Safe human–robot collaboration for industrial settings: a survey
Human–robot collaboration (HRC) plays a pivotal role in today's industry by supporting
increasingly customised product development. Via HRC, the strengths of humans and robots …
increasingly customised product development. Via HRC, the strengths of humans and robots …
Fusion dynamical systems with machine learning in imitation learning: A comprehensive overview
Imitation Learning (IL), also referred to as Learning from Demonstration (LfD), holds
significant promise for capturing expert motor skills through efficient imitation, facilitating …
significant promise for capturing expert motor skills through efficient imitation, facilitating …
Dynamic movement primitives: Volumetric obstacle avoidance using dynamic potential functions
Abstract Obstacle avoidance for Dynamic Movement Primitives (DMPs) is still a challenging
problem. In our previous work, we proposed a framework for obstacle avoidance based on …
problem. In our previous work, we proposed a framework for obstacle avoidance based on …
Constrained probabilistic movement primitives for robot trajectory adaptation
F Frank, A Paraschos… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Placing robotsoutside controlled conditions requires versatile movement representations
that allow robots to learn new tasks and adapt them to environmental changes. The …
that allow robots to learn new tasks and adapt them to environmental changes. The …
Overcoming some drawbacks of dynamic movement primitives
Abstract Dynamic Movement Primitives (DMPs) is a framework for learning a point-to-point
trajectory from a demonstration. Despite being widely used, DMPs still present some …
trajectory from a demonstration. Despite being widely used, DMPs still present some …
Learning from demonstrations for autonomous soft-tissue retraction
The current research focus in Robot-Assisted Minimally Invasive Surgery (RAMIS) is
directed towards increasing the level of robot autonomy, to place surgeons in a supervisory …
directed towards increasing the level of robot autonomy, to place surgeons in a supervisory …
Autonomous task planning and situation awareness in robotic surgery
The use of robots in minimally invasive surgery has improved the quality of standard surgical
procedures. So far, only the automation of simple surgical actions has been investigated by …
procedures. So far, only the automation of simple surgical actions has been investigated by …
Toward generalizable robotic dual-arm flipping manipulation
H Huang, C Zeng, L Cheng… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Robotic dual-arm manipulation often requires close cooperation between the arms. Dual-
arm manipulation tasks are always difficult to program in advance, and then, executed …
arm manipulation tasks are always difficult to program in advance, and then, executed …
Model predictive optimization for imitation learning from demonstrations
Abstract “Motion generation by imitating” enables a robot to generate its trajectory in a new
environment. Research works on dynamic movement primitives (DMP) has reported …
environment. Research works on dynamic movement primitives (DMP) has reported …
Mimic: In-situ recording and re-use of demonstrations to support robot teleoperation
Remote teleoperation is an important robot control method when they cannot operate fully
autonomously. Yet, teleoperation presents challenges to effective and full robot utilization …
autonomously. Yet, teleoperation presents challenges to effective and full robot utilization …