IEEE Robotics & Automation Magazine - September 2023 - 59
changing the position and orientation " PR ,II, of the haptic
3
device's control bar, described by position vector P RI
I ! ^h A transformation matrix
!
and rotation matrix RS .O 3
TSE 3
IE ! ^h is used to map the haptic device workspace in
the robot end-effector workspace as position vector
P RE
! 3 and rotation matrix RS .O 3
device as
;;=EE (1)
EE
RP
01
ll
,, ,,
TIE
RP
01
II
.
Then, to drive the actuators of the robot, the joint positions
" 12 lnf , where n is the number of degrees of
freedom (DoF) of the robot, are calculated according to the
robot inverse kinematics. This command process is shown
in Figure 3(a).
A mismatch between the desired position (defined by the
haptic input) and the output motion of the follower robot signals
that the user is sending an unexpected command that is
out of the robot's motion range in either position or velocity.
Hence, this error between the commanded and current position
of the robot is monitored in real time, and a proportional
force feedback is generated to dampen or inhibit any motion
that would increase the error. In every control loop of the
robot motion control mode (in block C in Figure 2), the haptic
device sends its current position
"
PR , I
M
M, as a motion comI
mand
to the robot and then reads the current position of robot
C.
Human
Operator
Motion
Input
User and Haptic Interface
2
Sound Signal Processing
B.
Forward
Kinematics
Force Feature
Scaling
Signal
Processing
Microphone
A.
Robot Control
Robot
FIGURE 2. The control architecture of the proposed system: the robot motion control is in block A, the sound signal acquisition and
processing are in block B, and the haptic interface is in block C, with a switch between motion control without sound feedback (line 1) and
motion control with sound feedback (line 2).
SEPTEMBER 2023 IEEE ROBOTICS & AUTOMATION MAGAZINE
59
Robot
Actuation
Force
Feedback
Haptic
Device
Spring Force
Scaling
1
Robot to Haptic
Coordinate
Sound
Transformation
E ! ^h Thus, the commanded
end-effector position in the robot coordinate system
" PR
,EE, can be calculated from the pose of the haptic
actuators ll " 12 f , to obtain the current position of robot
SS ln
S
,, ,
end effector.
In block B (Figure 2), a user can choose how much
he or she wants to " feel " this pose discrepancy with the
haptic device through the virtual coupling method that is
used to generate the force feedback. As detailed in Figure
3(b), based on the inverse process of Figure 3(a) and
the current position of the robot's actuators
" 12 f ,
ll
"
PR ,I
S
I
S
user-adjustable stiffness matrix AA ,AI
M
F
I
"
M, and ,,
I
"
PRI
S
I
S
is generated as
FA PP
MA RR
I ^h
M 1
I
==
F
I
M
I
I
S
I
S
-
I
M
I
(2)
where
F I is the feedback force and MI is the feedback
moment.
TOUCHING THE SOUND
When the robot is executing a sound-generating task,
such as machining, grinding, and polishing, some audible
features (e.g., frequency and amplitude) are due to the
interaction force between the robot's end effector and the
workpiece, as reported in the examples in [18], [22], and [23].
The wrench applied to the robot's end effector is defined
as
WF ,,MEE E, where FE and ME are, respectively, the
= "
Haptic to Robot
Coordinate
Transformation
SS ln
S
,, ,,
the current pose of the robot's end effector is mapped into
the haptic device coordinate system as
I = "
, a feedback wrench WF , MII I,
= "
,. Using a
M, to scale the
springlike force generated by the position error between
PR ,I
Inverse
Kinematics
-
IEEE Robotics & Automation Magazine - September 2023
Table of Contents for the Digital Edition of IEEE Robotics & Automation Magazine - September 2023
Contents
IEEE Robotics & Automation Magazine - September 2023 - Cover1
IEEE Robotics & Automation Magazine - September 2023 - Cover2
IEEE Robotics & Automation Magazine - September 2023 - 1
IEEE Robotics & Automation Magazine - September 2023 - Contents
IEEE Robotics & Automation Magazine - September 2023 - 3
IEEE Robotics & Automation Magazine - September 2023 - 4
IEEE Robotics & Automation Magazine - September 2023 - 5
IEEE Robotics & Automation Magazine - September 2023 - 6
IEEE Robotics & Automation Magazine - September 2023 - 7
IEEE Robotics & Automation Magazine - September 2023 - 8
IEEE Robotics & Automation Magazine - September 2023 - 9
IEEE Robotics & Automation Magazine - September 2023 - 10
IEEE Robotics & Automation Magazine - September 2023 - 11
IEEE Robotics & Automation Magazine - September 2023 - 12
IEEE Robotics & Automation Magazine - September 2023 - 13
