IEEE Power & Energy Magazine - May/June 2022 - 32
By Spyros Chatzivasileiadis,
Andreas Venzke,
Jochen Stiasny,
and Georgios Misyris
©SHUTTERSTOCK.COM/ANDREY SUSLOV
Machine Learning
in Power Systems
Is It Time
to Trust It?
W
Digital Object Identifier 10.1109/MPE.2022.3150810
Date of current version: 19 April 2022
32
ieeepower & energy magazine
1540-7977/22©2022IEEE
WE EXPERIENCE THE POWER OF MACHINE LEARNING
(ML) in our everyday lives-be it picture and speech recognition,
customized suggestions by virtual assistants, or just
unlocking our phones. Its underlying mathematical principles
have been applied since the middle of the last century
in what is known as statistical learning. However, the enormous
increase in computational power, even in devices as
small as a smartphone, has enabled significant advances and
wide adoption of ML in nearly every part of our lives and the
scientific world.
Still, despite the large body of academic literature on ML
approaches for power system operation during the past 30 years,
there is only an extremely limited set of approaches that has
found application in practice. From them, the vast majority is
related to load forecasting, such as the Artificial Neural Net
may/june 2022
http://www.SHUTTERSTOCK.COM/ANDREY
IEEE Power & Energy Magazine - May/June 2022
Table of Contents for the Digital Edition of IEEE Power & Energy Magazine - May/June 2022
Contents
IEEE Power & Energy Magazine - May/June 2022 - Cover1
IEEE Power & Energy Magazine - May/June 2022 - Cover2
IEEE Power & Energy Magazine - May/June 2022 - Contents
IEEE Power & Energy Magazine - May/June 2022 - 2
IEEE Power & Energy Magazine - May/June 2022 - 3
IEEE Power & Energy Magazine - May/June 2022 - 4
IEEE Power & Energy Magazine - May/June 2022 - 5
IEEE Power & Energy Magazine - May/June 2022 - 6
IEEE Power & Energy Magazine - May/June 2022 - 7
IEEE Power & Energy Magazine - May/June 2022 - 8
IEEE Power & Energy Magazine - May/June 2022 - 9
IEEE Power & Energy Magazine - May/June 2022 - 10
IEEE Power & Energy Magazine - May/June 2022 - 11
IEEE Power & Energy Magazine - May/June 2022 - 12
IEEE Power & Energy Magazine - May/June 2022 - 13
IEEE Power & Energy Magazine - May/June 2022 - 14
IEEE Power & Energy Magazine - May/June 2022 - 15
IEEE Power & Energy Magazine - May/June 2022 - 16
IEEE Power & Energy Magazine - May/June 2022 - 17
IEEE Power & Energy Magazine - May/June 2022 - 18
IEEE Power & Energy Magazine - May/June 2022 - 19
IEEE Power & Energy Magazine - May/June 2022 - 20
IEEE Power & Energy Magazine - May/June 2022 - 21
IEEE Power & Energy Magazine - May/June 2022 - 22
IEEE Power & Energy Magazine - May/June 2022 - 23
IEEE Power & Energy Magazine - May/June 2022 - 24
IEEE Power & Energy Magazine - May/June 2022 - 25
IEEE Power & Energy Magazine - May/June 2022 - 26
IEEE Power & Energy Magazine - May/June 2022 - 27
IEEE Power & Energy Magazine - May/June 2022 - 28
IEEE Power & Energy Magazine - May/June 2022 - 29
IEEE Power & Energy Magazine - May/June 2022 - 30
IEEE Power & Energy Magazine - May/June 2022 - 31
IEEE Power & Energy Magazine - May/June 2022 - 32
IEEE Power & Energy Magazine - May/June 2022 - 33
IEEE Power & Energy Magazine - May/June 2022 - 34
IEEE Power & Energy Magazine - May/June 2022 - 35
IEEE Power & Energy Magazine - May/June 2022 - 36
IEEE Power & Energy Magazine - May/June 2022 - 37
IEEE Power & Energy Magazine - May/June 2022 - 38
