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Helix Kalman fjleter for 3DST-S Guang Yang 05/10/19 3DST weekly - - PowerPoint PPT Presentation
Helix Kalman fjleter for 3DST-S Guang Yang 05/10/19 3DST weekly - - PowerPoint PPT Presentation
Helix Kalman fjleter for 3DST-S Guang Yang 05/10/19 3DST weekly 1 / 11 Motivation We need a way to evaluate magnetic fjeld requirement. We used to have a kalman fjlter with projectile motion inside 3DST, which provides > 90%
05/10/19 3DST weekly 2 / 11
Motivation
- We need a way to evaluate magnetic fjeld
requirement.
- We used to have a kalman fjlter with projectile
motion inside 3DST, which provides > 90% charge ID across muon energy range 0-3.5 GeV.
- A new one with helix motion has been done.
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Kalman fjlter
- Principle: Update the predicted state vector at a site,
using all measurements up to this site using “kalman gain”
- Needed components:
- state vector: describe the particle at a site
- propagator: describe the motion
- measurement vector: describe the particle in detector
coordinate
- Mapping between detector
coordinate and state vector
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Helix motion state vector
- Five parameters describe the helical motion.
http://www-jlc.kek.jp/subg/offl/kaltest/doc/ReferenceManual.pdf
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Measurement vector and mapping
- Detector coordinate : x, y , z
- No energy deposit information used
http://www-jlc.kek.jp/subg/offl/kaltest/doc/ReferenceManual.pdf
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Performance with displays
Decay can be traced Contained muon Initial state was arbitrarily assigned so needs a little time to follow the track 1.5 T magnetic field
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Performance with displays
Another contained muon 1.5 T magnetic field
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Performance with displays
Zoom in the beginning Follow the sharp turn 1.5 T magnetic field
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Performance with displays
Perfectly follow all structure 1.5 T magnetic field
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Performance with displays
Some events may take longer to follow 1.5 T magnetic field
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Next steps
- The helix fjlter is ready.
- Need a little more time do provide performance plots.
- Plan to do performance evaluation for 3DST + TPC