IEEE Power & Energy Magazine - May/June 2018 - 56

Electricity Consumption

Time-Series Analysis
For Power Grid

Weather
Clustering
User Information
For Customers

Economic Data

Electricity Price

Deep Learning

Feature Extraction

For Third Parties

figure 1. A framework for big data analytics in the electric power industry.

figure 2. A word cloud for big data analytics projects in
the electric power industry supported by the NSFC.

ogy funded another five-year project, "fundamental theory
of the Planning and operation of Power systems with high
Proportion of renewable energy," the first and largest phase
of which is big data analytics for energy forecasting, demand
response targeting, and net load characteristic analysis.
besides these government-funded research projects,
many power companies have also sponsored various big
data projects including data collection, integration, mining,
and forecasting. through the implementation of these projects, big data analytics in the electric power industry is moving from fundamental and applied research to field practice.
the increasing prevalence of big data technologies has been
challenging and is changing traditional power system planning and operation practices. it has also stimulated the birth
of many start-up companies.
this article introduces some recent progress in the application of big data analytics in china's electric power industry.
selected applications include demand response, renewable
integration, system operations, and equipment monitoring.
we conclude by discussing some particular opportunities
and challenges.

Demand-Side Big Data Analytics
us$3.3 million). figure 2 depicts a word cloud of these project
titles, which cover a wide range of topics within the power
industry, including energy forecasting, equipment monitoring, and renewable integration. in 2015, the Ministry of science and technology funded a five-year project, "Key technologies of big Data analytics for intelligent Distribution and
utilization." in 2017, the Ministry of science and technol56

ieee power & energy magazine

big data analytics is revolutionizing marketing practices
across various industries. the big chinese e-commerce players, such as alibaba and Jingdong, rely heavily on big data
analytics to exploit insights from customers' purchasing
and web-browsing behaviors for the purpose of customized
marketing. in addition, power grid operators and electricity retailers are attempting to analyze customers' electricity
may/june 2018



Table of Contents for the Digital Edition of IEEE Power & Energy Magazine - May/June 2018

