IEEE Geoscience and Remote Sensing Magazine - March 2017 - 1

March 2017
VoluMe 5, NuMber 1
www.grss-ieee.org

Features

8

Advanced Spectral Classifiers
for Hyperspectral Images
by Pedram Ghamisi, Javier Plaza, Yushi Chen,
Jun Li, and Antonio Plaza

33

e
ag
im

ia
ed
im
ik
w

ir
aB
nk
di
ud
/
s
on
m
m
co

53

Remote Sensing Image Classification
by Ujjwal Maulik and Debasis Chakraborty

Remote Sensing in Multirisk Assessment
by Mostapha Harb and Fabio Dell'Acqua

pg. 33

On the cOver:
Reviewing the classification of hyperspectral
images and support vector machines as machinelearning techniques for land-cover mapping.
earth image courtesy of Boston university and nasa gsfc;
Background image licensed By ingram puBlishing

sCOpe
IEEE Geoscience and Remote Sensing Magazine (GRSM) will inform
readers of activities in the IEEE Geoscience and Remote
Sensing Society, its technical committees, and chapters.
GRSM will also inform and educate readers via technical
papers, provide information on international remote sensing
activities and new satellite missions, publish contributions on
education activities, industrial and university profiles, conference
news, book reviews, and a calendar of important events.

Digital Object Identifier 10.1109/MGRS.2017.2648660

march 2017

ieee Geoscience and remote sensing magazine

1


http://www.grss-ieee.org

Table of Contents for the Digital Edition of IEEE Geoscience and Remote Sensing Magazine - March 2017

IEEE Geoscience and Remote Sensing Magazine - March 2017 - Cover1
IEEE Geoscience and Remote Sensing Magazine - March 2017 - Cover2
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 1
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 2
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 3
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 4
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 5
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 6
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 7
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 8
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 9
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 10
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 11
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 12
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 13
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 14
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 15
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 16
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 17
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 18
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 19
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 20
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 21
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 22
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 23
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 24
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 25
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 26
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 27
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 28
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 29
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 30
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 31
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 32
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 33
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 34
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 35
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 36
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 37
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 38
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 39
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 40
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 41
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 42
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 43
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 44
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 45
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 46
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 47
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 48
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 49
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 50
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 51
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 52
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 53
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 54
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 55
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 56
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 57
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 58
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 59
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 60
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 61
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 62
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 63
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 64
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 65
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 66
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 67
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 68
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 69
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 70
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 71
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 72
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 73
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 74
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 75
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 76
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 77
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 78
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 79
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 80
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 81
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 82
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 83
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 84
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 85
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 86
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 87
IEEE Geoscience and Remote Sensing Magazine - March 2017 - 88
IEEE Geoscience and Remote Sensing Magazine - March 2017 - Cover3
IEEE Geoscience and Remote Sensing Magazine - March 2017 - Cover4
https://www.nxtbook.com/nxtbooks/ieee/geoscience_december2023
https://www.nxtbook.com/nxtbooks/ieee/geoscience_september2023
https://www.nxtbook.com/nxtbooks/ieee/geoscience_june2023
https://www.nxtbook.com/nxtbooks/ieee/geoscience_march2023
https://www.nxtbook.com/nxtbooks/ieee/geoscience_december2022
https://www.nxtbook.com/nxtbooks/ieee/geoscience_september2022
https://www.nxtbook.com/nxtbooks/ieee/geoscience_june2022
https://www.nxtbook.com/nxtbooks/ieee/geoscience_march2022
https://www.nxtbook.com/nxtbooks/ieee/geoscience_december2021
https://www.nxtbook.com/nxtbooks/ieee/geoscience_september2021
https://www.nxtbook.com/nxtbooks/ieee/geoscience_june2021
https://www.nxtbook.com/nxtbooks/ieee/geoscience_march2021
https://www.nxtbook.com/nxtbooks/ieee/geoscience_december2020
https://www.nxtbook.com/nxtbooks/ieee/geoscience_september2020
https://www.nxtbook.com/nxtbooks/ieee/geoscience_june2020
https://www.nxtbook.com/nxtbooks/ieee/geoscience_march2020
https://www.nxtbook.com/nxtbooks/ieee/geoscience_december2019
https://www.nxtbook.com/nxtbooks/ieee/geoscience_september2019
https://www.nxtbook.com/nxtbooks/ieee/geoscience_june2019
https://www.nxtbook.com/nxtbooks/ieee/geoscience_march2019
https://www.nxtbook.com/nxtbooks/ieee/geoscience_december2018
https://www.nxtbook.com/nxtbooks/ieee/geoscience_september2018
https://www.nxtbook.com/nxtbooks/ieee/geoscience_june2018
https://www.nxtbook.com/nxtbooks/ieee/geoscience_march2018
https://www.nxtbook.com/nxtbooks/ieee/geoscience_december2017
https://www.nxtbook.com/nxtbooks/ieee/geoscience_september2017
https://www.nxtbook.com/nxtbooks/ieee/geoscience_june2017
https://www.nxtbook.com/nxtbooks/ieee/geoscience_march2017
https://www.nxtbook.com/nxtbooks/ieee/geoscience_december2016
https://www.nxtbook.com/nxtbooks/ieee/geoscience_september2016
https://www.nxtbook.com/nxtbooks/ieee/geoscience_june2016
https://www.nxtbook.com/nxtbooks/ieee/geoscience_march2016
https://www.nxtbook.com/nxtbooks/ieee/geoscience_december2015
https://www.nxtbook.com/nxtbooks/ieee/geoscience_september2015
https://www.nxtbook.com/nxtbooks/ieee/geoscience_june2015
https://www.nxtbook.com/nxtbooks/ieee/geoscience_march2015
https://www.nxtbook.com/nxtbooks/ieee/geoscience_december2014
https://www.nxtbook.com/nxtbooks/ieee/geoscience_september2014
https://www.nxtbook.com/nxtbooks/ieee/geoscience_june2014
https://www.nxtbook.com/nxtbooks/ieee/geoscience_march2014
https://www.nxtbook.com/nxtbooks/ieee/geoscience_december2013
https://www.nxtbook.com/nxtbooks/ieee/geoscience_september2013
https://www.nxtbook.com/nxtbooks/ieee/geoscience_june2013
https://www.nxtbook.com/nxtbooks/ieee/geoscience_march2013
https://www.nxtbookmedia.com