IEEE Robotics & Automation Magazine - December 2017 - 82
Normal Gait
F
E
E
F
F
E
E
F
Dh
50
30
20
10
Flexion
0
-10
(b)
90
80
70
60
50
40
30
20
10
0
-10
Swing
40
Hf
(a)
Stance
Knee-Joint Angle (°)
Hip-Joint Angle (°)
60
WalkON Suit
Extension
0 10 20 30 40 50 60 70 80 90 100
Gait Cycle (%)
(c)
Stance
Swing
Flexion
Extension
0 10 20 30 40 50 60 70 80 90 100
Gait Cycle (%)
(d)
Figure 5. The schematic of the FIW and the joint-angle trajectories for a gait speed of 18 m/min: (a) the height difference between
the leading and trailing leg, (b) a comparison with normal walking, (c) the hip-joint-angle trajectory ( i r,hip ), and (d) the knee-jointangle trajectory ( i r,knee ). E: extension; F: flexion.
Intention
Recognition
Motion xd, zd
Trajectory
Generation
Body Weight and Dynamic Load
Gait Phase
C
I.K
θr,hip
θr,knee
+
-
Motion
Controller
uhip
+
uknee
+
G
θ hip
θ knee
F.K
x, z
Figure 6. A motion control system for each leg. I.K: inverse kinematics; G: the system model of the WalkON Suit; F.K: forward kinematics.
propel the body forward in a stance phase and guarantee a
large clearance in a swing phase.
Motion Control Algorithms
A motion-control algorithm is depicted in Figure 6. Once a
command is executed by the pilot using the switches on the
crutches, the desired positions of the feet, x d and zd, are
determined in real time. Then, the desired joint-angle trajectories, i r,hip and i r,knee, are calculated by the inverse
kinematics of the robotic leg, i.e., I.K in the figure. The
control input for each joint actuator, u hip (k) and u knee (k), is
calculated as
u (k) = f1 i r (k) + f2 i r (k - 1) + c 1 e (k)
+ c 2 e (k - 1) + c 3 e c (k),
(4)
Table 3. The settings of the controller gains.
82
*
Phase
f1, f2
c1, c2
c3
s
Stance
0
170,000, 4,000
0
0
Swing
45,000, 950
6,500, 150
500,000
1
IEEE ROBOTICS & AUTOMATION MAGAZINE
*
DECEMBER 2017
where k is a current discretized time and e (k) = i r (k) - i (k)
is a tracking error for each joint. The subscripts, hip and
knee, are omitted for simplicity. f1 and f2 are feedforward
controller gains, and c 1, c 2, and c 3 are feedback controller
gains. e c (k) is an accumulated error, i.e.,
e c (k) = s [e c (k - 1) + e (k) T],
(5)
where T is the sampling period and s is a switching variable.
The value e c (k) is reset to zero if s = 0.
During the operation of the WalkON Suit, the controller
gains were changed according to the gait phase. In the stance
phase, the robotic legs are exposed to large disturbances due
to the body weight and dynamic load. Also, the disturbances
are continuously changed according to walking conditions,
such as speed, ground condition, and crutch position. Therefore, high gain control is not preferred because the control
input is drastically altered according to the change of the disturbance, which causes an instability of the overall control
system and makes the pilot uncomfortable and nervous.
Therefore, the robotic leg was controlled by the feedback control gains related to the proportional and derivative control,
i.e., c 1 and c 2, while the other control actions depend on the
phases, as described in Table 3.
