IEEE Power & Energy - Spanish - May/June 2018 - 20

Visualización
de "big data"
de energía
Soluciones para este
componente crucial del
análisis de datos
Por Rob J. Hyndman,
Xueqin (Amy) Liu,
y Pierre Pinson

L

La visuaLización es un componente cruciaL
del análisis de datos. es siempre una buena idea diagramar
los datos antes de adaptar modelos, hacer predicciones o
sacar conclusiones. así como los sensores de la red eléctrica
están recopilando grandes volúmenes de datos de diversas
fuentes, los profesionales de la industria de la energía están
enfrentando el desafío de visualizar tales datos en forma
oportuna. en este artículo, demostramos varias soluciones
para la visualización de datos para el "big data" de energía
por medio de tres estudios de caso relacionados con datos
de medidores inteligentes, datos de unidades de medición
Identificador de Objeto Digital 10.1109/MPE.2018.2801441
Fecha de publicación: 18 de abril de 2018

20

ieee power & energy magazine

de fasores (pmu, por sus siglas en inglés) y predicciones
probabilísticas, respectivamente.

Visualización de datos de medidores
inteligentes
Las iniciativas de redes inteligentes en todo el mundo han
desplegado millones de medidores inteligentes en la red
eléctrica. una empresa de servicios públicos pequeña a
mediana podría tener miles de medidores desplegados en
todo su territorio, registrando la demanda eléctrica en intervalos de una hora o menores. pero, ¿cómo debe uno diagramar realmente los datos en miles de medidores inteligentes
si cada uno recibe miles de observaciones con el paso del
tiempo? no podemos simplemente producir diagramas de

