.7 2.0
σ(+s )° 9.6 10.3 11.1
Different B/S input value for Bs→ DsK
11th May 2007 Shirit Cohen Master Colloquium 27
Extra check: fitting mistag fraction & signal scale factor simultaneously Signal scale factor used for checking PT error estimation Mistag fraction and PT errors damp the Bs oscillations Fitting both parameters simultaneously could be problematic,
correlated effects Fitting the five regular floating parameters + signal scale factor Running 400 “experiments”, fits converge Decreased resolution on ω, signal scale resolution of ~10%.
Weak, strong phase and Δms resolutions remain unchanged.
Parameter Δms (ps)-1 ω Arg(λ f) rad Arg(λ f ) rad |λf| +s ° ΔT1/T2 °
Signal scale factor
input value 17.5 0.328 1.047 -1.047 0.37 60 0 1.175
fitted value 17.5 0.328 1.05 -1.04 0.37 60.3 0.43 1.176
resolution 5y 0.003 0.003 0.1 0.11 0.03 4.7 4.65 0.04
resolution 1y 0.007 0.006 0.23 0.25 0.06 10.5 10.4 0.1pull fitted mean 0.03 -0.1 0.09 0.04 0.09 0.04 0.11
pull fitted sigma 1 1.19 0.98 1.07 1 1.01 1.28
11th May 2007 Shirit Cohen Master Colloquium 28
Summary & conclusions Code for RooFit toy MC sensitivity studies developed Sensitivity results look good, pulls are fine Including untagged events improves the +s
resolution 12° → 10° Expect LHCb to measure (Δms) = 0.007(ps)-1 and (+s) = 10.3° for nominal input values
CDF measurement Δms = 17.77 ± 0.1(stat.) ± 0.07(syst.) ps-1
Obtained resolutions with different input values for strong phase and Bs→DsK B/S ratio
LHCb-2007-041, results quoted in the “Flavour at the era of LHC” Yellow Report
11th May 2007 Shirit Cohen Master Colloquium 29
Backup slides
11th May 2007 Shirit Cohen Master Colloquium 30
Outlook A possible scenario before the LHCb measurement of
11th May 2007 Shirit Cohen Master Colloquium 31
Outlook A possible scenario after the LHCb measurement of
11th May 2007 Shirit Cohen Master Colloquium 32
Backup I likelihood description
extract from
LHCb-2007-041Total likelihood
PDF models, smearing: mistag fraction, background, detector’s acceptance & resolution
Likelihood function for B→f
Physics parameters that go in
11th May 2007 Shirit Cohen Master Colloquium 33
Fitting signal scale factor and mistag fraction simultaneously - pull distributions
Backup II
+s pull
pull
Ssig pull
11th May 2007 Shirit Cohen Master Colloquium 34
The LHCb detector
Non bending plane view
11th May 2007 Shirit Cohen Master Colloquium 35
Interesting parameters Dsπ case: flavor specific decay, two decay diagrams exist. For this
channel: λf=λ f =0 (|Af|=|A f |), leads to Df=Sf=0, Cf=1.
→ Parameters to measure: Δms, ΔΓ
DsK case: non flavor specific decay, 4 decay diagrams exist,
time dependent CP violation. |λf|=|λ f |.
→ Parameters: |λf|, arg(λf), arg(λ f ) to extract +s, ΔT1/T2
arg(λf) = ΔT1/T2 - (+s)
arg(λ f ) = ΔT1/T2 + (+s) Assume |p/q|=1
Only 2 unique Dsπ equations
4 unique DsK equationsBs→ Ds
-π+ (3.4±0.7)·10-3
Bs→ D-sK+
Bs→ D+sK-
(2.0±0.6)·10-4
(2.2±0.7)·10-5
Estimated branching fraction % (used for DC04 selection study)
11th May 2007 Shirit Cohen Master Colloquium 36
Bs meson system
0sB
b
s b
st
t
W W
Vtb Vts
VtbVts
0sB
*
*
0sB
b
s b
s
t tW
WVtb Vts
VtbVts
0sB
*
*
Bs0 b s
B s0 bs
flavour eigenstates
mass eigenstates
BH ,L p Bs0 q B s
0
Bs oscillations box diagrams
BH ,L t e im H ,L H ,L / 2 t BH ,L 0 mass eigenstates time dependence
decay amplitude into a final state f
A f f T Bs0
,
A f f T B s0
,
decay amplitudes can be written as a sum
A f Akei k e ik
k
A f Akei k e ik
k
,
strong phase keeps value, weak phase changes sign under CP transformation
11th May 2007 Shirit Cohen Master Colloquium 37
Bs decay equations
f : final state, Ds-π+ or Ds
-K+
For charge conjugate final states:
B → B ,f → f, λf → λf, Af→Af ,p/q → q/p
B s
0 f
t A f
2 p
q
2
1 f
2 e s t
2 cosh
st
2D f sinh
st
2 C f cosmst S f sinmst
Bs
0 ft A f
21 f
2 e s t
2 cosh
st
2Df sinh
st
2C f cosmst S f sinmst
21
Re2
f
ffD
2
1
Im2
f
ffS
2
2
1
1
f
f
fC
Bs→Ds- π+
Bs→Ds- π+
Bs→Dsπ physics decay model
* In this project we assume |p/q|=1
38Shirit Cohen Master Colloquium11th May 2007
Matter dominated universe Matter-anti matter difference in weak force, CP
violating processes In the Standard Model via the quark-mixing (CKM)
matrix, via its phases LHCb experiment designed to study CP violation,
performing measurements in the b-quark sector Motivation for measuring the CKM phase