IEEE Power & Energy Magazine - March/April 2018 - 33

"X." a contour is also used to show the voltage variation across
the region.

elements, such as dynamic pie charts, to indicate overloaded
or open transmission lines or transformers. this will cause
the information to "pop out" by taking advantage of pre-attentive processing to ease the search for system limit violations,
such as overloaded lines. the technique is demonstrated in
Figure 6, which represents a portion of a 2,000-bus synthetic
model covering much of texas. dynamic sizing and coloring
are used so pie charts on lines loaded above 100% of their
limits increase in size and are colored magenta, whereas
open lines are indicated by a large black circle with a green

Resiliency in Asset Management:
Tracking State of Equipment
deterioration and Risk of Asset Failure
While typically not a function of the control center, asset management has profound impacts on resiliency. monitoring of
the status of assets-in particular, because the assets in the
U.s. grid are, on average, 30-40 years old-needs to become

Voltage
1.08
(p.u.)

1.03

A
103%
Amps

0.98

A
111%
Amps
A
106%
Amps

A
110%
Amps

A
151%
Amps
A
126%
Amps

figure 6. A wide-area visualization combining a number of overloaded lines, open lines, and low voltages.

Historical
Lightning Data
Historical
Weather Data

GCRF Prediction
Model

SUB2

BIL_old

BIL_new

T1_N

T1_1

T1_N

T3_1

...

T3_N

SUB4

...

SUB1

MS1

Lightning
Detection
Network

T1_N
SUB3

T2_N

MS2
...

T2_1

: Measurement
SUB : Substation
T : Tower
MS : Meteorological Station

Weather Stations

figure 7. Graph-based GCRF data analytics for computing BIL_new based on BIL_old and weather conditions.
march/april 2018

ieee power & energy magazine

33



Table of Contents for the Digital Edition of IEEE Power & Energy Magazine - March/April 2018