Table of Contents for the Digital Edition of IEEE Robotics & Automation Magazine - December 2017
IEEE Robotics & Automation Magazine - December 2017 - Cover1
IEEE Robotics & Automation Magazine - December 2017 - Cover2
IEEE Robotics & Automation Magazine - December 2017 - 1
IEEE Robotics & Automation Magazine - December 2017 - 2
IEEE Robotics & Automation Magazine - December 2017 - 3
IEEE Robotics & Automation Magazine - December 2017 - 4
IEEE Robotics & Automation Magazine - December 2017 - 5
IEEE Robotics & Automation Magazine - December 2017 - 6
IEEE Robotics & Automation Magazine - December 2017 - 7
IEEE Robotics & Automation Magazine - December 2017 - 8
IEEE Robotics & Automation Magazine - December 2017 - 9
IEEE Robotics & Automation Magazine - December 2017 - 10
IEEE Robotics & Automation Magazine - December 2017 - 11
IEEE Robotics & Automation Magazine - December 2017 - 12
IEEE Robotics & Automation Magazine - December 2017 - 13
IEEE Robotics & Automation Magazine - December 2017 - 14
IEEE Robotics & Automation Magazine - December 2017 - 15
IEEE Robotics & Automation Magazine - December 2017 - 16
IEEE Robotics & Automation Magazine - December 2017 - 17
IEEE Robotics & Automation Magazine - December 2017 - 18
IEEE Robotics & Automation Magazine - December 2017 - 19
IEEE Robotics & Automation Magazine - December 2017 - 20
IEEE Robotics & Automation Magazine - December 2017 - 21
IEEE Robotics & Automation Magazine - December 2017 - 22
IEEE Robotics & Automation Magazine - December 2017 - 23
IEEE Robotics & Automation Magazine - December 2017 - 24
IEEE Robotics & Automation Magazine - December 2017 - 25
IEEE Robotics & Automation Magazine - December 2017 - 26
IEEE Robotics & Automation Magazine - December 2017 - 27
IEEE Robotics & Automation Magazine - December 2017 - 28
IEEE Robotics & Automation Magazine - December 2017 - 29
IEEE Robotics & Automation Magazine - December 2017 - 30
IEEE Robotics & Automation Magazine - December 2017 - 31
IEEE Robotics & Automation Magazine - December 2017 - 32
IEEE Robotics & Automation Magazine - December 2017 - 33
IEEE Robotics & Automation Magazine - December 2017 - 34
IEEE Robotics & Automation Magazine - December 2017 - 35
IEEE Robotics & Automation Magazine - December 2017 - 36
IEEE Robotics & Automation Magazine - December 2017 - 37
IEEE Robotics & Automation Magazine - December 2017 - 38
IEEE Robotics & Automation Magazine - December 2017 - 39
IEEE Robotics & Automation Magazine - December 2017 - 40
IEEE Robotics & Automation Magazine - December 2017 - 41
IEEE Robotics & Automation Magazine - December 2017 - 42
IEEE Robotics & Automation Magazine - December 2017 - 43
IEEE Robotics & Automation Magazine - December 2017 - 44
IEEE Robotics & Automation Magazine - December 2017 - 45
IEEE Robotics & Automation Magazine - December 2017 - 46
IEEE Robotics & Automation Magazine - December 2017 - 47
IEEE Robotics & Automation Magazine - December 2017 - 48
IEEE Robotics & Automation Magazine - December 2017 - 49
IEEE Robotics & Automation Magazine - December 2017 - 50
IEEE Robotics & Automation Magazine - December 2017 - 51
IEEE Robotics & Automation Magazine - December 2017 - 52
IEEE Robotics & Automation Magazine - December 2017 - 53
IEEE Robotics & Automation Magazine - December 2017 - 54
IEEE Robotics & Automation Magazine - December 2017 - 55
IEEE Robotics & Automation Magazine - December 2017 - 56
IEEE Robotics & Automation Magazine - December 2017 - 57
IEEE Robotics & Automation Magazine - December 2017 - 58
IEEE Robotics & Automation Magazine - December 2017 - 59
IEEE Robotics & Automation Magazine - December 2017 - 60
IEEE Robotics & Automation Magazine - December 2017 - 61
IEEE Robotics & Automation Magazine - December 2017 - 62
IEEE Robotics & Automation Magazine - December 2017 - 63
IEEE Robotics & Automation Magazine - December 2017 - 64
IEEE Robotics & Automation Magazine - December 2017 - 65
IEEE Robotics & Automation Magazine - December 2017 - 66
