(e +e ) Analysis: Status Report · (e++e-) Analysis: Status Report ... (pure sample selection,...

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Valerio Vagelli Valerio Vagelli University of Perugia - I.N.F.N. Perugia (IT) (e + +e - ) Analysis: Status Report Comparison with other measurements Energy scale Data driven signal identification above 1 TeV (for the whole group: M. Duranti, M. Crispoltoni, F. Nozzoli, V. Vagelli)

Transcript of (e +e ) Analysis: Status Report · (e++e-) Analysis: Status Report ... (pure sample selection,...

Page 1: (e +e ) Analysis: Status Report · (e++e-) Analysis: Status Report ... (pure sample selection, template definition, E/R efficiency,…) • Released in mid-Jan, ntuples have to be

Valerio Vagelli

Valerio Vagelli University of Perugia - I.N.F.N. Perugia (IT)

(e++e-) Analysis: Status Report

•  Comparison with other measurements

•  Energy scale

•  Data driven signal identification above 1 TeV

(for the whole group: M. Duranti, M. Crispoltoni, F. Nozzoli, V. Vagelli)

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Valerio Vagelli

State  of  the  Art!Gamma  Ray  

Energy (GeV)1 10 210 310

)-1

sr s

ec ]

2 [

m2

(GeV

Φ × 3 E

050

100150200250300350400

AMS-02

Fermi-LAT (2017)

DAMPE (2017)

CALET (2017)

AMS-02 (2014, pass4)

Fermi-LAT (2017, “pass8”)

DAMPE (2017)

CALET (2017)

Low energies <100 GeV: DAMPE systematically higher High energies: [100, 1000] GeV AMS&CALET vs DAMPE&FERMI TeV energies: DAMPE and FERMI disagree DAMPE and CALET converge

Page 3: (e +e ) Analysis: Status Report · (e++e-) Analysis: Status Report ... (pure sample selection, template definition, E/R efficiency,…) • Released in mid-Jan, ntuples have to be

Valerio Vagelli

State  of  the  Art!Gamma  Ray  

AMS-02 (2014, pass4)

Fermi-LAT (2017, “pass8”)

DAMPE (2017)

CALET (2017)

Energy (GeV)210 310

bΦ/ a

Φ

0.6

0.81

1.2

1.4

1.6

1.8

2AMS-02 / DAMPE

Fermi-LAT (2017) / DAMPE

CALET / DAMPE

AMS-02 / DAMPE

Fermi-LAT / DAMPE

CALET / DAMPE Flux

Rat

io

DAMPE: 5% shift w.r.t. others

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Valerio Vagelli

but since the experimental quantity is

N /Z

�E�(E) dE

����d�rec

�rec

���� ⇠ (� � 1)dE

E

�(E) / E�� )����d�

���� ⇠ �dE

E

Since electron flux is ~ E-3: •  1.25% shift in energy -> ~2.5% shift in the flux; •  2.50% shift in energy -> ~5.0% shift in the flux;

Energy  Scale  Uncertainty!

2% @ 300 GeV 4% @ 700 GeV

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Valerio Vagelli

Energy (GeV)210 310

bΦ/ a

Φ

0.6

0.81

1.2

1.4

1.6

1.8

2State  of  the  Art!

Gamma  Ray  

AMS-02 / DAMPE (with AMS energy scale systematics)

Flux

Rat

io

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Valerio Vagelli

State  of  the  Art!Gamma  Ray  

AMS-02 (2014, pass4)

Fermi-LAT (2017, “pass8”)

DAMPE (2017)

CALET (2017)

Energy (GeV)1 10 210 310

)-1

sr s

ec ]

2 [

m2

(GeV

Φ × 3 E

050

100150200250300350400

AMS-02

Fermi-LAT (2017)

DAMPE (2017)

CALET (2017)

AMS-02 (2014, pass4)

Fermi-LAT (2017, “pass8”)

DAMPE (2017) – shifted by 5% (ΔE/E = 2.5%)

CALET (2017) Energy scale uncertainty -- may explain low energy differences -- cannot explain high energy differences

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Valerio Vagelli

Energy (GeV)210 310

bΦ/ a

Φ

0.6

0.81

1.2

1.4

1.6

1.8

2AMS-02 / DAMPE (shifted)

Fermi-LAT (2017) / DAMPE (shifted)

CALET / DAMPE (shifted)

State  of  the  Art!Gamma  Ray  

AMS-02 / DAMPE

Fermi-LAT / DAMPE

CALET / DAMPE Flux

Rat

io

DAMPE: shifted by 5% Residual AMS/DAMPE shift is not covered by our scale uncertainty

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Valerio Vagelli

ECAL  satura7on!M

ax. E

nerg

y D

ep. i

n ce

ll •  ECAL saturation effect pointed out by W. Xu

•  Possible source: light yield saturation in fibers

Shower Energy (GeV)

W. Xu

W. Xu

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Valerio Vagelli

3D  Shower  Reconstruc7on!•  ECAL reconstruction algorithm based on parametrization of 3D shower profile

•  Accounts and corrects for saturation •  Introduces redefined ECAL e/h separation tools (to be tested, already in the

new ntuples)

W. Xu W. Xu

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Valerio Vagelli

3D  Shower  Reconstruc7on!•  Expected effect on the flux measurement

•  Correction for saturation effect and leakage does not recover the discrepancies observed in the [70 – 500] GeV range

•  The whole analysis has to be rerun with the new energy definition for a more robust statement

Energy (GeV)210 310

)-1

sr s

ec ]

2 [

m2

(GeV

Φ × 3 E 6080

100120140160180200220240

AMS-02AMS-02 (shifted)Fermi-LAT (2017)DAMPE (2017)CALET (2017)

Energy (GeV)210 310

bΦ/ a

Φ0.60.70.80.91

1.11.21.31.4

Flux

Rat

io (A

MS/

DAM

PE)

red band = AMS energy scale syst.

