A review of robot learning for manipulation: Challenges, representations, and algorithms

O Kroemer, S Niekum, G Konidaris - Journal of machine learning research, 2021 - jmlr.org
A key challenge in intelligent robotics is creating robots that are capable of directly
interacting with the world around them to achieve their goals. The last decade has seen …

Data-driven grasp synthesis—a survey

J Bohg, A Morales, T Asfour… - IEEE Transactions on …, 2013 - ieeexplore.ieee.org
We review the work on data-driven grasp synthesis and the methodologies for sampling and
ranking candidate grasps. We divide the approaches into three groups based on whether …

Self-supervised learning for precise pick-and-place without object model

L Berscheid, P Meißner, T Kröger - IEEE Robotics and …, 2020 - ieeexplore.ieee.org
Flexible pick-and-place is a fundamental yet challenging task within robotics, in particular
due to the need of an object model for a simple target pose definition. In this work, the robot …

Task-based robot grasp planning using probabilistic inference

D Song, CH Ek, K Huebner… - IEEE transactions on …, 2015 - ieeexplore.ieee.org
Gras** and manipulating everyday objects in a goal-directed manner is an important
ability of a service robot. The robot needs to reason about task requirements and ground …

[LIBRO][B] From robot to human gras** simulation

B León, A Morales, J Sancho-Bru - 2014 - Springer
The human hand and its dexterity in gras** and manipulating objects are some of the
hallmarks of the human species. For years, anatomic and biomechanical studies have …

Semantic and geometric reasoning for robotic gras**: a probabilistic logic approach

L Antanas, P Moreno, M Neumann… - Autonomous …, 2019 - Springer
While any grasp must satisfy the gras** stability criteria, good grasps depend on the
specific manipulation scenario: the object, its properties and functionalities, as well as the …

Preparatory manipulation planning using automatically determined single and dual arm

W Wan, K Harada, F Kanehiro - IEEE Transactions on Industrial …, 2019 - ieeexplore.ieee.org
This paper presents a manipulation planning algorithm for robots to reorient objects. It
automatically finds a sequence of robot motion that manipulates and prepares an object for …

Interpreting contact interactions to overcome failure in robot assembly tasks

PA Zachares, MA Lee, W Lian… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
A key challenge towards autonomous multi-part object assembly is robust sensorimotor
control under uncertainty. In contrast to previous works that rely on a priori knowledge on …

Bimanual Grasp Synthesis for Dexterous Robot Hands

Y Shao, C **
E Nikandrova, V Kyrki - Robotics and Autonomous Systems, 2015 - Elsevier
The problem of finding stable grasps has been widely studied in robotics. However, in many
applications the resulting grasps should not only be stable but also applicable for a …