Deep learning approaches to grasp synthesis: A review

R Newbury, M Gu, L Chumbley… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Grasping is the process of picking up an object by applying forces and torques at a set of
contacts. Recent advances in deep learning methods have allowed rapid progress in robotic …

Soft robotics: Technologies and systems pushing the boundaries of robot abilities

C Laschi, B Mazzolai, M Cianchetti - Science robotics, 2016 - science.org
The proliferation of soft robotics research worldwide has brought substantial achievements
in terms of principles, models, technologies, techniques, and prototypes of soft robots. Such …

Making sense of vision and touch: Self-supervised learning of multimodal representations for contact-rich tasks

MA Lee, Y Zhu, K Srinivasan, P Shah… - … on robotics and …, 2019 - ieeexplore.ieee.org
Contact-rich manipulation tasks in unstructured environments often require both haptic and
visual feedback. However, it is non-trivial to manually design a robot controller that …

Learning high-DOF reaching-and-grasping via dynamic representation of gripper-object interaction

Q She, R Hu, J Xu, M Liu, K Xu, H Huang - arXiv preprint arXiv:2204.13998, 2022 - arxiv.org
We approach the problem of high-DOF reaching-and-grasping via learning joint planning of
grasp and motion with deep reinforcement learning. To resolve the sample efficiency issue …

[HTML][HTML] A survey of robot manipulation in contact

M Suomalainen, Y Karayiannidis, V Kyrki - Robotics and Autonomous …, 2022 - Elsevier
In this survey, we present the current status on robots performing manipulation tasks that
require varying contact with the environment, such that the robot must either implicitly or …

A century of robotic hands

C Piazza, G Grioli, MG Catalano… - Annual Review of Control …, 2019 - annualreviews.org
This article reports on the state of the art of artificial hands, discussing some of the field's
most important trends and suggesting directions for future research. We review and group …

Recent advances in flexible sensors and their applications

B Zazoum, KM Batoo, MAA Khan - Sensors, 2022 - mdpi.com
Flexible sensors are low cost, wearable, and lightweight, as well as having a simple
structure as per the requirements of engineering applications. Furthermore, for many …

Analysis and observations from the first amazon picking challenge

N Correll, KE Bekris, D Berenson… - IEEE Transactions …, 2016 - ieeexplore.ieee.org
This paper presents an overview of the inaugural Amazon Picking Challenge along with a
summary of a survey conducted among the 26 participating teams. The challenge goal was …

Differentiable physics and stable modes for tool-use and manipulation planning

MA Toussaint, KR Allen, KA Smith, JB Tenenbaum - 2018 - dspace.mit.edu
We consider the problem of sequential manipulationand tool-use planning in domains that
include physical interac-tions such as hitting and throwing. The approach integrates aTask …

New soft robots really suck: Vacuum-powered systems empower diverse capabilities

MA Robertson, J Paik - Science Robotics, 2017 - science.org
We introduce a vacuum-powered soft pneumatic actuator (V-SPA) that leverages a single,
shared vacuum power supply and enables complex soft robotic systems with multiple …