Contents
IEEE Power & Energy Magazine - March/April 2018 - Cover1
IEEE Power & Energy Magazine - March/April 2018 - Cover2
IEEE Power & Energy Magazine - March/April 2018 - Contents
IEEE Power & Energy Magazine - March/April 2018 - 2
IEEE Power & Energy Magazine - March/April 2018 - 3
IEEE Power & Energy Magazine - March/April 2018 - 4
IEEE Power & Energy Magazine - March/April 2018 - 5
IEEE Power & Energy Magazine - March/April 2018 - 6
IEEE Power & Energy Magazine - March/April 2018 - 7
IEEE Power & Energy Magazine - March/April 2018 - 8
IEEE Power & Energy Magazine - March/April 2018 - 9
IEEE Power & Energy Magazine - March/April 2018 - 10
IEEE Power & Energy Magazine - March/April 2018 - 11
IEEE Power & Energy Magazine - March/April 2018 - 12
IEEE Power & Energy Magazine - March/April 2018 - 13
IEEE Power & Energy Magazine - March/April 2018 - 14
IEEE Power & Energy Magazine - March/April 2018 - 15
IEEE Power & Energy Magazine - March/April 2018 - 16
IEEE Power & Energy Magazine - March/April 2018 - 17
IEEE Power & Energy Magazine - March/April 2018 - 18
IEEE Power & Energy Magazine - March/April 2018 - 19
IEEE Power & Energy Magazine - March/April 2018 - 20
IEEE Power & Energy Magazine - March/April 2018 - 21
IEEE Power & Energy Magazine - March/April 2018 - 22
IEEE Power & Energy Magazine - March/April 2018 - 23
IEEE Power & Energy Magazine - March/April 2018 - 24
IEEE Power & Energy Magazine - March/April 2018 - 25
IEEE Power & Energy Magazine - March/April 2018 - 26
IEEE Power & Energy Magazine - March/April 2018 - 27
IEEE Power & Energy Magazine - March/April 2018 - 28
IEEE Power & Energy Magazine - March/April 2018 - 29
IEEE Power & Energy Magazine - March/April 2018 - 30
IEEE Power & Energy Magazine - March/April 2018 - 31
IEEE Power & Energy Magazine - March/April 2018 - 32
IEEE Power & Energy Magazine - March/April 2018 - 33
IEEE Power & Energy Magazine - March/April 2018 - 34
IEEE Power & Energy Magazine - March/April 2018 - 35
IEEE Power & Energy Magazine - March/April 2018 - 36
IEEE Power & Energy Magazine - March/April 2018 - 37
IEEE Power & Energy Magazine - March/April 2018 - 38
IEEE Power & Energy Magazine - March/April 2018 - 39
IEEE Power & Energy Magazine - March/April 2018 - 40
IEEE Power & Energy Magazine - March/April 2018 - 41
IEEE Power & Energy Magazine - March/April 2018 - 42
IEEE Power & Energy Magazine - March/April 2018 - 43
IEEE Power & Energy Magazine - March/April 2018 - 44
IEEE Power & Energy Magazine - March/April 2018 - 45
IEEE Power & Energy Magazine - March/April 2018 - 46
IEEE Power & Energy Magazine - March/April 2018 - 47
IEEE Power & Energy Magazine - March/April 2018 - 48
IEEE Power & Energy Magazine - March/April 2018 - 49
IEEE Power & Energy Magazine - March/April 2018 - 50
IEEE Power & Energy Magazine - March/April 2018 - 51
IEEE Power & Energy Magazine - March/April 2018 - 52
IEEE Power & Energy Magazine - March/April 2018 - 53
IEEE Power & Energy Magazine - March/April 2018 - 54
IEEE Power & Energy Magazine - March/April 2018 - 55
IEEE Power & Energy Magazine - March/April 2018 - 56
IEEE Power & Energy Magazine - March/April 2018 - 57
IEEE Power & Energy Magazine - March/April 2018 - 58
IEEE Power & Energy Magazine - March/April 2018 - 59
IEEE Power & Energy Magazine - March/April 2018 - 60
IEEE Power & Energy Magazine - March/April 2018 - 61
IEEE Power & Energy Magazine - March/April 2018 - 62
IEEE Power & Energy Magazine - March/April 2018 - 63
IEEE Power & Energy Magazine - March/April 2018 - 64
IEEE Power & Energy Magazine - March/April 2018 - 65
IEEE Power & Energy Magazine - March/April 2018 - 66
IEEE Power & Energy Magazine - March/April 2018 - 67
IEEE Power & Energy Magazine - March/April 2018 - 68
IEEE Power & Energy Magazine - March/April 2018 - 69
IEEE Power & Energy Magazine - March/April 2018 - 70
IEEE Power & Energy Magazine - March/April 2018 - 71
IEEE Power & Energy Magazine - March/April 2018 - 72
IEEE Power & Energy Magazine - March/April 2018 - 73
IEEE Power & Energy Magazine - March/April 2018 - 74
IEEE Power & Energy Magazine - March/April 2018 - 75
IEEE Power & Energy Magazine - March/April 2018 - 76
