3 papers
cs.LG2025
Neural Network Acceleration on MPSoC board: Integrating SLAC's SNL, Rogue Software and Auto-SNL
Hamza Ezzaoui Rahali, Abhilasha Dave, Larry Ruckman +4
The LCLS-II Free Electron Laser (FEL) will generate X-ray pulses for beamline experiments at rates of up to 1~MHz, with detectors producing data throughputs exceeding 1 TB/s. Manag…
cs.LG2024
rule4ml: An Open-Source Tool for Resource Utilization and Latency Estimation for ML Models on FPGA
Mohammad Mehdi Rahimifar, Hamza Ezzaoui Rahali, Audrey C. Therrien
Implementing Machine Learning (ML) models on Field-Programmable Gate Arrays (FPGAs) is becoming increasingly popular across various domains as a low-latency and low-power solution…
cs.AR2024
HENNC: Hardware Engine for Artificial Neural Network-based Chaotic Oscillators
Mobin Vaziri, Shervin Vakili, M. Mehdi Rahimifar +1
This letter introduces a framework for the automatic generation of hardware cores for Artificial Neural Network (ANN)-based chaotic oscillators. The framework trains the model to a…