IEEE Robotics & Automation Magazine - September 2023 - 108

(a)
(c)
(e)
(b)
(d)
(f)
(g)
2.5 cm
FIGURE 1. A visual representation of the various robotics systems the toolbox can model. These systems include rigid-soft hybrid robots,
where the soft links can be approximated as Cosserat rods. (a) X-RHex, a hybrid robot with compliant legs. (b) Tuft Softworm, a soft robot
that relies on shape memory alloy actuators and frictional forces for locomotion. (c) PoseiDRONE, a hybrid robot that uses tendon-based
soft appendages to swim underwater and move on the seafloor [1]. (d) STIFF-FLOP, a pneumatic soft manipulator designed for use in
surgical procedures [11]. (e) FinRay, a closed-chain soft gripper with rigid connectors [12]. (f) A two-finger tendon-driven hybrid gripper
consisting of modular segments [13]. (g) A bioinspired hybrid flagellate robot for underwater applications [14]. The SoRoSim toolbox can
model all these classes of robots by including contact, friction, and fluidic interactions as custom external forces similar to the examples
in the " Modeling Applications " section.
discuss the computational performance of the toolbox and draw
conclusions and future directions of SoRoSim.
GOVERNING EQUATIONS
The GVS approach was recently introduced by Renda et al. [16]
in statics and Boyer et al. [17] in dynamics. It is based on a variable-strain
parametrization of soft links represented by Cosserat
rods, 1D slender rods that can bend, twist, stretch, and shear.
Cosserat's model is the most general rod model, as it accounts
for the orientation as well as the position of beam elements and
allows for all six modes of deformation to be considered during
analysis [2]. Since the strain is parameterized in the GVS
approach, it is easy to disable any deformation modes. Thus,
other beam theories can be kinematically reproduced. For
instance, SoRoSim users can enable the rotational modes along
g4(1)
g34
η1(X1)
r
g1(X1)
ξ4
g23
ξ1(X1)
g2(L2)
FIGURE 2. The proposed kinematics for a floating hybrid soft-rigid
chain.
10 IEEE ROBOTICS & AUTOMATION MAGAZINE SEPTEMBER 2023
8
with shear along y and z to create a Timoshenko beam. The
GVS model is also geometrically exact and generalizes the geometric
theory of rigid robotics to hybrid systems of soft and
rigid links with multidimensional joints, externally applied
point and distributed forces, and distributed actuation forces
[18]. In this section, we give a summary of the model and an
overview of the efficient computational techniques implemented
in the SoRoSim toolbox.
Consider a floating hybrid kinematic chain composed of
interconnected rigid and soft bodies represented by Cosserat
rods. The configuration of a soft body i (respectively, a rigid
body) with respect to its predecessor in the chain is defined as
a curve:
gg ()
ii ii i
():, ()XL XSE 3
$ !!=cm
ii
60
@ 7
[respectively, a point g SE 3
i !
Rr
1
(1)
()], mapping the body frame at
Xi to the body frame of the previous body at the reference
configuration, as demonstrated in Figure 2.
To study the exponential representation of (),
g Xii we introl
t
duce
its partial derivative with respect to space, ()= iipgg ,
6
and with respect to time, ()= htr where ()X Rii
.
gg ,
i Xi
i
i
hi
iiX
p
defines the strain twist in the body frame, ()X R6
r
i !
!
is the
velocity twist relative to the predecessor in the body frame,
and ()$X is the isomorphism from R6
g XX
to se(3). The space derivii
= Xit^h where
exp () ,
ative of ()g Xii is a matrix differential equation that can be
integrated in space according to ()
Xt
case, ()Xiipt
is the Magnus expansion of the field p .t For the rigid link
is constant in Xi and equal to the body frame

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