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
http://www.SHUTTERSTOCK.COM/WHITEMOCCA
IEEE Circuits and Systems Magazine - Q2 2021
Table of Contents for the Digital Edition of IEEE Circuits and Systems Magazine - Q2 2021
Contents
IEEE Circuits and Systems Magazine - Q2 2021 - Cover1
IEEE Circuits and Systems Magazine - Q2 2021 - Cover2
IEEE Circuits and Systems Magazine - Q2 2021 - Contents
IEEE Circuits and Systems Magazine - Q2 2021 - 2
IEEE Circuits and Systems Magazine - Q2 2021 - 3
IEEE Circuits and Systems Magazine - Q2 2021 - 4
IEEE Circuits and Systems Magazine - Q2 2021 - 5
IEEE Circuits and Systems Magazine - Q2 2021 - 6
IEEE Circuits and Systems Magazine - Q2 2021 - 7
IEEE Circuits and Systems Magazine - Q2 2021 - 8
IEEE Circuits and Systems Magazine - Q2 2021 - 9
IEEE Circuits and Systems Magazine - Q2 2021 - 10
IEEE Circuits and Systems Magazine - Q2 2021 - 11
IEEE Circuits and Systems Magazine - Q2 2021 - 12
IEEE Circuits and Systems Magazine - Q2 2021 - 13
IEEE Circuits and Systems Magazine - Q2 2021 - 14
IEEE Circuits and Systems Magazine - Q2 2021 - 15
IEEE Circuits and Systems Magazine - Q2 2021 - 16
IEEE Circuits and Systems Magazine - Q2 2021 - 17
IEEE Circuits and Systems Magazine - Q2 2021 - 18
IEEE Circuits and Systems Magazine - Q2 2021 - 19
IEEE Circuits and Systems Magazine - Q2 2021 - 20
IEEE Circuits and Systems Magazine - Q2 2021 - 21
IEEE Circuits and Systems Magazine - Q2 2021 - 22
IEEE Circuits and Systems Magazine - Q2 2021 - 23
IEEE Circuits and Systems Magazine - Q2 2021 - 24
IEEE Circuits and Systems Magazine - Q2 2021 - 25
IEEE Circuits and Systems Magazine - Q2 2021 - 26
IEEE Circuits and Systems Magazine - Q2 2021 - 27
IEEE Circuits and Systems Magazine - Q2 2021 - 28
IEEE Circuits and Systems Magazine - Q2 2021 - 29
IEEE Circuits and Systems Magazine - Q2 2021 - 30
IEEE Circuits and Systems Magazine - Q2 2021 - 31
IEEE Circuits and Systems Magazine - Q2 2021 - 32
IEEE Circuits and Systems Magazine - Q2 2021 - 33
IEEE Circuits and Systems Magazine - Q2 2021 - 34
IEEE Circuits and Systems Magazine - Q2 2021 - 35
IEEE Circuits and Systems Magazine - Q2 2021 - 36
IEEE Circuits and Systems Magazine - Q2 2021 - 37
IEEE Circuits and Systems Magazine - Q2 2021 - 38
IEEE Circuits and Systems Magazine - Q2 2021 - 39
IEEE Circuits and Systems Magazine - Q2 2021 - 40
IEEE Circuits and Systems Magazine - Q2 2021 - 41
IEEE Circuits and Systems Magazine - Q2 2021 - 42
IEEE Circuits and Systems Magazine - Q2 2021 - 43
IEEE Circuits and Systems Magazine - Q2 2021 - 44
IEEE Circuits and Systems Magazine - Q2 2021 - 45
IEEE Circuits and Systems Magazine - Q2 2021 - 46
IEEE Circuits and Systems Magazine - Q2 2021 - 47
IEEE Circuits and Systems Magazine - Q2 2021 - 48
IEEE Circuits and Systems Magazine - Q2 2021 - 49
