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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 Fields Playa del Carmen November 5, 2002 H. Salazar FCFM-BUAP
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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
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THE MEXICAN GROUP R. López
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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
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Participants R. López
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Students Graduated R. López ~6 refereed papers, ~60 in proceedings and ~200 talks for general public
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Activities in Mexico Water Cherenkov detectors in Puebla and Morelia (ICFA Instrumentation Center), Calibration, Schmidt Optics, Simulation, Theory, Data Analysis.
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Industry R.López Rotomolded Polyethylene Tanks
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Use low energy showers to study -EM separation Look here To understand over there
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1.54 m diameter, 1.2 m water, 1 8” PMT, tyvek 1/5 in volume of an Auger WCD
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2GS/s vs 40MS/s ns for Auger
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Stopping muon at 0.1 VEM Decay electron at 0.18 VEM Crossing muon at 1 VEM Alcaraz et al., NIM 2000
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Measure Charge, Amplitude,T10-50,T10-90 with good precision
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LabView based DAS
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Three types of triggers Vertical muons
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~74 pe
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Arbitrary muons Threshold of 30mV
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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
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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
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No PMT Glass Cherenkov signal
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With PMT Glass Cherenkov signal
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Stopping muons and eletrons Charge Distributions for Crossing and stopping muons around 1 and.12VEM
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No PMT Glass Cherenkov signal
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With PMT Glass Cherenkov signal
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Stopping muons and eletrons
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Stopping muons and eletrons Single Muons
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Stopping muons and elctrons Single Muons Separation of individual Muons and Stopping muons or electrons possible
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Stopping muon or electron Q~0.12 VEM T12~3ns Isolated Muon Q~1 VEM T12~12 ns Shower Q>7 VEM T12>15ns
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Data trace Q=7.8 VEM 8 muons 15 ns 4 muons, 15ns 33 “electrons” 25 ns 66 “electrons” 25 ns
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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
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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)
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Training and Clasification Results for Two Classes 8 4 33 e Data 8 65%39%68% 4 33 e 35%61%32%
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Training and Clasification Results for Two Classes 8 0 66 e Data 8 65%33%78% 0 66 e 35%67%22%
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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%
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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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