IEEE Robotics & Automation Magazine - September 2011 - 87

A Formal Approach
to Phrase Generation

U

By Amy LaViers, Yushan Chen, Calin Belta,
and Magnus Egerstedt

PHOTO COURTESY OF WWW.ISTOCKPHOTO.COM/
ALEXANDR MITIUC

1070-9932/11/$26.00ยช2011 IEEE

*

nderstanding human behavior
is a goal in many disciplines:
behavioral psychology, neuroscience, robotics, computer
vision, artificial intelligence,
athletics, and dance, to name a few. Thus,
this article may be understood in terms
of a larger dialogue about how to represent human movement with a concise
parameterization. Formal methods for
verification can play a surprising role in
this discourse. We will ensure that our
system evolves according to specific
style-based guidelines in a framework
where verification methods become an
integral part of the system model itself.
Our system model describes human
movement, and our specifications control
this model, preventing it from entering disallowed and undesirable states. This allows
us to produce sequences of movements in a
unique style with particular emotive effects. Particularly, we draw inspiration from classical ballet
where the set of allowable movements is sparse and
highly formalized and where the particular style and
certain emotive interpretation of movement sequences
are tightly coupled.
Such a framework should cascade into the field of humanoid
robotics. The emotive content found in the formalized movements like
those in dance is also present in the casual, pedestrian gestures of everyday body language; furthermore, the high-level instructions required to
generate such a set of movements are a natural augmentation to basic robotic
task specification. An abstraction based on such principles could one day
allow humanoid robots to operate in dynamic environments amid social
Digital Object Identifier 10.1109/MRA.2011.942118
Date of publication: 13 September 2011

SEPTEMBER 2011

*

IEEE ROBOTICS & AUTOMATION MAGAZINE

*

87


http://WWW.ISTOCKPHOTO.COM/

Table of Contents for the Digital Edition of IEEE Robotics & Automation Magazine - September 2011

