001     1047703
005     20251119095536.0
037 _ _ |a FZJ-2025-04469
041 _ _ |a English
100 1 _ |a Bekman, Ilja
|0 P:(DE-Juel1)171927
|b 0
|e Corresponding author
|u fzj
111 2 _ |a Topical Workshop on Electronics for Particle Physics 2025
|g TWEPP 2025
|c Rethymno
|d 2025-10-06 - 2025-10-10
|w Greece
245 _ _ |a FPGA-Based Real-Time Waveform Classification and Reduction in Particle Detectors
260 _ _ |c 2025
336 7 _ |a Conference Paper
|0 33
|2 EndNote
336 7 _ |a Other
|2 DataCite
336 7 _ |a INPROCEEDINGS
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336 7 _ |a conferenceObject
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336 7 _ |a LECTURE_SPEECH
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336 7 _ |a Conference Presentation
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520 _ _ |a The SHiP SBT self-triggered readout will process SiPM sum signals sampled at 800 MSPS and 12 bit resolution to extract calorimetric particle hit information. A waveform classification is being deployed on the readout FPGA to reduce the volume of transmitted data.The classification divides events into expected signal, expected noise or containing unexpected features applying different degrees of compression.In this study, we consider LUT-based neural-networks and address challenges of NN layout, footprint and performance. Preliminary planning indicates significant data reduction, easing constraints on infrastructure.
536 _ _ |a 5234 - Emerging NC Architectures (POF4-523)
|0 G:(DE-HGF)POF4-5234
|c POF4-523
|f POF IV
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700 1 _ |a Eguzo, Chimezie Vincent
|0 P:(DE-Juel1)180232
|b 1
|u fzj
856 4 _ |u https://indico.cern.ch/event/1502285/contributions/6554519/
856 4 _ |u https://juser.fz-juelich.de/record/1047703/files/2025-10-09_FPGA-Classification__Bekman.pdf
|y Restricted
910 1 _ |a Forschungszentrum Jülich
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|6 P:(DE-Juel1)171927
910 1 _ |a Forschungszentrum Jülich
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913 1 _ |a DE-HGF
|b Key Technologies
|l Natural, Artificial and Cognitive Information Processing
|1 G:(DE-HGF)POF4-520
|0 G:(DE-HGF)POF4-523
|3 G:(DE-HGF)POF4
|2 G:(DE-HGF)POF4-500
|4 G:(DE-HGF)POF
|v Neuromorphic Computing and Network Dynamics
|9 G:(DE-HGF)POF4-5234
|x 0
914 1 _ |y 2025
920 _ _ |l yes
920 1 _ |0 I:(DE-Juel1)PGI-4-20110106
|k PGI-4
|l Integrated Computing Architectures
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980 _ _ |a conf
980 _ _ |a EDITORS
980 _ _ |a VDBINPRINT
980 _ _ |a I:(DE-Juel1)PGI-4-20110106
980 _ _ |a UNRESTRICTED


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