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“Separation of cosmic-ray components in a single water Cherenkov detector" Yasser Jerónimo, Luis Villaseñor IFM-UMSNH X Mexican School of Particles and.

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Presentation on theme: "“Separation of cosmic-ray components in a single water Cherenkov detector" Yasser Jerónimo, Luis Villaseñor IFM-UMSNH X Mexican School of Particles and."— Presentation transcript:

1 “Separation of cosmic-ray components in a single water Cherenkov detector" Yasser Jerónimo, Luis Villaseñor IFM-UMSNH X Mexican School of Particles and Fields Playa del Carmen November 5, 2002 H. Salazar FCFM-BUAP

2 Contents  Celebration in Honor of Augusto and Arnulfo  Arnulfo and Auger  Motivation to study  /EM separation  Experimental setup  Data  Composition of showers with known   Use of neural networks  Conclusions

3 THE MEXICAN GROUP R. López

4 Objectives Take part in a major UHE cosmic ray project Graduate students Popularize physics of cosmic rays Motivate and involve Mexican industry in the project R.López

5 Participants R. López

6 Students Graduated R. López ~6 refereed papers, ~60 in proceedings and ~200 talks for general public

7 Activities in Mexico Water Cherenkov detectors in Puebla and Morelia (ICFA Instrumentation Center), Calibration, Schmidt Optics, Simulation, Theory, Data Analysis.

8 Industry R.López Rotomolded Polyethylene Tanks

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19 Use low energy showers to study  -EM separation Look here To understand over there

20 1.54 m diameter, 1.2 m water, 1 8” PMT, tyvek 1/5 in volume of an Auger WCD

21 2GS/s vs 40MS/s ns for Auger

22 Stopping muon at 0.1 VEM Decay electron at 0.18 VEM Crossing muon at 1 VEM Alcaraz et al., NIM 2000

23 Measure Charge, Amplitude,T10-50,T10-90 with good precision

24 LabView based DAS

25 Three types of triggers Vertical muons

26 ~74 pe

27 Arbitrary muons Threshold of 30mV

28 R muon=876 Hz R sm+e=80 Hz R shower (Q>7VEM)=1 Hz Low Charge Peak=0.12 VEM Stopping muons and eletrons Not an Artifact due to V threshold

29 Stopping muon at 0.1 VEM Decay electron at 0.18 VEM Crossing muon at 1 VEM Qpeak=0.12 VEM Stopping Muon or electron of ~30MeV

30 No PMT Glass Cherenkov signal

31 With PMT Glass Cherenkov signal

32 Stopping muons and eletrons Charge Distributions for Crossing and stopping muons around 1 and.12VEM

33 No PMT Glass Cherenkov signal

34 With PMT Glass Cherenkov signal

35 Stopping muons and eletrons

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37 Stopping muons and eletrons Single Muons

38 Stopping muons and elctrons Single Muons Separation of individual Muons and Stopping muons or electrons possible

39 Stopping muon or electron Q~0.12 VEM T12~3ns Isolated Muon Q~1 VEM T12~12 ns Shower Q>7 VEM T12>15ns

40 Data trace Q=7.8 VEM 8 muons 15 ns 4 muons, 15ns 33 “electrons” 25 ns 66 “electrons” 25 ns

41 Parameters for Data and Composed Events Data 8   e 4  33 e 0  66 e Charge (VEM) 7.9+- 0.5 8.0+- 0.55 7.9+- 0.51 8.34+- 0.4 Amplitude (V) 1.16+- 0.08 1.20+- 0.20 1.25+- 0.20 1.34+- 0.19 T10-50 (ns) 16.7+- 0.9 17.5+- 3.0 18.25+- 3.6 18.45+- 2.9 T10-90 (ns) 50.8+- 2.0 50.0+- 4.3 52.4+- 6.6 54.2+- 6.9

42 Training and Clasification Results for a Kohonen Neural Network 4 features as input (Charge, Amplitude, T 10-50, T 1090 ) 8 Neurons in first layer 4 in second layer 2 or 3 classes as output (8 , 4  + 33e, 66e)

43 Training and Clasification Results for Two Classes 8  4  33 e Data 8  65%39%68% 4  33 e 35%61%32%

44 Training and Clasification Results for Two Classes 8  0  66 e Data 8  65%33%78% 0  66 e 35%67%22%

45 Training and Clasification Results for Three Classes 8   e   e 0  66 e Data 8  56%29%33%58%   e 21%35%27%15% 0  66 e 23%36%40%27%

46 Conclusions  Clear separation of crossing muons, PMT interactions, stopping muons and showers in a single WCD  Rise time 10-50% is linear with Q/V  Neural Networks classify composed events of muons and “electrons” better than randomly  Shower data is dominated by muons  To do: use real electron pulses from  decay and other features like power spectrum distribution. Use wider Auger showers (  s  with 25 ns sampling time.

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