IEEE Circuits and Systems Magazine - Q2 2021 - 50
IEEE Circuits and Systems Magazine - Q2 2021 - 51
IEEE Circuits and Systems Magazine - Q2 2021 - 52
IEEE Circuits and Systems Magazine - Q2 2021 - 53
IEEE Circuits and Systems Magazine - Q2 2021 - 54
IEEE Circuits and Systems Magazine - Q2 2021 - 55
IEEE Circuits and Systems Magazine - Q2 2021 - 56
IEEE Circuits and Systems Magazine - Q2 2021 - 57
IEEE Circuits and Systems Magazine - Q2 2021 - 58
IEEE Circuits and Systems Magazine - Q2 2021 - 59
IEEE Circuits and Systems Magazine - Q2 2021 - 60
IEEE Circuits and Systems Magazine - Q2 2021 - 61
IEEE Circuits and Systems Magazine - Q2 2021 - 62
IEEE Circuits and Systems Magazine - Q2 2021 - 63
IEEE Circuits and Systems Magazine - Q2 2021 - 64
IEEE Circuits and Systems Magazine - Q2 2021 - 65
IEEE Circuits and Systems Magazine - Q2 2021 - 66
IEEE Circuits and Systems Magazine - Q2 2021 - 67
IEEE Circuits and Systems Magazine - Q2 2021 - 68
IEEE Circuits and Systems Magazine - Q2 2021 - 69
IEEE Circuits and Systems Magazine - Q2 2021 - 70
IEEE Circuits and Systems Magazine - Q2 2021 - 71
IEEE Circuits and Systems Magazine - Q2 2021 - 72
IEEE Circuits and Systems Magazine - Q2 2021 - 73
IEEE Circuits and Systems Magazine - Q2 2021 - 74
IEEE Circuits and Systems Magazine - Q2 2021 - 75
IEEE Circuits and Systems Magazine - Q2 2021 - 76
IEEE Circuits and Systems Magazine - Q2 2021 - 77
IEEE Circuits and Systems Magazine - Q2 2021 - 78
IEEE Circuits and Systems Magazine - Q2 2021 - 79
IEEE Circuits and Systems Magazine - Q2 2021 - 80
IEEE Circuits and Systems Magazine - Q2 2021 - 81
IEEE Circuits and Systems Magazine - Q2 2021 - 82
IEEE Circuits and Systems Magazine - Q2 2021 - 83
IEEE Circuits and Systems Magazine - Q2 2021 - 84
IEEE Circuits and Systems Magazine - Q2 2021 - 85
IEEE Circuits and Systems Magazine - Q2 2021 - 86
IEEE Circuits and Systems Magazine - Q2 2021 - 87
IEEE Circuits and Systems Magazine - Q2 2021 - 88
IEEE Circuits and Systems Magazine - Q2 2021 - 89
IEEE Circuits and Systems Magazine - Q2 2021 - 90
IEEE Circuits and Systems Magazine - Q2 2021 - 91
IEEE Circuits and Systems Magazine - Q2 2021 - 92
IEEE Circuits and Systems Magazine - Q2 2021 - 93
IEEE Circuits and Systems Magazine - Q2 2021 - 94
IEEE Circuits and Systems Magazine - Q2 2021 - 95
IEEE Circuits and Systems Magazine - Q2 2021 - 96
IEEE Circuits and Systems Magazine - Q2 2021 - 97
IEEE Circuits and Systems Magazine - Q2 2021 - 98
IEEE Circuits and Systems Magazine - Q2 2021 - 99
IEEE Circuits and Systems Magazine - Q2 2021 - 100
IEEE Circuits and Systems Magazine - Q2 2021 - 101
IEEE Circuits and Systems Magazine - Q2 2021 - 102
IEEE Circuits and Systems Magazine - Q2 2021 - 103
IEEE Circuits and Systems Magazine - Q2 2021 - 104
IEEE Circuits and Systems Magazine - Q2 2021 - 105
