IEEE Robotics & Automation Magazine - December 2020 - 19

positioned directly in the middle of the net and placed
onto the seabed.
The system's performance was evaluated by verifying
whether the equipment was capable of completing the task.
As is shown in Figure 6, the following steps were carried out
and evaluated.
1)	Approaching the object: The system should move roughly
2 m until the object is within the arm's workspace.
2)	Grasping the object: The arm should retrieve the object
from the seabed and firmly hold it against hydrodynamic
disturbances.
3)	Releasing the object: The gripper should be able to
open its fingers to allow the object to fall freely.
4)	Collecting the object: The target object should be stored in
the side-mounted basket.

1)	SILVER2 was placed in front of the box, with the manipu-
lator fully contracted, and it extended its legs to ensure that
the manipulator was above the box.
2)	SILVER2 lowered its legs, and the manipulator was able to
reach into the box.
3)	The manipulator grasped the object via the arm inverse
kinematics model and took the article out of the box.
The performance during this test was evaluated by measuring
the length of the opening area and verifying whether the sys-
tem successfully grasped and collected the object.
The second test was carried out to collect objects from a
simulated overhang environment [Figure 5(e)]. A transparent
plate was fixed to a frame to create an overhang barrier, and
the object was placed on the seabed. The grasping task con-
sisted of two steps:
1)	SILVER2 was placed in front of the frame, with the soft
manipulator fully contracted.
2)	The manipulator grasped the object using the soft arm (via
the inverse kinematics model) and took the object from
beneath the overhang.
The system's performance was evaluated by measuring the
height of the plate and verifying whether the manipulator suc-
cessfully grasped and collected the object.

Collecting Objects in Confined Spaces
In this protocol, we investigated whether our soft manipulator
could retrieve objects from confined spaces and whether its
light weight and compliance would be beneficial for underwa-
ter manipulation. Two tests were carried out to estimate the
performance of the manipulator in a confined underwater
environment. The first focused on collecting objects from a
half-open box [Figure 5(d)]. The object and a real-time under-
water camera (transmitting images via cables) were placed on
the bottom of the box, and half of the box was then covered by
a metal plate. The grasping task was executed in three steps:

Results
We conducted all experiments in realistic sea conditions, on
both cloudy and sunny days without rain. The average depth

Approach
Target

Move Toward
Target

Camera

Collecting Basket

t=0s

(a)

(b)
Grasp
Target

(c)
Collect
Target

Task
Completed

t = 46 s

t = 38 s
(d)

t = 15 s

t = 53 s

(e)

(f)

Figure 6. An example of fragile object collection. (a) The robot starts a few meters away from the object and (b) moves close enough
so that the object (c) is within the arm's workspace. (d) The soft manipulator grasps the object via the inverse kinematics model and
(e) moves it into (f) the onboard collection basket. Scale bar: 15 cm.

DECEMBER 2020

*

IEEE ROBOTICS & AUTOMATION MAGAZINE

*

19



IEEE Robotics & Automation Magazine - December 2020

Table of Contents for the Digital Edition of IEEE Robotics & Automation Magazine - December 2020

