Performance Estimation and Prototyping of Reconfigurable Near-Memory Computing Systems

Publikation: Beitrag in Buch/Konferenzbericht/Sammelband/GutachtenBeitrag in KonferenzbandBeigetragenBegutachtung

Beitragende

Abstract

The concept of near-memory computing (NMC) has emerged as a promising solution to address the memory wall challenges faced by future computing architectures. By utilizing modern systems that integrate 3D-stacked DRAM memory, the NMC paradigm minimizes unnecessary data movement between the memory subsystem and the CPU. FPGA vendors have incorporated 3D-stacked memories into their products to meet the increasing bandwidth requirements of memory-intensive applications, enabling FPGAs to compete with GPU solutions in terms of speed and energy efficiency. Recent NMC proposals focus on different data processing workloads, including graph processing and machine learning. This work addresses the research questions of how to leverage the full bandwidth of 3D-stacked high-bandwidth memory and how to facilitate the adoption of the near-memory computing paradigm.

Details

OriginalspracheEnglisch
TitelProceedings - 2023 33rd International Conference on Field-Programmable Logic and Applications, FPL 2023
Redakteure/-innenNele Mentens, Nele Mentens, Leonel Sousa, Pedro Trancoso, Nikela Papadopoulou, Ioannis Sourdis
Herausgeber (Verlag)Institute of Electrical and Electronics Engineers Inc.
Seiten357-358
Seitenumfang2
ISBN (elektronisch)979-8-3503-4151-5
PublikationsstatusVeröffentlicht - 2023
Peer-Review-StatusJa

Publikationsreihe

ReiheProceedings - 2023 33rd International Conference on Field-Programmable Logic and Applications, FPL 2023

Konferenz

Titel33rd International Conference on Field-Programmable Logic and Applications
KurztitelFPL 2023
Veranstaltungsnummer33
Dauer4 - 8 September 2023
Webseite
OrtChalmers Conference Center
StadtGothenburg
LandSchweden

Externe IDs

ORCID /0000-0003-2571-8441/work/159607567

Schlagworte

Ziele für nachhaltige Entwicklung

ASJC Scopus Sachgebiete

Schlagwörter

  • High bandwidth memories, Near memory Computing, Parallel Architectures, Prediction