IEEE Robotics & Automation Magazine - September 2011 - Cover1
IEEE Robotics & Automation Magazine - September 2011 - Cover2
IEEE Robotics & Automation Magazine - September 2011 - 1
IEEE Robotics & Automation Magazine - September 2011 - 2
IEEE Robotics & Automation Magazine - September 2011 - 3
IEEE Robotics & Automation Magazine - September 2011 - 4
IEEE Robotics & Automation Magazine - September 2011 - 5
IEEE Robotics & Automation Magazine - September 2011 - 6
IEEE Robotics & Automation Magazine - September 2011 - 7
IEEE Robotics & Automation Magazine - September 2011 - 8
IEEE Robotics & Automation Magazine - September 2011 - 9
IEEE Robotics & Automation Magazine - September 2011 - 10
IEEE Robotics & Automation Magazine - September 2011 - 11
IEEE Robotics & Automation Magazine - September 2011 - 12
IEEE Robotics & Automation Magazine - September 2011 - 13
IEEE Robotics & Automation Magazine - September 2011 - 14
IEEE Robotics & Automation Magazine - September 2011 - 15
IEEE Robotics & Automation Magazine - September 2011 - 16
IEEE Robotics & Automation Magazine - September 2011 - 17
IEEE Robotics & Automation Magazine - September 2011 - 18
IEEE Robotics & Automation Magazine - September 2011 - 19
IEEE Robotics & Automation Magazine - September 2011 - 20
IEEE Robotics & Automation Magazine - September 2011 - 21
IEEE Robotics & Automation Magazine - September 2011 - 22
IEEE Robotics & Automation Magazine - September 2011 - 23
IEEE Robotics & Automation Magazine - September 2011 - 24
IEEE Robotics & Automation Magazine - September 2011 - 25
IEEE Robotics & Automation Magazine - September 2011 - 26
IEEE Robotics & Automation Magazine - September 2011 - 27
IEEE Robotics & Automation Magazine - September 2011 - 28
IEEE Robotics & Automation Magazine - September 2011 - 29
IEEE Robotics & Automation Magazine - September 2011 - 30
IEEE Robotics & Automation Magazine - September 2011 - 31
IEEE Robotics & Automation Magazine - September 2011 - 32
IEEE Robotics & Automation Magazine - September 2011 - 33
IEEE Robotics & Automation Magazine - September 2011 - 34
IEEE Robotics & Automation Magazine - September 2011 - 35
IEEE Robotics & Automation Magazine - September 2011 - 36
IEEE Robotics & Automation Magazine - September 2011 - 37
IEEE Robotics & Automation Magazine - September 2011 - 38
IEEE Robotics & Automation Magazine - September 2011 - 39
IEEE Robotics & Automation Magazine - September 2011 - 40
IEEE Robotics & Automation Magazine - September 2011 - 41
IEEE Robotics & Automation Magazine - September 2011 - 42
IEEE Robotics & Automation Magazine - September 2011 - 43
IEEE Robotics & Automation Magazine - September 2011 - 44
IEEE Robotics & Automation Magazine - September 2011 - 45
IEEE Robotics & Automation Magazine - September 2011 - 46
IEEE Robotics & Automation Magazine - September 2011 - 47
IEEE Robotics & Automation Magazine - September 2011 - 48
IEEE Robotics & Automation Magazine - September 2011 - 49
IEEE Robotics & Automation Magazine - September 2011 - 50
IEEE Robotics & Automation Magazine - September 2011 - 51
IEEE Robotics & Automation Magazine - September 2011 - 52
IEEE Robotics & Automation Magazine - September 2011 - 53
IEEE Robotics & Automation Magazine - September 2011 - 54
IEEE Robotics & Automation Magazine - September 2011 - 55
IEEE Robotics & Automation Magazine - September 2011 - 56
IEEE Robotics & Automation Magazine - September 2011 - 57
IEEE Robotics & Automation Magazine - September 2011 - 58
IEEE Robotics & Automation Magazine - September 2011 - 59
IEEE Robotics & Automation Magazine - September 2011 - 60
IEEE Robotics & Automation Magazine - September 2011 - 61
IEEE Robotics & Automation Magazine - September 2011 - 62
IEEE Robotics & Automation Magazine - September 2011 - 63
IEEE Robotics & Automation Magazine - September 2011 - 64
IEEE Robotics & Automation Magazine - September 2011 - 65
IEEE Robotics & Automation Magazine - September 2011 - 66
IEEE Robotics & Automation Magazine - September 2011 - 67
IEEE Robotics & Automation Magazine - September 2011 - 68
IEEE Robotics & Automation Magazine - September 2011 - 69
IEEE Robotics & Automation Magazine - September 2011 - 70
IEEE Robotics & Automation Magazine - September 2011 - 71
IEEE Robotics & Automation Magazine - September 2011 - 72
IEEE Robotics & Automation Magazine - September 2011 - 73
IEEE Robotics & Automation Magazine - September 2011 - 74
IEEE Robotics & Automation Magazine - September 2011 - 75
IEEE Robotics & Automation Magazine - September 2011 - 76
IEEE Robotics & Automation Magazine - September 2011 - 77
IEEE Robotics & Automation Magazine - September 2011 - 78
IEEE Robotics & Automation Magazine - September 2011 - 79
IEEE Robotics & Automation Magazine - September 2011 - 80
IEEE Robotics & Automation Magazine - September 2011 - 81
IEEE Robotics & Automation Magazine - September 2011 - 82
IEEE Robotics & Automation Magazine - September 2011 - 83
IEEE Robotics & Automation Magazine - September 2011 - 84
IEEE Robotics & Automation Magazine - September 2011 - 85
IEEE Robotics & Automation Magazine - September 2011 - 86
IEEE Robotics & Automation Magazine - September 2011 - 87
IEEE Robotics & Automation Magazine - September 2011 - 88
IEEE Robotics & Automation Magazine - September 2011 - 89
IEEE Robotics & Automation Magazine - September 2011 - 90
IEEE Robotics & Automation Magazine - September 2011 - 91
IEEE Robotics & Automation Magazine - September 2011 - 92
IEEE Robotics & Automation Magazine - September 2011 - 93
IEEE Robotics & Automation Magazine - September 2011 - 94
IEEE Robotics & Automation Magazine - September 2011 - 95
IEEE Robotics & Automation Magazine - September 2011 - 96
IEEE Robotics & Automation Magazine - September 2011 - 97
IEEE Robotics & Automation Magazine - September 2011 - 98
IEEE Robotics & Automation Magazine - September 2011 - 99