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Valerio Vagelli

The  measurement  above  1  TeV !•  The 2014 analysis based on:

•  Removal of proton background using a >95% efficient ECAL cut •  Data Driven signal identification: Fit of residual background and (e++e-)

signal using TRD template fit •  TRD template based on e-likelihood (universal template) instead of e/p

likelihood ratio (higher separation but energy dependent) •  Systematic uncertainty above 500 GeV mostly due to uncertainty in the

data-driven definition of proton templates

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Valerio Vagelli

The  measurement  above  1  TeV !

•  TRD separation power saturates above 1 TeV

•  Could not find robust procedure to construct ECAL BDT templates

MAIN LIMIT:

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Valerio Vagelli

MC-­‐free  signal  iden7fica7on!MC FREE approach for 2D ECAL+TRD signal identification

•  Definition of three samples: R>0, R<0, R=? (larger CC)

•  Cut on ERAT to remove correlation between ECAL and TRD

•  TRD-likelihood data driven templates •  electron template: universal •  proton template: energy parametrization

•  ECAL-BDT data driven templates •  “Median” method exploiting the knowledge of TRD template •  energy parametrization

•  ECAL+TRD 2D fit

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Valerio Vagelli

MC-­‐free  signal  iden7fica7on!MC FREE approach for 2D ECAL+TRD template definition •  Preliminary cut on ERAT (Edep/Erec) to remove correlations

F. Nozzoli

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Valerio Vagelli

MC-­‐free  signal  iden7fica7on!MC FREE approach for 2D ECAL+TRD template definition •  TRD Proton templates parametrized vs Energy assuming asymptotic convergence

F. Nozzoli

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Valerio Vagelli

MC-­‐free  signal  iden7fica7on!MC FREE approach for 2D ECAL+TRD template definition •  Data driven definition of ECAL templates using extended “median” method

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Valerio Vagelli

MC-­‐free  signal  iden7fica7on!MC FREE approach for 2D ECAL+TRD template definition •  Data driven definition of ECAL templates using extended “median” method •  Parametrization of ECAL-BDT shape where statistics is poor

F. Nozzoli

Page 18: (e +e ) Analysis: Status Report · (e++e-) Analysis: Status Report ... (pure sample selection, template definition, E/R efficiency,…) • Released in mid-Jan, ntuples have to be

Valerio Vagelli

MC-­‐free  signal  iden7fica7on!MC FREE approach for 2D ECAL+TRD template definition •  2D ECAL + TRD template fit

F. Nozzoli

Page 19: (e +e ) Analysis: Status Report · (e++e-) Analysis: Status Report ... (pure sample selection, template definition, E/R efficiency,…) • Released in mid-Jan, ntuples have to be

Valerio Vagelli

MC-­‐free  signal  iden7fica7on!MC FREE approach for 2D ECAL+TRD template definition •  2D ECAL + TRD template fit

F. Nozzoli

Page 20: (e +e ) Analysis: Status Report · (e++e-) Analysis: Status Report ... (pure sample selection, template definition, E/R efficiency,…) • Released in mid-Jan, ntuples have to be

Valerio Vagelli

MC-­‐free  signal  iden7fica7on!MC FREE approach for 2D ECAL+TRD template definition •  2D ECAL + TRD template fit

F. Nozzoli

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Valerio Vagelli

MC-­‐free  signal  iden7fica7on!

•  Data-driven measurement up to 1.5 TeV possible •  Observation of “break” @ 1 TeV •  Systematics check

Energy (GeV)100 1000

-1 )-2

s s

r GeV

2 (m3 E×

Flux

50

100

150

200

DAMPE CALET FERMI AMS02

AMS Data-Driven

PRELIMINARY May 2011 – Dec 2016

F. Nozzoli F. Nozzoli

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Valerio Vagelli

New  Tracker  reconstruc7on !

Page 23: (e +e ) Analysis: Status Report · (e++e-) Analysis: Status Report ... (pure sample selection, template definition, E/R efficiency,…) • Released in mid-Jan, ntuples have to be

Valerio Vagelli

New  Tracker  reconstruc7on !

Carbon Electrons ~0.2

•  Relevant improvement in rigidity resolution for e+/- (Bremmstrahlung) •  Fundamental for separate e+/- and PF measurements •  May provide improvements also for (e++e-) analysis (pure sample selection,

template definition, E/R efficiency,…) •  Released in mid-Jan, ntuples have to be reprocessed to include the new fit algo

Rigidity resolution Q. Yan

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Valerio Vagelli

Outlook !•  Processing of ntuples with recent ECAL reconstruction just finished.

•  Will reprocess the “pass4 – TRD template fit” analysis up to 1 TeV. No sensitivity expected to extend the measurement above 1 TeV.

•  2D ECAL+TRD analysis almost finalized, just be processed over the latest data

•  Normalization of the flux (acceptance + corrections) have to be updated based on the new MC.

•  Further improvement in reconstruction may turn out to be useful. They will be included in the future production of ntuples.