Contents
IEEE Power & Energy Magazine - May/June 2018 - Cover1
IEEE Power & Energy Magazine - May/June 2018 - Cover2
IEEE Power & Energy Magazine - May/June 2018 - Contents
IEEE Power & Energy Magazine - May/June 2018 - 2
IEEE Power & Energy Magazine - May/June 2018 - 3
IEEE Power & Energy Magazine - May/June 2018 - 4
IEEE Power & Energy Magazine - May/June 2018 - 5
IEEE Power & Energy Magazine - May/June 2018 - 6
IEEE Power & Energy Magazine - May/June 2018 - 7
IEEE Power & Energy Magazine - May/June 2018 - 8
IEEE Power & Energy Magazine - May/June 2018 - 9
IEEE Power & Energy Magazine - May/June 2018 - 10
IEEE Power & Energy Magazine - May/June 2018 - 11
IEEE Power & Energy Magazine - May/June 2018 - 12
IEEE Power & Energy Magazine - May/June 2018 - 13
IEEE Power & Energy Magazine - May/June 2018 - 14
IEEE Power & Energy Magazine - May/June 2018 - 15
IEEE Power & Energy Magazine - May/June 2018 - 16
IEEE Power & Energy Magazine - May/June 2018 - 17
IEEE Power & Energy Magazine - May/June 2018 - 18
IEEE Power & Energy Magazine - May/June 2018 - 19
IEEE Power & Energy Magazine - May/June 2018 - 20
IEEE Power & Energy Magazine - May/June 2018 - 21
IEEE Power & Energy Magazine - May/June 2018 - 22
IEEE Power & Energy Magazine - May/June 2018 - 23
IEEE Power & Energy Magazine - May/June 2018 - 24
IEEE Power & Energy Magazine - May/June 2018 - 25
IEEE Power & Energy Magazine - May/June 2018 - 26
IEEE Power & Energy Magazine - May/June 2018 - 27
IEEE Power & Energy Magazine - May/June 2018 - 28
IEEE Power & Energy Magazine - May/June 2018 - 29
IEEE Power & Energy Magazine - May/June 2018 - 30
IEEE Power & Energy Magazine - May/June 2018 - 31
IEEE Power & Energy Magazine - May/June 2018 - 32
IEEE Power & Energy Magazine - May/June 2018 - 33
IEEE Power & Energy Magazine - May/June 2018 - 34
IEEE Power & Energy Magazine - May/June 2018 - 35
IEEE Power & Energy Magazine - May/June 2018 - 36
IEEE Power & Energy Magazine - May/June 2018 - 37
IEEE Power & Energy Magazine - May/June 2018 - 38
IEEE Power & Energy Magazine - May/June 2018 - 39
IEEE Power & Energy Magazine - May/June 2018 - 40
IEEE Power & Energy Magazine - May/June 2018 - 41
IEEE Power & Energy Magazine - May/June 2018 - 42
IEEE Power & Energy Magazine - May/June 2018 - 43
IEEE Power & Energy Magazine - May/June 2018 - 44
IEEE Power & Energy Magazine - May/June 2018 - 45
IEEE Power & Energy Magazine - May/June 2018 - 46
IEEE Power & Energy Magazine - May/June 2018 - 47
IEEE Power & Energy Magazine - May/June 2018 - 48
IEEE Power & Energy Magazine - May/June 2018 - 49
IEEE Power & Energy Magazine - May/June 2018 - 50
IEEE Power & Energy Magazine - May/June 2018 - 51
IEEE Power & Energy Magazine - May/June 2018 - 52
IEEE Power & Energy Magazine - May/June 2018 - 53
IEEE Power & Energy Magazine - May/June 2018 - 54
IEEE Power & Energy Magazine - May/June 2018 - 55
IEEE Power & Energy Magazine - May/June 2018 - 56
IEEE Power & Energy Magazine - May/June 2018 - 57
IEEE Power & Energy Magazine - May/June 2018 - 58
IEEE Power & Energy Magazine - May/June 2018 - 59
IEEE Power & Energy Magazine - May/June 2018 - 60
IEEE Power & Energy Magazine - May/June 2018 - 61
IEEE Power & Energy Magazine - May/June 2018 - 62
IEEE Power & Energy Magazine - May/June 2018 - 63
IEEE Power & Energy Magazine - May/June 2018 - 64
IEEE Power & Energy Magazine - May/June 2018 - 65
IEEE Power & Energy Magazine - May/June 2018 - 66
IEEE Power & Energy Magazine - May/June 2018 - 67
IEEE Power & Energy Magazine - May/June 2018 - 68
IEEE Power & Energy Magazine - May/June 2018 - 69
IEEE Power & Energy Magazine - May/June 2018 - 70
IEEE Power & Energy Magazine - May/June 2018 - 71
IEEE Power & Energy Magazine - May/June 2018 - 72
IEEE Power & Energy Magazine - May/June 2018 - 73
IEEE Power & Energy Magazine - May/June 2018 - 74
IEEE Power & Energy Magazine - May/June 2018 - 75