Contents
IEEE Robotics & Automation Magazine - December 2020 - Cover1
IEEE Robotics & Automation Magazine - December 2020 - Cover2
IEEE Robotics & Automation Magazine - December 2020 - Contents
IEEE Robotics & Automation Magazine - December 2020 - 2
IEEE Robotics & Automation Magazine - December 2020 - 3
IEEE Robotics & Automation Magazine - December 2020 - 4
IEEE Robotics & Automation Magazine - December 2020 - 5
IEEE Robotics & Automation Magazine - December 2020 - 6
IEEE Robotics & Automation Magazine - December 2020 - 7
IEEE Robotics & Automation Magazine - December 2020 - 8
IEEE Robotics & Automation Magazine - December 2020 - 9
IEEE Robotics & Automation Magazine - December 2020 - 10
IEEE Robotics & Automation Magazine - December 2020 - 11
IEEE Robotics & Automation Magazine - December 2020 - 12
IEEE Robotics & Automation Magazine - December 2020 - 13
IEEE Robotics & Automation Magazine - December 2020 - 14
IEEE Robotics & Automation Magazine - December 2020 - 15
IEEE Robotics & Automation Magazine - December 2020 - 16
IEEE Robotics & Automation Magazine - December 2020 - 17
IEEE Robotics & Automation Magazine - December 2020 - 18
IEEE Robotics & Automation Magazine - December 2020 - 19
IEEE Robotics & Automation Magazine - December 2020 - 20
IEEE Robotics & Automation Magazine - December 2020 - 21
IEEE Robotics & Automation Magazine - December 2020 - 22
IEEE Robotics & Automation Magazine - December 2020 - 23
IEEE Robotics & Automation Magazine - December 2020 - 24
IEEE Robotics & Automation Magazine - December 2020 - 25
IEEE Robotics & Automation Magazine - December 2020 - 26
IEEE Robotics & Automation Magazine - December 2020 - 27
IEEE Robotics & Automation Magazine - December 2020 - 28
IEEE Robotics & Automation Magazine - December 2020 - 29
IEEE Robotics & Automation Magazine - December 2020 - 30
IEEE Robotics & Automation Magazine - December 2020 - 31
IEEE Robotics & Automation Magazine - December 2020 - 32
IEEE Robotics & Automation Magazine - December 2020 - 33
IEEE Robotics & Automation Magazine - December 2020 - 34
IEEE Robotics & Automation Magazine - December 2020 - 35
IEEE Robotics & Automation Magazine - December 2020 - 36
IEEE Robotics & Automation Magazine - December 2020 - 37
IEEE Robotics & Automation Magazine - December 2020 - 38
IEEE Robotics & Automation Magazine - December 2020 - 39
IEEE Robotics & Automation Magazine - December 2020 - 40
IEEE Robotics & Automation Magazine - December 2020 - 41
IEEE Robotics & Automation Magazine - December 2020 - 42
IEEE Robotics & Automation Magazine - December 2020 - 43
IEEE Robotics & Automation Magazine - December 2020 - 44
IEEE Robotics & Automation Magazine - December 2020 - 45
IEEE Robotics & Automation Magazine - December 2020 - 46
IEEE Robotics & Automation Magazine - December 2020 - 47
IEEE Robotics & Automation Magazine - December 2020 - 48
IEEE Robotics & Automation Magazine - December 2020 - 49
IEEE Robotics & Automation Magazine - December 2020 - 50
IEEE Robotics & Automation Magazine - December 2020 - 51
IEEE Robotics & Automation Magazine - December 2020 - 52
IEEE Robotics & Automation Magazine - December 2020 - 53
IEEE Robotics & Automation Magazine - December 2020 - 54
IEEE Robotics & Automation Magazine - December 2020 - 55
IEEE Robotics & Automation Magazine - December 2020 - 56
IEEE Robotics & Automation Magazine - December 2020 - 57
IEEE Robotics & Automation Magazine - December 2020 - 58
IEEE Robotics & Automation Magazine - December 2020 - 59
IEEE Robotics & Automation Magazine - December 2020 - 60
IEEE Robotics & Automation Magazine - December 2020 - 61
IEEE Robotics & Automation Magazine - December 2020 - 62
IEEE Robotics & Automation Magazine - December 2020 - 63
IEEE Robotics & Automation Magazine - December 2020 - 64
IEEE Robotics & Automation Magazine - December 2020 - 65
IEEE Robotics & Automation Magazine - December 2020 - 66
IEEE Robotics & Automation Magazine - December 2020 - 67
IEEE Robotics & Automation Magazine - December 2020 - 68
IEEE Robotics & Automation Magazine - December 2020 - 69
IEEE Robotics & Automation Magazine - December 2020 - 70
IEEE Robotics & Automation Magazine - December 2020 - 71
IEEE Robotics & Automation Magazine - December 2020 - 72
IEEE Robotics & Automation Magazine - December 2020 - 73
IEEE Robotics & Automation Magazine - December 2020 - 74
IEEE Robotics & Automation Magazine - December 2020 - 75
IEEE Robotics & Automation Magazine - December 2020 - 76
IEEE Robotics & Automation Magazine - December 2020 - 77
IEEE Robotics & Automation Magazine - December 2020 - 78
IEEE Robotics & Automation Magazine - December 2020 - 79
IEEE Robotics & Automation Magazine - December 2020 - 80
IEEE Robotics & Automation Magazine - December 2020 - 81
IEEE Robotics & Automation Magazine - December 2020 - 82
IEEE Robotics & Automation Magazine - December 2020 - 83
IEEE Robotics & Automation Magazine - December 2020 - 84
IEEE Robotics & Automation Magazine - December 2020 - 85
IEEE Robotics & Automation Magazine - December 2020 - 86
IEEE Robotics & Automation Magazine - December 2020 - 87
IEEE Robotics & Automation Magazine - December 2020 - 88
IEEE Robotics & Automation Magazine - December 2020 - Cover3
IEEE Robotics & Automation Magazine - December 2020 - 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