IEEE Robotics & Automation Magazine - September 2023 - 14
IEEE Robotics & Automation Magazine - September 2023 - 15
IEEE Robotics & Automation Magazine - September 2023 - 16
IEEE Robotics & Automation Magazine - September 2023 - 17
IEEE Robotics & Automation Magazine - September 2023 - 18
IEEE Robotics & Automation Magazine - September 2023 - 19
IEEE Robotics & Automation Magazine - September 2023 - 20
IEEE Robotics & Automation Magazine - September 2023 - 21
IEEE Robotics & Automation Magazine - September 2023 - 22
IEEE Robotics & Automation Magazine - September 2023 - 23
IEEE Robotics & Automation Magazine - September 2023 - 24
IEEE Robotics & Automation Magazine - September 2023 - 25
IEEE Robotics & Automation Magazine - September 2023 - 26
IEEE Robotics & Automation Magazine - September 2023 - 27
IEEE Robotics & Automation Magazine - September 2023 - 28
IEEE Robotics & Automation Magazine - September 2023 - 29
IEEE Robotics & Automation Magazine - September 2023 - 30
IEEE Robotics & Automation Magazine - September 2023 - 31
IEEE Robotics & Automation Magazine - September 2023 - 32
IEEE Robotics & Automation Magazine - September 2023 - 33
IEEE Robotics & Automation Magazine - September 2023 - 34
IEEE Robotics & Automation Magazine - September 2023 - 35
IEEE Robotics & Automation Magazine - September 2023 - 36
IEEE Robotics & Automation Magazine - September 2023 - 37
IEEE Robotics & Automation Magazine - September 2023 - 38
IEEE Robotics & Automation Magazine - September 2023 - 39
IEEE Robotics & Automation Magazine - September 2023 - 40
IEEE Robotics & Automation Magazine - September 2023 - 41
IEEE Robotics & Automation Magazine - September 2023 - 42
IEEE Robotics & Automation Magazine - September 2023 - 43
IEEE Robotics & Automation Magazine - September 2023 - 44
IEEE Robotics & Automation Magazine - September 2023 - 45
IEEE Robotics & Automation Magazine - September 2023 - 46
IEEE Robotics & Automation Magazine - September 2023 - 47
IEEE Robotics & Automation Magazine - September 2023 - 48
IEEE Robotics & Automation Magazine - September 2023 - 49
IEEE Robotics & Automation Magazine - September 2023 - 50
IEEE Robotics & Automation Magazine - September 2023 - 51
IEEE Robotics & Automation Magazine - September 2023 - 52
IEEE Robotics & Automation Magazine - September 2023 - 53
IEEE Robotics & Automation Magazine - September 2023 - 54
IEEE Robotics & Automation Magazine - September 2023 - 55
IEEE Robotics & Automation Magazine - September 2023 - 56
IEEE Robotics & Automation Magazine - September 2023 - 57
IEEE Robotics & Automation Magazine - September 2023 - 58
IEEE Robotics & Automation Magazine - September 2023 - 59
IEEE Robotics & Automation Magazine - September 2023 - 60
IEEE Robotics & Automation Magazine - September 2023 - 61
IEEE Robotics & Automation Magazine - September 2023 - 62
IEEE Robotics & Automation Magazine - September 2023 - 63
IEEE Robotics & Automation Magazine - September 2023 - 64
IEEE Robotics & Automation Magazine - September 2023 - 65
IEEE Robotics & Automation Magazine - September 2023 - 66
IEEE Robotics & Automation Magazine - September 2023 - 67
IEEE Robotics & Automation Magazine - September 2023 - 68
IEEE Robotics & Automation Magazine - September 2023 - 69
IEEE Robotics & Automation Magazine - September 2023 - 70
IEEE Robotics & Automation Magazine - September 2023 - 71
IEEE Robotics & Automation Magazine - September 2023 - 72
IEEE Robotics & Automation Magazine - September 2023 - 73
IEEE Robotics & Automation Magazine - September 2023 - 74
IEEE Robotics & Automation Magazine - September 2023 - 75
IEEE Robotics & Automation Magazine - September 2023 - 76
IEEE Robotics & Automation Magazine - September 2023 - 77
IEEE Robotics & Automation Magazine - September 2023 - 78
IEEE Robotics & Automation Magazine - September 2023 - 79
IEEE Robotics & Automation Magazine - September 2023 - 80
IEEE Robotics & Automation Magazine - September 2023 - 81
IEEE Robotics & Automation Magazine - September 2023 - 82
IEEE Robotics & Automation Magazine - September 2023 - 83
IEEE Robotics & Automation Magazine - September 2023 - 84
IEEE Robotics & Automation Magazine - September 2023 - 85
IEEE Robotics & Automation Magazine - September 2023 - 86
IEEE Robotics & Automation Magazine - September 2023 - 87
IEEE Robotics & Automation Magazine - September 2023 - 88
IEEE Robotics & Automation Magazine - September 2023 - 89
IEEE Robotics & Automation Magazine - September 2023 - 90
IEEE Robotics & Automation Magazine - September 2023 - 91
IEEE Robotics & Automation Magazine - September 2023 - 92
IEEE Robotics & Automation Magazine - September 2023 - 93
