Status of Reconstruction in CBM Volker Friese GSI Darmstadt 4th International Workshop for Future...
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![Page 1: Status of Reconstruction in CBM Volker Friese GSI Darmstadt 4th International Workshop for Future Challenges in Tracking and Trigger Concepts 28 November.](https://reader035.fdocuments.in/reader035/viewer/2022062517/56649f2c5503460f94c47586/html5/thumbnails/1.jpg)
Status of Reconstruction in CBM
Volker FrieseGSI Darmstadt
4th International Workshop for Future Challenges in Tracking and Trigger Concepts28 November 2012, CERN, Geneva
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Reminder: experimental setup
Tracking Workshop, CERN, 28 November 2012V. Friese 2
RICH
TRD
TOFECAL
PSD
Electron + Hadron setup
STS+MVD
Measurement of hadrons (including open charm) and electrons
Core tracker: STS (silicon strip detectors)
Micro-vertex detector for precision measurement of displaced vertices
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Reminder: experimental setup
Tracking Workshop, CERN, 28 November 2012V. Friese 3
absorber + detectors
Muon setup
STS+MVD
Measurement of muons (low-mass and charmonia) in active absorber system
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CBM Project Status
• Approved experiment at FAIR• Detector design consolidated• Prototypes of all sub-systems tested in beam• FAIR construction started• Installation and commissioning 2017• First operation 2018
Tracking Workshop, CERN, 28 November 2012V. Friese 4
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CBM: What‘s Peculiar
• Heavy-ion collisions at very high interaction rates (up to 10 MHz)
• No hardware trigger• Free-streaming data; no a-priori event association• Online reduction of raw data by a factor of up to
1,000• Fast online reconstruction and analysis is
indispensable
Tracking Workshop, CERN, 28 November 2012V. Friese 5
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Tasks for Online Reconstruction
• Track reconstruction in STS– Cellular Automaton
• Track reconstruction in TRD– Track following– Cellular Automaton
• Ring finding in RICH– Hough transform– Elastic Net
• Matching RICH ring, TOF hit and ECAL cluster to tracks– by proximity
• Analysis of trigger signatures and data selection– see presentation by I. Vassiliev (Friday morning)
Tracking Workshop, CERN, 28 November 2012V. Friese 6
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Track Finding in STS
Tracking Workshop, CERN, 28 November 2012V. Friese 7
CA approach established over years of development
reconstruction time on ms level
see presentations by I. Kulakov and V. Akishina (tomorrow afternoon)
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Tracking in the muon detector
Tracking Workshop, CERN, 28 November 2012V. Friese 8
„Active absorber“ system: absorbers are interlayed with 6x3 detector layers
Tracks from STS are used as seeds
Track following with Kalman Filter
Propagation with 4th order Runge-Kutta
Hit association: nearest neighbour / branching / weighting
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Tracking in the TRD
Tracking Workshop, CERN, 28 November 2012V. Friese 9
10 - 12 identical layers
Track finding similar to tracking in the muon detector (track following + Kalman Filter)
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Tracking Workshop, CERN, 28 November 2012V. Friese 10
Reconstruction of RICH rings
HoughHoughTransformTransform
Ring finding by localised Hough Transform (pre-selection of hits)
Ellipse ring fitterRejection of fake rings by quality criteria (ANN)
number of hits on ring, χ2, largest angle half axes, rotation angle
Efficiency 92 %, fake rings 3.5 / event
UrQMD, central Au+Au @ 25 AGeV + 5 e+ + 5 e-
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Status CBM Online Reconstruction
• All algorithms optimised w.r.t speed and parallelised• Not many changes since last workshop in February 2012
Open issues:• Reconstruction starts with space points. How to arrive there
from raw data?• Implementation on which hardware?
– CPU / GPU? – GPU: ATI / NVIDIA? – language: OpenCL / CUDA?
• Implementation of fast software triggers?
Tracking Workshop, CERN, 28 November 2012V. Friese 11
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Trigger Signatures
• Signatures vary qualitatively:– local and simple: J/ψ->μ+μ- – non-local and simple: J/ψ -> e+e-
– non-local and complex: D,Ω->charged hadrons
• For maximal interaction rate, reconstruction in STS is always required (momentum information), but not necessarily of all tracks in STS
• Trigger architecture must enable– variety of trigger patterns (J/ψ: 1% of data, D mesons: 50% of data)– multiple triggers at a time– multiple trigger steps with subsequent data reduction
Tracking Workshop, CERN, 28 November 2012V. Friese 12
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Trigger in the Muon System
Tracking Workshop, CERN, 28 November 2012V. Friese 13
Signature: Two main-vertex tracks after the last absorber
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MUCH Trigger Implementation in CUDA
Tracking Workshop, CERN, 28 November 2012V. Friese 14
Fit triplet by straight line and extrapolate backwards to target
Implemented in CUDA and tested on NVIDIA Tesla
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Towards Online Data Processing
Online Data ProcessingOnline Data Processing1 TB/s
CBM FEE
1 GB/s
Mass Storage
Tracking Workshop, CERN, 28 November 2012 15V. Friese
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Online Data Flow
Tracking Workshop, CERN, 28 November 2012 16V. Friese
FPGA (DPB, FLIB): Data aggregation, pre-processing (e.g., cluster finding), time slice building
CPU/GPU (FLES): (Partial) event reconstruction, data selection
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Data Formats
Tracking Workshop, CERN, 28 November 2012V. Friese 17
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Some Way Yet To Go
Tracking Workshop, CERN, 28 November 2012V. Friese 18
• Data processing on a FLES computing node is only one part of a complex online system
• The input to a computing node will be a „timeslice“ data container, with the raw data of all detectors within a given time interval
• Track reconstruction is only one part of the problem:– data preparation (creation of space points from raw data)– event association
Enough of work for the years to come!