IEEE Power & Energy Magazine - May/June 2022 - 39
IEEE Power & Energy Magazine - May/June 2022 - 40
IEEE Power & Energy Magazine - May/June 2022 - 41
IEEE Power & Energy Magazine - May/June 2022 - 42
IEEE Power & Energy Magazine - May/June 2022 - 43
IEEE Power & Energy Magazine - May/June 2022 - 44
IEEE Power & Energy Magazine - May/June 2022 - 45
IEEE Power & Energy Magazine - May/June 2022 - 46
IEEE Power & Energy Magazine - May/June 2022 - 47
IEEE Power & Energy Magazine - May/June 2022 - 48
IEEE Power & Energy Magazine - May/June 2022 - 49
IEEE Power & Energy Magazine - May/June 2022 - 50
IEEE Power & Energy Magazine - May/June 2022 - 51
IEEE Power & Energy Magazine - May/June 2022 - 52
IEEE Power & Energy Magazine - May/June 2022 - 53
IEEE Power & Energy Magazine - May/June 2022 - 54
IEEE Power & Energy Magazine - May/June 2022 - 55
IEEE Power & Energy Magazine - May/June 2022 - 56
IEEE Power & Energy Magazine - May/June 2022 - 57
IEEE Power & Energy Magazine - May/June 2022 - 58
IEEE Power & Energy Magazine - May/June 2022 - 59
IEEE Power & Energy Magazine - May/June 2022 - 60
IEEE Power & Energy Magazine - May/June 2022 - 61
IEEE Power & Energy Magazine - May/June 2022 - 62
IEEE Power & Energy Magazine - May/June 2022 - 63
IEEE Power & Energy Magazine - May/June 2022 - 64
IEEE Power & Energy Magazine - May/June 2022 - 65
IEEE Power & Energy Magazine - May/June 2022 - 66
IEEE Power & Energy Magazine - May/June 2022 - 67
IEEE Power & Energy Magazine - May/June 2022 - 68
IEEE Power & Energy Magazine - May/June 2022 - 69
IEEE Power & Energy Magazine - May/June 2022 - 70
IEEE Power & Energy Magazine - May/June 2022 - 71
IEEE Power & Energy Magazine - May/June 2022 - 72
IEEE Power & Energy Magazine - May/June 2022 - 73
IEEE Power & Energy Magazine - May/June 2022 - 74
IEEE Power & Energy Magazine - May/June 2022 - 75
IEEE Power & Energy Magazine - May/June 2022 - 76
IEEE Power & Energy Magazine - May/June 2022 - 77
IEEE Power & Energy Magazine - May/June 2022 - 78
IEEE Power & Energy Magazine - May/June 2022 - 79
IEEE Power & Energy Magazine - May/June 2022 - 80
IEEE Power & Energy Magazine - May/June 2022 - 81
IEEE Power & Energy Magazine - May/June 2022 - 82
IEEE Power & Energy Magazine - May/June 2022 - 83
IEEE Power & Energy Magazine - May/June 2022 - 84
IEEE Power & Energy Magazine - May/June 2022 - 85
IEEE Power & Energy Magazine - May/June 2022 - 86
IEEE Power & Energy Magazine - May/June 2022 - 87
IEEE Power & Energy Magazine - May/June 2022 - 88
IEEE Power & Energy Magazine - May/June 2022 - 89
IEEE Power & Energy Magazine - May/June 2022 - 90
IEEE Power & Energy Magazine - May/June 2022 - 91
IEEE Power & Energy Magazine - May/June 2022 - 92
IEEE Power & Energy Magazine - May/June 2022 - Cover3
IEEE Power & Energy Magazine - May/June 2022 - Cover4
https://www.nxtbook.com/nxtbooks/pes/powerenergy_gridedge_2023
https://www.nxtbook.com/nxtbooks/pes/powerenergy_050622
https://www.nxtbook.com/nxtbooks/pes/powerenergy_030422
https://www.nxtbook.com/nxtbooks/pes/powerenergy_010222
https://www.nxtbook.com/nxtbooks/pes/powerenergy_111221
https://www.nxtbook.com/nxtbooks/pes/powerenergy_091021
https://www.nxtbook.com/nxtbooks/pes/powerenergy_070821
https://www.nxtbook.com/nxtbooks/pes/powerenergy_050621
https://www.nxtbook.com/nxtbooks/pes/powerenergy_030421
https://www.nxtbook.com/nxtbooks/pes/powerenergy_010221
https://www.nxtbook.com/nxtbooks/pes/powerenergy_111220
https://www.nxtbookmedia.com