IEEE Robotics & Automation Magazine - September 2011 - 100
IEEE Robotics & Automation Magazine - September 2011 - 101
IEEE Robotics & Automation Magazine - September 2011 - 102
IEEE Robotics & Automation Magazine - September 2011 - 103
IEEE Robotics & Automation Magazine - September 2011 - 104
IEEE Robotics & Automation Magazine - September 2011 - 105
IEEE Robotics & Automation Magazine - September 2011 - 106
IEEE Robotics & Automation Magazine - September 2011 - 107
IEEE Robotics & Automation Magazine - September 2011 - 108
IEEE Robotics & Automation Magazine - September 2011 - 109
IEEE Robotics & Automation Magazine - September 2011 - 110
IEEE Robotics & Automation Magazine - September 2011 - 111
IEEE Robotics & Automation Magazine - September 2011 - 112
IEEE Robotics & Automation Magazine - September 2011 - 113
IEEE Robotics & Automation Magazine - September 2011 - 114
IEEE Robotics & Automation Magazine - September 2011 - 115
IEEE Robotics & Automation Magazine - September 2011 - 116
IEEE Robotics & Automation Magazine - September 2011 - 117
IEEE Robotics & Automation Magazine - September 2011 - 118
IEEE Robotics & Automation Magazine - September 2011 - 119
IEEE Robotics & Automation Magazine - September 2011 - 120
IEEE Robotics & Automation Magazine - September 2011 - 121
IEEE Robotics & Automation Magazine - September 2011 - 122
IEEE Robotics & Automation Magazine - September 2011 - 123
IEEE Robotics & Automation Magazine - September 2011 - 124
IEEE Robotics & Automation Magazine - September 2011 - 125
IEEE Robotics & Automation Magazine - September 2011 - 126
IEEE Robotics & Automation Magazine - September 2011 - 127
IEEE Robotics & Automation Magazine - September 2011 - 128
IEEE Robotics & Automation Magazine - September 2011 - 129
IEEE Robotics & Automation Magazine - September 2011 - 130
IEEE Robotics & Automation Magazine - September 2011 - 131
IEEE Robotics & Automation Magazine - September 2011 - 132
IEEE Robotics & Automation Magazine - September 2011 - 133
IEEE Robotics & Automation Magazine - September 2011 - 134
IEEE Robotics & Automation Magazine - September 2011 - 135
IEEE Robotics & Automation Magazine - September 2011 - 136
IEEE Robotics & Automation Magazine - September 2011 - Cover3
IEEE Robotics & Automation Magazine - September 2011 - Cover4
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_december2023
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_september2023
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_june2023
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_march2023
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_december2022
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_september2022
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_june2022
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_march2022
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_december2021
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_september2021
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_june2021
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_march2021
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_december2020
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_september2020
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_june2020
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_march2020
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_december2019
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_september2019
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_june2019
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_march2019
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_december2018
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_september2018
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_june2018
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_march2018
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_december2017
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_september2017
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_june2017
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_march2017
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_december2016
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_september2016
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_june2016
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_march2016
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_december2015
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_september2015
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_june2015
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_march2015
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_december2014
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_september2014
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_june2014
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_march2014
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_december2013
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_september2013
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_june2013
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_march2013
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_december2012
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_september2012
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_june2012
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_march2012
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_december2011
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_september2011
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_june2011
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_march2011
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_december2010
https://www.nxtbook.com/nxtbooks/ieee/roboticsautomation_september2010
https://www.nxtbookmedia.com