1540-7977/18©2018IEEE

mayo/junio 2018



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

Contenidos
IEEE Power & Energy - Spanish - May/June 2018 - Cover1
IEEE Power & Energy - Spanish - May/June 2018 - Cover2
IEEE Power & Energy - Spanish - May/June 2018 - Contenidos
IEEE Power & Energy - Spanish - May/June 2018 - 2
IEEE Power & Energy - Spanish - May/June 2018 - 3
IEEE Power & Energy - Spanish - May/June 2018 - 4
IEEE Power & Energy - Spanish - May/June 2018 - 5
IEEE Power & Energy - Spanish - May/June 2018 - 6
IEEE Power & Energy - Spanish - May/June 2018 - 7
IEEE Power & Energy - Spanish - May/June 2018 - 8
IEEE Power & Energy - Spanish - May/June 2018 - 9
IEEE Power & Energy - Spanish - May/June 2018 - 10
IEEE Power & Energy - Spanish - May/June 2018 - 11
IEEE Power & Energy - Spanish - May/June 2018 - 12
IEEE Power & Energy - Spanish - May/June 2018 - 13
IEEE Power & Energy - Spanish - May/June 2018 - 14
IEEE Power & Energy - Spanish - May/June 2018 - 15
IEEE Power & Energy - Spanish - May/June 2018 - 16
IEEE Power & Energy - Spanish - May/June 2018 - 17
IEEE Power & Energy - Spanish - May/June 2018 - 18
IEEE Power & Energy - Spanish - May/June 2018 - 19
IEEE Power & Energy - Spanish - May/June 2018 - 20
IEEE Power & Energy - Spanish - May/June 2018 - 21
IEEE Power & Energy - Spanish - May/June 2018 - 22
IEEE Power & Energy - Spanish - May/June 2018 - 23
IEEE Power & Energy - Spanish - May/June 2018 - 24
IEEE Power & Energy - Spanish - May/June 2018 - 25
IEEE Power & Energy - Spanish - May/June 2018 - 26
IEEE Power & Energy - Spanish - May/June 2018 - 27
IEEE Power & Energy - Spanish - May/June 2018 - 28
IEEE Power & Energy - Spanish - May/June 2018 - 29
IEEE Power & Energy - Spanish - May/June 2018 - 30
IEEE Power & Energy - Spanish - May/June 2018 - 31
IEEE Power & Energy - Spanish - May/June 2018 - 32
IEEE Power & Energy - Spanish - May/June 2018 - 33
IEEE Power & Energy - Spanish - May/June 2018 - 34
IEEE Power & Energy - Spanish - May/June 2018 - 35
IEEE Power & Energy - Spanish - May/June 2018 - 36
IEEE Power & Energy - Spanish - May/June 2018 - 37
IEEE Power & Energy - Spanish - May/June 2018 - 38
IEEE Power & Energy - Spanish - May/June 2018 - 39
IEEE Power & Energy - Spanish - May/June 2018 - 40
IEEE Power & Energy - Spanish - May/June 2018 - 41
IEEE Power & Energy - Spanish - May/June 2018 - 42
IEEE Power & Energy - Spanish - May/June 2018 - 43
IEEE Power & Energy - Spanish - May/June 2018 - 44
IEEE Power & Energy - Spanish - May/June 2018 - 45
IEEE Power & Energy - Spanish - May/June 2018 - 46
IEEE Power & Energy - Spanish - May/June 2018 - 47
IEEE Power & Energy - Spanish - May/June 2018 - 48
IEEE Power & Energy - Spanish - May/June 2018 - 49
IEEE Power & Energy - Spanish - May/June 2018 - 50
IEEE Power & Energy - Spanish - May/June 2018 - 51
IEEE Power & Energy - Spanish - May/June 2018 - 52
IEEE Power & Energy - Spanish - May/June 2018 - 53
IEEE Power & Energy - Spanish - May/June 2018 - 54
IEEE Power & Energy - Spanish - May/June 2018 - 55
IEEE Power & Energy - Spanish - May/June 2018 - 56
IEEE Power & Energy - Spanish - May/June 2018 - 57
IEEE Power & Energy - Spanish - May/June 2018 - 58
IEEE Power & Energy - Spanish - May/June 2018 - 59
IEEE Power & Energy - Spanish - May/June 2018 - 60
IEEE Power & Energy - Spanish - May/June 2018 - 61
IEEE Power & Energy - Spanish - May/June 2018 - 62
IEEE Power & Energy - Spanish - May/June 2018 - 63
IEEE Power & Energy - Spanish - May/June 2018 - 64
IEEE Power & Energy - Spanish - May/June 2018 - 65
IEEE Power & Energy - Spanish - May/June 2018 - 66
IEEE Power & Energy - Spanish - May/June 2018 - 67
IEEE Power & Energy - Spanish - May/June 2018 - 68
IEEE Power & Energy - Spanish - May/June 2018 - 69
IEEE Power & Energy - Spanish - May/June 2018 - 70
IEEE Power & Energy - Spanish - May/June 2018 - 71
IEEE Power & Energy - Spanish - May/June 2018 - 72
IEEE Power & Energy - Spanish - May/June 2018 - 73
