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Exploiting Robot Hand Compliance and Environmental Constraints for Edge Grasps

Bimbo, Joao ; Turco, Enrico ; Ghazaei Ardakani, Mahdi LU ; Pozzi, Maria ; Salvietti, Gionata ; Bo, Valerio ; Malvezzi, Monica and Prattichizzo, Domenico (2019) In Frontiers in robotics and AI 6.
Abstract

This paper presents a method to grasp objects that cannot be picked directly from a table, using a soft, underactuated hand. These grasps are achieved by dragging the object to the edge of a table, and grasping it from the protruding part, performing so-called slide-to-edge grasps. This type of approach, which uses the environment to facilitate the grasp, is named Environmental Constraint Exploitation (ECE), and has been shown to improve the robustness of grasps while reducing the planning effort. The paper proposes two strategies, namely Continuous Slide and Grasp and Pivot and Re-Grasp, that are designed to deal with different objects. In the first strategy, the hand is positioned over the object and assumed to stick to it during the... (More)

This paper presents a method to grasp objects that cannot be picked directly from a table, using a soft, underactuated hand. These grasps are achieved by dragging the object to the edge of a table, and grasping it from the protruding part, performing so-called slide-to-edge grasps. This type of approach, which uses the environment to facilitate the grasp, is named Environmental Constraint Exploitation (ECE), and has been shown to improve the robustness of grasps while reducing the planning effort. The paper proposes two strategies, namely Continuous Slide and Grasp and Pivot and Re-Grasp, that are designed to deal with different objects. In the first strategy, the hand is positioned over the object and assumed to stick to it during the sliding until the edge, where the fingers wrap around the object and pick it up. In the second strategy, instead, the sliding motion is performed using pivoting, and thus the object is allowed to rotate with respect to the hand that drags it toward the edge. Then, as soon as the object reaches the desired position, the hand detaches from the object and moves to grasp the object from the side. In both strategies, the hand positioning for grasping the object is implemented using a recently proposed functional model for soft hands, the closure signature, whereas the sliding motion on the table is executed by using a hybrid force-velocity controller. We conducted 320 grasping trials with 16 different objects using a soft hand attached to a collaborative robot arm. Experiments showed that the Continuous Slide and Grasp is more suitable for small objects (e.g., a credit card), whereas the Pivot and Re-Grasp performs better with larger objects (e.g., a big book). The gathered data were used to train a classifier that selects the most suitable strategy to use, according to the object size and weight. Implementing ECE strategies with soft hands is a first step toward their use in real-world scenarios, where the environment should be seen more as a help than as a hindrance.

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author
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organization
publishing date
type
Contribution to journal
publication status
published
subject
keywords
edge grasp, environmental constraints exploitation, grasp planning, sliding, soft robotic hands
in
Frontiers in robotics and AI
volume
6
article number
135
publisher
Frontiers Media S. A.
external identifiers
  • scopus:85077398825
ISSN
2296-9144
DOI
10.3389/frobt.2019.00135
language
English
LU publication?
yes
id
5fa50045-c938-4e9c-be4a-7c21b95a846b
date added to LUP
2020-01-20 12:03:21
date last changed
2022-04-18 20:05:12
@article{5fa50045-c938-4e9c-be4a-7c21b95a846b,
  abstract     = {{<p>This paper presents a method to grasp objects that cannot be picked directly from a table, using a soft, underactuated hand. These grasps are achieved by dragging the object to the edge of a table, and grasping it from the protruding part, performing so-called slide-to-edge grasps. This type of approach, which uses the environment to facilitate the grasp, is named Environmental Constraint Exploitation (ECE), and has been shown to improve the robustness of grasps while reducing the planning effort. The paper proposes two strategies, namely Continuous Slide and Grasp and Pivot and Re-Grasp, that are designed to deal with different objects. In the first strategy, the hand is positioned over the object and assumed to stick to it during the sliding until the edge, where the fingers wrap around the object and pick it up. In the second strategy, instead, the sliding motion is performed using pivoting, and thus the object is allowed to rotate with respect to the hand that drags it toward the edge. Then, as soon as the object reaches the desired position, the hand detaches from the object and moves to grasp the object from the side. In both strategies, the hand positioning for grasping the object is implemented using a recently proposed functional model for soft hands, the closure signature, whereas the sliding motion on the table is executed by using a hybrid force-velocity controller. We conducted 320 grasping trials with 16 different objects using a soft hand attached to a collaborative robot arm. Experiments showed that the Continuous Slide and Grasp is more suitable for small objects (e.g., a credit card), whereas the Pivot and Re-Grasp performs better with larger objects (e.g., a big book). The gathered data were used to train a classifier that selects the most suitable strategy to use, according to the object size and weight. Implementing ECE strategies with soft hands is a first step toward their use in real-world scenarios, where the environment should be seen more as a help than as a hindrance.</p>}},
  author       = {{Bimbo, Joao and Turco, Enrico and Ghazaei Ardakani, Mahdi and Pozzi, Maria and Salvietti, Gionata and Bo, Valerio and Malvezzi, Monica and Prattichizzo, Domenico}},
  issn         = {{2296-9144}},
  keywords     = {{edge grasp; environmental constraints exploitation; grasp planning; sliding; soft robotic hands}},
  language     = {{eng}},
  month        = {{12}},
  publisher    = {{Frontiers Media S. A.}},
  series       = {{Frontiers in robotics and AI}},
  title        = {{Exploiting Robot Hand Compliance and Environmental Constraints for Edge Grasps}},
  url          = {{http://dx.doi.org/10.3389/frobt.2019.00135}},
  doi          = {{10.3389/frobt.2019.00135}},
  volume       = {{6}},
  year         = {{2019}},
}