IEEE Circuits and Systems Magazine - Q2 2021 - 30

Feature
FPGA Acceleration for Big
Data Analytics: Challenges
and Opportunities
Joost Hoozemans, Johan Peltenburg, Fabian Nonnenmacher,
Ákos Hadnagy, Zaid Al-Ars, and H. Peter Hofstee
©SHUTTERSTOCK.COM/WHITEMOCCA
Abstract
The big data revolution has ushered an era with ever increasing
volumes and complexity of data requiring ever faster computaDigital
Object Identifier 10.1109/MCAS.2021.3071608
Date of current version: 24 May 2021
30
IEEE CIRCUITS AND SYSTEMS MAGAZINE
tional analysis. During this very same era, CPU performance
growth has been stagnating, pushing the industry to either scale
their computation horizontally using multiple nodes in datacenters,
or to scale vertically using heterogeneous components to
reduce compute time. However, networking and storage continue
to provide both higher throughput and lower latency, which
allows for leveraging heterogeneous components, deployed in
1531-636X/21©2021IEEE
SECOND QUARTER 2021

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IEEE Circuits and Systems Magazine - Q2 2021

Table of Contents for the Digital Edition of IEEE Circuits and Systems Magazine - Q2 2021

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