IEEE Power & Energy Magazine - March/April 2018 - 77
IEEE Power & Energy Magazine - March/April 2018 - 78
IEEE Power & Energy Magazine - March/April 2018 - 79
IEEE Power & Energy Magazine - March/April 2018 - 80
IEEE Power & Energy Magazine - March/April 2018 - 81
IEEE Power & Energy Magazine - March/April 2018 - 82
IEEE Power & Energy Magazine - March/April 2018 - 83
IEEE Power & Energy Magazine - March/April 2018 - 84
IEEE Power & Energy Magazine - March/April 2018 - 85
IEEE Power & Energy Magazine - March/April 2018 - 86
IEEE Power & Energy Magazine - March/April 2018 - 87
IEEE Power & Energy Magazine - March/April 2018 - 88
IEEE Power & Energy Magazine - March/April 2018 - 89
IEEE Power & Energy Magazine - March/April 2018 - 90
IEEE Power & Energy Magazine - March/April 2018 - 91
IEEE Power & Energy Magazine - March/April 2018 - 92
IEEE Power & Energy Magazine - March/April 2018 - 93
IEEE Power & Energy Magazine - March/April 2018 - 94
IEEE Power & Energy Magazine - March/April 2018 - 95
IEEE Power & Energy Magazine - March/April 2018 - 96
IEEE Power & Energy Magazine - March/April 2018 - 97
IEEE Power & Energy Magazine - March/April 2018 - 98
IEEE Power & Energy Magazine - March/April 2018 - 99
IEEE Power & Energy Magazine - March/April 2018 - 100
IEEE Power & Energy Magazine - March/April 2018 - 101
IEEE Power & Energy Magazine - March/April 2018 - 102
IEEE Power & Energy Magazine - March/April 2018 - 103
IEEE Power & Energy Magazine - March/April 2018 - 104
IEEE Power & Energy Magazine - March/April 2018 - 105
IEEE Power & Energy Magazine - March/April 2018 - 106
IEEE Power & Energy Magazine - March/April 2018 - 107
IEEE Power & Energy Magazine - March/April 2018 - 108
IEEE Power & Energy Magazine - March/April 2018 - Cover3
IEEE Power & Energy Magazine - March/April 2018 - Cover4
https://www.nxtbook.com/nxtbooks/pes/powerenergy_091020
https://www.nxtbook.com/nxtbooks/pes/powerenergy_070820
https://www.nxtbook.com/nxtbooks/pes/powerenergy_050620
https://www.nxtbook.com/nxtbooks/pes/powerenergy_030420
https://www.nxtbook.com/nxtbooks/pes/powerenergy_010220
https://www.nxtbook.com/nxtbooks/pes/powerenergy_111219
https://www.nxtbook.com/nxtbooks/pes/powerenergy_091019
https://www.nxtbook.com/nxtbooks/pes/powerenergy_070819
https://www.nxtbook.com/nxtbooks/pes/powerenergy_050619
https://www.nxtbook.com/nxtbooks/pes/powerenergy_030419
https://www.nxtbook.com/nxtbooks/pes/powerenergy_010219
https://www.nxtbook.com/nxtbooks/pes/powerenergy_111218
https://www.nxtbook.com/nxtbooks/pes/powerenergy_091018
https://www.nxtbook.com/nxtbooks/pes/powerenergy_070818
https://www.nxtbook.com/nxtbooks/pes/powerenergy_050618
https://www.nxtbook.com/nxtbooks/pes/powerenergy_030418
https://www.nxtbook.com/nxtbooks/pes/powerenergy_010218
https://www.nxtbook.com/nxtbooks/pes/powerenergy_111217
https://www.nxtbook.com/nxtbooks/pes/powerenergy_091017
https://www.nxtbook.com/nxtbooks/pes/powerenergy_070817
https://www.nxtbook.com/nxtbooks/pes/powerenergy_050617
https://www.nxtbook.com/nxtbooks/pes/powerenergy_030417
https://www.nxtbook.com/nxtbooks/pes/powerenergy_010217
https://www.nxtbook.com/nxtbooks/pes/powerenergy_111216
https://www.nxtbook.com/nxtbooks/pes/powerenergy_091016
https://www.nxtbook.com/nxtbooks/pes/powerenergy_070816
https://www.nxtbook.com/nxtbooks/pes/powerenergy_050616
https://www.nxtbook.com/nxtbooks/pes/powerenergy_030416
https://www.nxtbook.com/nxtbooks/pes/powerenergy_010216
https://www.nxtbook.com/nxtbooks/ieee/powerenergy_010216
https://www.nxtbook.com/nxtbooks/pes/powerenergy_111215
https://www.nxtbook.com/nxtbooks/pes/powerenergy_091015
https://www.nxtbook.com/nxtbooks/pes/powerenergy_070815
https://www.nxtbook.com/nxtbooks/pes/powerenergy_050615
https://www.nxtbook.com/nxtbooks/pes/powerenergy_030415
https://www.nxtbook.com/nxtbooks/pes/powerenergy_010215
https://www.nxtbook.com/nxtbooks/pes/powerenergy_111214
https://www.nxtbook.com/nxtbooks/pes/powerenergy_091014
https://www.nxtbook.com/nxtbooks/pes/powerenergy_070814
https://www.nxtbook.com/nxtbooks/pes/powerenergy_050614
https://www.nxtbook.com/nxtbooks/pes/powerenergy_030414
https://www.nxtbook.com/nxtbooks/pes/powerenergy_010214
https://www.nxtbookmedia.com