IEEE Robotics & Automation Magazine - December 2017 - 67
IEEE Robotics & Automation Magazine - December 2017 - 68
IEEE Robotics & Automation Magazine - December 2017 - 69
IEEE Robotics & Automation Magazine - December 2017 - 70
IEEE Robotics & Automation Magazine - December 2017 - 71
IEEE Robotics & Automation Magazine - December 2017 - 72
IEEE Robotics & Automation Magazine - December 2017 - 73
IEEE Robotics & Automation Magazine - December 2017 - 74
IEEE Robotics & Automation Magazine - December 2017 - 75
IEEE Robotics & Automation Magazine - December 2017 - 76
IEEE Robotics & Automation Magazine - December 2017 - 77
IEEE Robotics & Automation Magazine - December 2017 - 78
IEEE Robotics & Automation Magazine - December 2017 - 79
IEEE Robotics & Automation Magazine - December 2017 - 80
IEEE Robotics & Automation Magazine - December 2017 - 81
IEEE Robotics & Automation Magazine - December 2017 - 82
IEEE Robotics & Automation Magazine - December 2017 - 83
IEEE Robotics & Automation Magazine - December 2017 - 84
IEEE Robotics & Automation Magazine - December 2017 - 85
IEEE Robotics & Automation Magazine - December 2017 - 86
IEEE Robotics & Automation Magazine - December 2017 - 87
IEEE Robotics & Automation Magazine - December 2017 - 88
IEEE Robotics & Automation Magazine - December 2017 - 89
IEEE Robotics & Automation Magazine - December 2017 - 90
IEEE Robotics & Automation Magazine - December 2017 - 91
IEEE Robotics & Automation Magazine - December 2017 - 92
IEEE Robotics & Automation Magazine - December 2017 - 93
IEEE Robotics & Automation Magazine - December 2017 - 94
IEEE Robotics & Automation Magazine - December 2017 - 95
IEEE Robotics & Automation Magazine - December 2017 - 96
IEEE Robotics & Automation Magazine - December 2017 - 97
IEEE Robotics & Automation Magazine - December 2017 - 98
IEEE Robotics & Automation Magazine - December 2017 - 99
IEEE Robotics & Automation Magazine - December 2017 - 100
IEEE Robotics & Automation Magazine - December 2017 - 101
IEEE Robotics & Automation Magazine - December 2017 - 102
IEEE Robotics & Automation Magazine - December 2017 - 103
IEEE Robotics & Automation Magazine - December 2017 - 104
IEEE Robotics & Automation Magazine - December 2017 - 105
IEEE Robotics & Automation Magazine - December 2017 - 106
IEEE Robotics & Automation Magazine - December 2017 - 107
IEEE Robotics & Automation Magazine - December 2017 - 108
IEEE Robotics & Automation Magazine - December 2017 - 109
IEEE Robotics & Automation Magazine - December 2017 - 110
IEEE Robotics & Automation Magazine - December 2017 - 111
IEEE Robotics & Automation Magazine - December 2017 - 112
IEEE Robotics & Automation Magazine - December 2017 - 113
IEEE Robotics & Automation Magazine - December 2017 - 114
IEEE Robotics & Automation Magazine - December 2017 - 115
IEEE Robotics & Automation Magazine - December 2017 - 116
IEEE Robotics & Automation Magazine - December 2017 - 117
IEEE Robotics & Automation Magazine - December 2017 - 118
IEEE Robotics & Automation Magazine - December 2017 - 119
IEEE Robotics & Automation Magazine - December 2017 - 120
IEEE Robotics & Automation Magazine - December 2017 - 121
IEEE Robotics & Automation Magazine - December 2017 - 122
IEEE Robotics & Automation Magazine - December 2017 - 123
IEEE Robotics & Automation Magazine - December 2017 - 124
IEEE Robotics & Automation Magazine - December 2017 - 125
IEEE Robotics & Automation Magazine - December 2017 - 126
IEEE Robotics & Automation Magazine - December 2017 - 127
IEEE Robotics & Automation Magazine - December 2017 - 128
IEEE Robotics & Automation Magazine - December 2017 - 129
IEEE Robotics & Automation Magazine - December 2017 - 130
IEEE Robotics & Automation Magazine - December 2017 - 131
IEEE Robotics & Automation Magazine - December 2017 - 132
IEEE Robotics & Automation Magazine - December 2017 - Cover3
IEEE Robotics & Automation Magazine - December 2017 - 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