Robohub.org
 

Oliver Kroemer: Learning Robot Manipulation Skills… | CMU RI Seminar

by
11 November 2018



share this:

Link to video on YouTube

Abstract: “In the future, robots could be used to take care of the elderly, perform household chores, and assist in hazardous situations. However, such applications require robots to manipulate objects in unstructured and everyday environments. Hence, in order to perform a wide range of tasks, robots will need to learn manipulation skills that generalize between different scenarios and objects. In this talk, Oliver Kroemer will present methods that he has developed for robots to learn versatile manipulation skills. The first part of the presentation will focus on learning manipulation skills through trial and error using task-specific reward functions. The presented methods are used to learn the desired trajectories and goal states of individual skills, as well as high-level policies for sequencing skills. The resulting skill sequences reflect the multi-modal structure of the manipulation tasks. The second part of the talk will focus on representations for generalizing skills between different scenarios. He will explain how robots can learn to adapt skills to the geometric features of the objects being manipulated, and also discuss how the relevance of these features can be predicted from previously learned skills. The talk will be concluded by discussing open challenges and future research directions for learning manipulation skills.”




John Payne





Related posts :



Soft robotic tool provides new ‘eyes’ in endovascular surgery

The magnetic device can help visualise and navigate complex and narrow spaces.

‘Brainless’ robot can navigate complex obstacles

Researchers who created a soft robot that could navigate simple mazes without human or computer direction have now built on that work, creating a “brainless” soft robot that can navigate more complex and dynamic environments.
21 September 2023, by

Battery-free origami microfliers from UW researchers offer a new bio-inspired future of flying machines

Researchers at the University of Washington present battery-free microfliers that can change shape in mid-air to vary their dispersal distance.

Virtual-reality tech is fast becoming more real

Touch sensations are improving to help sectors like healthcare and manufacturing, while other advances are being driven by the gaming industry.
16 September 2023, by

High-tech microscope with ML software for detecting malaria in returning travellers

Method not as accurate as human experts, but shows promise.
14 September 2023, by and

How drones are used during earthquakes

Drones are being used by responders in the terrible Morocco earthquake.
13 September 2023, by and





©2021 - ROBOTS Association


 












©2021 - ROBOTS Association