IEEE Circuits and Systems Magazine - Q2 2021 - 106
IEEE Circuits and Systems Magazine - Q2 2021 - 107
IEEE Circuits and Systems Magazine - Q2 2021 - 108
IEEE Circuits and Systems Magazine - Q2 2021 - 109
IEEE Circuits and Systems Magazine - Q2 2021 - 110
IEEE Circuits and Systems Magazine - Q2 2021 - 111
IEEE Circuits and Systems Magazine - Q2 2021 - 112
IEEE Circuits and Systems Magazine - Q2 2021 - 113
IEEE Circuits and Systems Magazine - Q2 2021 - 114
IEEE Circuits and Systems Magazine - Q2 2021 - 115
IEEE Circuits and Systems Magazine - Q2 2021 - 116
IEEE Circuits and Systems Magazine - Q2 2021 - 117
IEEE Circuits and Systems Magazine - Q2 2021 - 118
IEEE Circuits and Systems Magazine - Q2 2021 - 119
IEEE Circuits and Systems Magazine - Q2 2021 - 120
IEEE Circuits and Systems Magazine - Q2 2021 - 121
IEEE Circuits and Systems Magazine - Q2 2021 - 122
IEEE Circuits and Systems Magazine - Q2 2021 - 123
IEEE Circuits and Systems Magazine - Q2 2021 - 124
IEEE Circuits and Systems Magazine - Q2 2021 - 125
IEEE Circuits and Systems Magazine - Q2 2021 - 126
IEEE Circuits and Systems Magazine - Q2 2021 - 127
IEEE Circuits and Systems Magazine - Q2 2021 - 128
IEEE Circuits and Systems Magazine - Q2 2021 - Cover3
IEEE Circuits and Systems Magazine - Q2 2021 - Cover4
https://www.nxtbook.com/nxtbooks/ieee/circuitsandsystems_2023Q3
https://www.nxtbook.com/nxtbooks/ieee/circuitsandsystems_2023Q2
https://www.nxtbook.com/nxtbooks/ieee/circuitsandsystems_2023Q1
https://www.nxtbook.com/nxtbooks/ieee/circuitsandsystems_2022Q4
https://www.nxtbook.com/nxtbooks/ieee/circuitsandsystems_2022Q3
https://www.nxtbook.com/nxtbooks/ieee/circuitsandsystems_2022Q2
https://www.nxtbook.com/nxtbooks/ieee/circuitsandsystems_2022Q1
https://www.nxtbook.com/nxtbooks/ieee/circuitsandsystems_2021Q4
https://www.nxtbook.com/nxtbooks/ieee/circuitsandsystems_2021q3
https://www.nxtbook.com/nxtbooks/ieee/circuitsandsystems_2021q2
https://www.nxtbook.com/nxtbooks/ieee/circuitsandsystems_2021q1
https://www.nxtbook.com/nxtbooks/ieee/circuitsandsystems_2020q4
https://www.nxtbook.com/nxtbooks/ieee/circuitsandsystems_2020q3
https://www.nxtbook.com/nxtbooks/ieee/circuitsandsystems_2020q2
https://www.nxtbook.com/nxtbooks/ieee/circuitsandsystems_2020q1
https://www.nxtbook.com/nxtbooks/ieee/circuitsandsystems_2019q4
https://www.nxtbook.com/nxtbooks/ieee/circuitsandsystems_2019q3
https://www.nxtbook.com/nxtbooks/ieee/circuitsandsystems_2019q2
https://www.nxtbook.com/nxtbooks/ieee/circuitsandsystems_2019q1
https://www.nxtbook.com/nxtbooks/ieee/circuitsandsystems_2018q4
https://www.nxtbook.com/nxtbooks/ieee/circuitsandsystems_2018q3
https://www.nxtbook.com/nxtbooks/ieee/circuitsandsystems_2018q2
https://www.nxtbook.com/nxtbooks/ieee/circuitsandsystems_2018q1
https://www.nxtbookmedia.com