rule4ml: An open-source tool for resource utilization and latency estimation for ML models on FPGA

MM Rahimifar, H Ezzaoui Rahali… - Machine Learning …, 2025 - iopscience.iop.org
Abstract Implementing Machine Learning (ML) models on Field-Programmable Gate Arrays
(FPGAs) is becoming increasingly popular across various domains as a low-latency and low …

Accelerating data acquisition with FPGA-based edge machine learning: a case study with LCLS-II

MM Rahimifar, Q Wingering… - Machine Learning …, 2024 - iopscience.iop.org
New scientific experiments and instruments generate vast amounts of data that need to be
transferred for storage or further processing, often overwhelming traditional systems. Edge …

A Portable Tool for Spectral Analysis of Plant Leaves That Incorporates a Multichannel Detector to Enable Faster Data Capture

J Botero-Valencia, E Reyes-Vera, E Ospina-Rojas… - Instruments, 2024 - mdpi.com
In this study, a novel system was designed to enhance the efficiency of data acquisition in a
portable and compact instrument dedicated to the spectral analysis of various surfaces …

Combining optimized quantization and machine learning for real-time data reduction at the edge

B Gouin-Ferland, MM Rahimifar… - 2022 IEEE Nuclear …, 2022 - ieeexplore.ieee.org
More and more physics and light source experiments are set to surpass TB/s data rates,
which are unsustainable for data acquisition, transfer and storage systems. To keep costs …

A survey of machine learning to fpga tool-flows for instrumentation

MM Rahimifar, CÉ Granger, Q Wingering… - 2022 IEEE Nuclear …, 2022 - ieeexplore.ieee.org
In the past decade, new developments in radiation and photonic detectors have caused
significant improvements in resolution, sensitivity, readout rate and size, which all contribute …

[PDF][PDF] Traitement et compression de données en temps réel en utilisant l'intelligence artificielle pour des détecteurs à haut débit

B Gouin-Ferland - 2023 - savoirs.usherbrooke.ca
RÉSUMÉ Le SLAC National Accelerator Laboratory démarrera bientôt la prochaine
génération de lasers à électrons libres rayons X; le Linac Coherent Light Source-II (LCLS-II) …

[PDF][PDF] Machine Learning for Sub-Microsecond Edge Data Processing

R Coffee - indico.cern.ch
AS detector technologies improve, the increase in resolu-tion, number of channels and
overall size create immense bandwidth challenges for the data acquisition system, extend …