IEEE Robotics & Automation Magazine - September 2023 - 94
IEEE Robotics & Automation Magazine - September 2023 - 95
IEEE Robotics & Automation Magazine - September 2023 - 96
IEEE Robotics & Automation Magazine - September 2023 - 97
IEEE Robotics & Automation Magazine - September 2023 - 98
IEEE Robotics & Automation Magazine - September 2023 - 99
IEEE Robotics & Automation Magazine - September 2023 - 100
IEEE Robotics & Automation Magazine - September 2023 - 101
IEEE Robotics & Automation Magazine - September 2023 - 102
IEEE Robotics & Automation Magazine - September 2023 - 103
IEEE Robotics & Automation Magazine - September 2023 - 104
IEEE Robotics & Automation Magazine - September 2023 - 105
IEEE Robotics & Automation Magazine - September 2023 - 106
IEEE Robotics & Automation Magazine - September 2023 - 107
IEEE Robotics & Automation Magazine - September 2023 - 108
IEEE Robotics & Automation Magazine - September 2023 - 109
IEEE Robotics & Automation Magazine - September 2023 - 110
IEEE Robotics & Automation Magazine - September 2023 - 111
IEEE Robotics & Automation Magazine - September 2023 - 112
IEEE Robotics & Automation Magazine - September 2023 - 113
IEEE Robotics & Automation Magazine - September 2023 - 114
IEEE Robotics & Automation Magazine - September 2023 - 115
IEEE Robotics & Automation Magazine - September 2023 - 116
IEEE Robotics & Automation Magazine - September 2023 - 117
IEEE Robotics & Automation Magazine - September 2023 - 118
IEEE Robotics & Automation Magazine - September 2023 - 119
IEEE Robotics & Automation Magazine - September 2023 - 120
IEEE Robotics & Automation Magazine - September 2023 - 121
IEEE Robotics & Automation Magazine - September 2023 - 122
IEEE Robotics & Automation Magazine - September 2023 - 123
IEEE Robotics & Automation Magazine - September 2023 - 124
IEEE Robotics & Automation Magazine - September 2023 - 125
IEEE Robotics & Automation Magazine - September 2023 - 126
IEEE Robotics & Automation Magazine - September 2023 - 127
IEEE Robotics & Automation Magazine - September 2023 - 128
IEEE Robotics & Automation Magazine - September 2023 - 129
IEEE Robotics & Automation Magazine - September 2023 - 130
IEEE Robotics & Automation Magazine - September 2023 - 131
IEEE Robotics & Automation Magazine - September 2023 - 132
IEEE Robotics & Automation Magazine - September 2023 - 133
IEEE Robotics & Automation Magazine - September 2023 - 134
IEEE Robotics & Automation Magazine - September 2023 - 135
IEEE Robotics & Automation Magazine - September 2023 - 136
IEEE Robotics & Automation Magazine - September 2023 - 137
IEEE Robotics & Automation Magazine - September 2023 - 138
IEEE Robotics & Automation Magazine - September 2023 - 139
IEEE Robotics & Automation Magazine - September 2023 - 140
IEEE Robotics & Automation Magazine - September 2023 - 141
IEEE Robotics & Automation Magazine - September 2023 - 142
IEEE Robotics & Automation Magazine - September 2023 - 143
IEEE Robotics & Automation Magazine - September 2023 - 144
IEEE Robotics & Automation Magazine - September 2023 - 145
IEEE Robotics & Automation Magazine - September 2023 - 146
IEEE Robotics & Automation Magazine - September 2023 - 147
IEEE Robotics & Automation Magazine - September 2023 - 148
IEEE Robotics & Automation Magazine - September 2023 - 149
IEEE Robotics & Automation Magazine - September 2023 - 150
IEEE Robotics & Automation Magazine - September 2023 - 151
IEEE Robotics & Automation Magazine - September 2023 - 152
IEEE Robotics & Automation Magazine - September 2023 - 153
IEEE Robotics & Automation Magazine - September 2023 - 154
IEEE Robotics & Automation Magazine - September 2023 - 155
IEEE Robotics & Automation Magazine - September 2023 - 156
IEEE Robotics & Automation Magazine - September 2023 - 157
IEEE Robotics & Automation Magazine - September 2023 - 158
IEEE Robotics & Automation Magazine - September 2023 - 159
IEEE Robotics & Automation Magazine - September 2023 - 160
IEEE Robotics & Automation Magazine - September 2023 - 161
IEEE Robotics & Automation Magazine - September 2023 - 162
IEEE Robotics & Automation Magazine - September 2023 - 163
IEEE Robotics & Automation Magazine - September 2023 - 164
IEEE Robotics & Automation Magazine - September 2023 - 165
IEEE Robotics & Automation Magazine - September 2023 - 166
IEEE Robotics & Automation Magazine - September 2023 - 167
IEEE Robotics & Automation Magazine - September 2023 - 168
IEEE Robotics & Automation Magazine - September 2023 - Cover3
IEEE Robotics & Automation Magazine - September 2023 - 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