Review of deep reinforcement learning-based object grasping: Techniques, open challenges, and recommendations

MQ Mohammed, KL Chung, CS Chyi - IEEE Access, 2020 - ieeexplore.ieee.org
The motivation behind our work is to review and analyze the most relevant studies on deep
reinforcement learning-based object manipulation. Various studies are examined through a …

Comprehensive review on reaching and grasping of objects in robotics

QM Marwan, SC Chua, LC Kwek - Robotica, 2021 - cambridge.org
Interaction between a robot and its environment requires perception about the environment,
which helps the robot in making a clear decision about the object type and its location. After …

Multimodal tactile sensing fused with vision for dexterous robotic housekeeping

Q Mao, Z Liao, J Yuan, R Zhu - Nature Communications, 2024 - nature.com
As robots are increasingly participating in our daily lives, the quests to mimic human abilities
have driven the advancements of robotic multimodal senses. However, current perceptual …

Robots in industry: The past, present, and future of a growing collaboration with humans

A Grau, M Indri, LL Bello… - IEEE Industrial Electronics …, 2020 - ieeexplore.ieee.org
Robots have been part of automation systems for a very long time, and in public perception,
they are often synonymous with automation and industrial revolution perse. Fueled by …

Shallow-depth insertion: Peg in shallow hole through robotic in-hand manipulation

CH Kim, J Seo - IEEE Robotics and Automation Letters, 2019 - ieeexplore.ieee.org
This letter presents a novel robotic manipulation technique suitable for shallow-depth
insertion, which refers to the assembly of a relatively thin peg-like object into a hole with a …

Transformation of foldable robotic hand to scissor-like shape for pinching based on human hand movement

H Ikeda, T Saeki - Scientific Reports, 2023 - nature.com
Increasing the number of degrees of freedom for multi-finger robotic hands is necessary to
achieve high performance. However, this increases structural complexity and the obtained …

Fully passive robotic finger for human-inspired adaptive grasping in environmental constraints

D Yoon, K Kim - IEEE/ASME Transactions on Mechatronics, 2022 - ieeexplore.ieee.org
This article presents an adaptive finger mechanism for grasping objects in an environmental
constraint. The proposed finger is designed such that it can be easily installed to a parallel …

Dual-camera-based method for identification and location of scattered self-plugging rivets for robot grasping

T Jiang, X Cheng, H Cui, C Shi, Y Li - Measurement, 2019 - Elsevier
With the development of robotic vision technology, applications of visual guided robotic
grasping and assembly become more and more widespread in aerospace industry. Self …

Grasp planning with a soft reconfigurable gripper exploiting embedded and environmental constraints

E Turco, V Bo, M Pozzi, A Rizzo… - IEEE Robotics and …, 2021 - ieeexplore.ieee.org
Grasping in unstructured environments requires highly adaptable and versatile hands
together with strategies to exploit their features to get robust grasps. This letter presents a …

The development of a two-finger dexterous bionic hand with three grasping patterns-NWAFU hand

Z Li, Z Hou, Y Mao, Y Shang, L Kuta - Journal of Bionic Engineering, 2020 - Springer
Bionic inspiration from human thumb and index finger was the drive to design a high-
performance two-finger dexterous hand. The size of each phalanx and the motion range of …