Dex-net 3.0: Computing robust vacuum suction grasp targets in point clouds using a new analytic model and deep learning

J Mahler, M Matl, X Liu, A Li, D Gealy… - … on robotics and …, 2018 - ieeexplore.ieee.org
Vacuum-based end effectors are widely used in industry and are often preferred over
parallel-jaw and multifinger grippers due to their ability to lift objects with a single point of …

Mechanical search on shelves using a novel “bluction” tool

H Huang, M Danielczuk, CM Kim, L Fu… - … on Robotics and …, 2022 - ieeexplore.ieee.org
Shelves are common in homes, warehouses, and commercial settings due to their storage
efficiency. However, this efficiency comes at the cost of reduced visibility and accessibility …

Modeling of vacuum grippers for the design of energy efficient vacuum-based handling processes

F Gabriel, M Fahning, J Meiners, F Dietrich… - Production …, 2020 - Springer
Vacuum-based handling is widely used in industrial production systems, particularly for
hand-ling of sheet metal parts. The process design for such handling tasks is mostly based …

[HTML][HTML] Soft Grippers in Robotics: Progress of Last 10 Years

A Dzedzickis, JJ Petronienė, S Petkevičius… - Machines, 2024 - mdpi.com
This paper is dedicated to soft grippers, robot tools with a wide application area in various
activities where an accurate and delicate grabbing movement is required such as routine …

Reinforcement learning for picking cluttered general objects with dense object descriptors

HG Cao, W Zeng, IC Wu - 2022 International Conference on …, 2022 - ieeexplore.ieee.org
Picking cluttered general objects is a challenging task due to the complex geometries and
various stacking configurations. Many prior works utilize pose estimation for picking, but …

Uncertainty-based exploring strategy in densely cluttered scenes for vacuum cup grasping

K Tung, J Su, J Cai, Z Wan… - … Conference on Robotics …, 2022 - ieeexplore.ieee.org
Grasping a wide range of novel objects in densely cluttered scenes is difficult due to
irregular shapes of objects and the uncertainty in sensing. In this paper, a novel vacuum cup …

Robot suction region prediction method from knowledge to learning in disordered manufacturing scenarios

T Zhang, C Zhang, S Ji, T Hu - Engineering Applications of Artificial …, 2023 - Elsevier
Suction plays an important role in the disordered manufacturing scenarios because of its
single-point contact and reliability. The prediction of suction region is the primary problem …

Model-based grasp planning for energy-efficient vacuum-based handling

F Gabriel, M Roemer, P Bobka, K Droeder - CIRP Annals, 2021 - Elsevier
Grasp planning for vacuum-based handling is typically based on prior knowledge and
experience. The most adequate grasp positions are selected and distributed manually. The …

A dual-arm robot that manipulates heavy plates with the support of a vacuum lifter

S Hayakawa, W Wan, K Koyama… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
A vacuum lifter is widely used to hold and pick up large, heavy, and flat objects.
Conventionally, when using a vacuum lifter, a human worker watches the state of a running …

Model-free grasp planning for configurable vacuum grippers

F You, M Mende, D Štogl, B Hein… - 2018 IEEE/RSJ …, 2018 - ieeexplore.ieee.org
A concept consisting of a new configurable vacuum gripper system and a corresponding
method for determining optimal grasp configurations solely based on 3D vision is …