IEEE Power & Energy Magazine - May/June 2018 - 76
IEEE Power & Energy Magazine - May/June 2018 - 77
IEEE Power & Energy Magazine - May/June 2018 - 78
IEEE Power & Energy Magazine - May/June 2018 - 79
IEEE Power & Energy Magazine - May/June 2018 - 80
IEEE Power & Energy Magazine - May/June 2018 - 81
IEEE Power & Energy Magazine - May/June 2018 - 82
IEEE Power & Energy Magazine - May/June 2018 - 83
IEEE Power & Energy Magazine - May/June 2018 - 84
IEEE Power & Energy Magazine - May/June 2018 - 85
IEEE Power & Energy Magazine - May/June 2018 - 86
IEEE Power & Energy Magazine - May/June 2018 - 87
IEEE Power & Energy Magazine - May/June 2018 - 88
IEEE Power & Energy Magazine - May/June 2018 - 89
IEEE Power & Energy Magazine - May/June 2018 - 90
IEEE Power & Energy Magazine - May/June 2018 - 91
IEEE Power & Energy Magazine - May/June 2018 - 92
IEEE Power & Energy Magazine - May/June 2018 - 93
IEEE Power & Energy Magazine - May/June 2018 - 94
IEEE Power & Energy Magazine - May/June 2018 - 95
IEEE Power & Energy Magazine - May/June 2018 - 96
IEEE Power & Energy Magazine - May/June 2018 - 97
IEEE Power & Energy Magazine - May/June 2018 - 98
IEEE Power & Energy Magazine - May/June 2018 - 99
IEEE Power & Energy Magazine - May/June 2018 - 100
IEEE Power & Energy Magazine - May/June 2018 - 101
IEEE Power & Energy Magazine - May/June 2018 - 102
IEEE Power & Energy Magazine - May/June 2018 - 103
IEEE Power & Energy Magazine - May/June 2018 - 104
IEEE Power & Energy Magazine - May/June 2018 - 105
IEEE Power & Energy Magazine - May/June 2018 - 106
IEEE Power & Energy Magazine - May/June 2018 - 107
IEEE Power & Energy Magazine - May/June 2018 - 108
IEEE Power & Energy Magazine - May/June 2018 - Cover3
IEEE Power & Energy Magazine - May/June 2018 - Cover4
http://www.nxtbook.com/nxtbooks/pes/powerenergy_010220
http://www.nxtbook.com/nxtbooks/pes/powerenergy_111219
http://www.nxtbook.com/nxtbooks/pes/powerenergy_091019
http://www.nxtbook.com/nxtbooks/pes/powerenergy_070819
http://www.nxtbook.com/nxtbooks/pes/powerenergy_050619
http://www.nxtbook.com/nxtbooks/pes/powerenergy_030419
http://www.nxtbook.com/nxtbooks/pes/powerenergy_010219
http://www.nxtbook.com/nxtbooks/pes/powerenergy_111218
http://www.nxtbook.com/nxtbooks/pes/powerenergy_091018
http://www.nxtbook.com/nxtbooks/pes/powerenergy_070818
http://www.nxtbook.com/nxtbooks/pes/powerenergy_050618
http://www.nxtbook.com/nxtbooks/pes/powerenergy_030418
http://www.nxtbook.com/nxtbooks/pes/powerenergy_010218
http://www.nxtbook.com/nxtbooks/pes/powerenergy_111217
http://www.nxtbook.com/nxtbooks/pes/powerenergy_091017
http://www.nxtbook.com/nxtbooks/pes/powerenergy_070817
http://www.nxtbook.com/nxtbooks/pes/powerenergy_050617
http://www.nxtbook.com/nxtbooks/pes/powerenergy_030417
http://www.nxtbook.com/nxtbooks/pes/powerenergy_010217
http://www.nxtbook.com/nxtbooks/pes/powerenergy_111216
http://www.nxtbook.com/nxtbooks/pes/powerenergy_091016
http://www.nxtbook.com/nxtbooks/pes/powerenergy_070816
http://www.nxtbook.com/nxtbooks/pes/powerenergy_050616
http://www.nxtbook.com/nxtbooks/pes/powerenergy_030416
http://www.nxtbook.com/nxtbooks/pes/powerenergy_010216
http://www.nxtbook.com/nxtbooks/ieee/powerenergy_010216
http://www.nxtbook.com/nxtbooks/pes/powerenergy_111215
http://www.nxtbook.com/nxtbooks/pes/powerenergy_091015
http://www.nxtbook.com/nxtbooks/pes/powerenergy_070815
http://www.nxtbook.com/nxtbooks/pes/powerenergy_050615
http://www.nxtbook.com/nxtbooks/pes/powerenergy_030415
http://www.nxtbook.com/nxtbooks/pes/powerenergy_010215
http://www.nxtbook.com/nxtbooks/pes/powerenergy_111214
http://www.nxtbook.com/nxtbooks/pes/powerenergy_091014
http://www.nxtbook.com/nxtbooks/pes/powerenergy_070814
http://www.nxtbook.com/nxtbooks/pes/powerenergy_050614
http://www.nxtbook.com/nxtbooks/pes/powerenergy_030414
http://www.nxtbook.com/nxtbooks/pes/powerenergy_010214
http://www.nxtbookMEDIA.com