IEEE Power & Energy - Spanish - May/June 2018 - 74
IEEE Power & Energy - Spanish - May/June 2018 - 75
IEEE Power & Energy - Spanish - May/June 2018 - 76
IEEE Power & Energy - Spanish - May/June 2018 - 77
IEEE Power & Energy - Spanish - May/June 2018 - 78
IEEE Power & Energy - Spanish - May/June 2018 - 79
IEEE Power & Energy - Spanish - May/June 2018 - 80
IEEE Power & Energy - Spanish - May/June 2018 - 81
IEEE Power & Energy - Spanish - May/June 2018 - 82
IEEE Power & Energy - Spanish - May/June 2018 - 83
IEEE Power & Energy - Spanish - May/June 2018 - 84
IEEE Power & Energy - Spanish - May/June 2018 - 85
IEEE Power & Energy - Spanish - May/June 2018 - 86
IEEE Power & Energy - Spanish - May/June 2018 - 87
IEEE Power & Energy - Spanish - May/June 2018 - 88
IEEE Power & Energy - Spanish - May/June 2018 - 89
IEEE Power & Energy - Spanish - May/June 2018 - 90
IEEE Power & Energy - Spanish - May/June 2018 - 91
IEEE Power & Energy - Spanish - May/June 2018 - 92
IEEE Power & Energy - Spanish - May/June 2018 - 93
IEEE Power & Energy - Spanish - May/June 2018 - 94
IEEE Power & Energy - Spanish - May/June 2018 - 95
IEEE Power & Energy - Spanish - May/June 2018 - 96
IEEE Power & Energy - Spanish - May/June 2018 - 97
IEEE Power & Energy - Spanish - May/June 2018 - 98
IEEE Power & Energy - Spanish - May/June 2018 - 99
IEEE Power & Energy - Spanish - May/June 2018 - 100
IEEE Power & Energy - Spanish - May/June 2018 - 101
IEEE Power & Energy - Spanish - May/June 2018 - 102
IEEE Power & Energy - Spanish - May/June 2018 - 103
IEEE Power & Energy - Spanish - May/June 2018 - 104
IEEE Power & Energy - Spanish - May/June 2018 - 105
IEEE Power & Energy - Spanish - May/June 2018 - 106
IEEE Power & Energy - Spanish - May/June 2018 - 107
IEEE Power & Energy - Spanish - May/June 2018 - 108
IEEE Power & Energy - Spanish - May/June 2018 - 109
IEEE Power & Energy - Spanish - May/June 2018 - 110
IEEE Power & Energy - Spanish - May/June 2018 - 111
IEEE Power & Energy - Spanish - May/June 2018 - 112
IEEE Power & Energy - Spanish - May/June 2018 - 113
IEEE Power & Energy - Spanish - May/June 2018 - 114
IEEE Power & Energy - Spanish - May/June 2018 - 115
IEEE Power & Energy - Spanish - May/June 2018 - 116
IEEE Power & Energy - Spanish - May/June 2018 - 117
IEEE Power & Energy - Spanish - May/June 2018 - 118
IEEE Power & Energy - Spanish - May/June 2018 - 119
IEEE Power & Energy - Spanish - May/June 2018 - 120
IEEE Power & Energy - Spanish - May/June 2018 - 121
IEEE Power & Energy - Spanish - May/June 2018 - 122
IEEE Power & Energy - Spanish - May/June 2018 - 123
IEEE Power & Energy - Spanish - May/June 2018 - 124
IEEE Power & Energy - Spanish - May/June 2018 - Cover3
IEEE Power & Energy - Spanish - May/June 2018 - Cover4
http://www.nxtbook.com/nxtbooks/pes/powerenergy_sp_1119
http://www.nxtbook.com/nxtbooks/pes/powerenergy_sp_091019
http://www.nxtbook.com/nxtbooks/pes/powerenergy_sp_070819
http://www.nxtbook.com/nxtbooks/pes/powerenergy_sp_050619
http://www.nxtbook.com/nxtbooks/pes/powerenergy_sp_030419
http://www.nxtbook.com/nxtbooks/pes/powerenergy_sp_010219
http://www.nxtbook.com/nxtbooks/pes/powerenergy_sp_111218
http://www.nxtbook.com/nxtbooks/pes/powerenergy_sp_091018
http://www.nxtbook.com/nxtbooks/pes/powerenergy_sp_070818
http://www.nxtbook.com/nxtbooks/pes/powerenergy_sp_050618
http://www.nxtbook.com/nxtbooks/pes/powerenergy_sp_030418
http://www.nxtbook.com/nxtbooks/pes/powerenergy_sp_010218
http://www.nxtbook.com/nxtbooks/pes/powerenergy_sp_0917
http://www.nxtbook.com/nxtbooks/pes/powerenergy_sp_0717
http://www.nxtbook.com/nxtbooks/pes/powerenergy_sp_0517
http://www.nxtbook.com/nxtbooks/pes/powerenergy_sp_0117
http://www.nxtbook.com/nxtbooks/pes/powerenergy_sp_0317
http://www.nxtbook.com/nxtbooks/pes/powerenergy_sp_1116
http://www.nxtbook.com/nxtbooks/pes/powerenergy_sp_0916
http://www.nxtbook.com/nxtbooks/pes/powerenergy_sp_111217
http://www.nxtbookMEDIA.com