Periodic DMP formulation for Quaternion Trajectories

Fares Abu-Dakka, Matteo Saveriano, Luka Peternel

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

8 Citations (Scopus)

Abstract

Imitation learning techniques have been used as a way to transfer skills to robots. Among them, dynamic movement primitives (DMPs) have been widely exploited as an effective and an efficient technique to learn and reproduce complex discrete and periodic skills. While DMPs have been properly formulated for learning point-to-point movements for both translation and orientation, periodic ones are missing a formulation to learn the orientation. To address this gap, we propose a novel DMP formulation that enables encoding of periodic orientation trajectories. Within this formulation we develop two approaches: Riemannian metric-based projection approach and unit quaternion based periodic DMP. Both formulations exploit unit quaternions to represent the orientation. However, the first exploits the properties of Riemannian manifolds to work in the tangent space of the unit sphere. The second encodes directly the unit quaternion trajectory while guaranteeing the unitary norm of the generated quaternions. We validated the technical aspects of the proposed methods in simulation. Then we performed experiments on a real robot to execute daily tasks that involve periodic orientation changes (i.e., surface polishing/wiping and liquid mixing by shaking).
Original languageEnglish
Title of host publication20th International Conference on Advanced Robotics, ICAR 2021
PublisherIEEE
Pages658-663
Number of pages6
ISBN (Electronic)978-1-6654-3684-7
ISBN (Print)978-1-6654-3685-4
DOIs
Publication statusPublished - 5 Jan 2022
MoE publication typeA4 Conference publication
EventInternational Conference on Advanced Robotics - Virtual, online, Ljubljana, Slovenia
Duration: 7 Dec 202110 Dec 2021
Conference number: 20
https://icar-2021.org/

Conference

ConferenceInternational Conference on Advanced Robotics
Abbreviated titleICAR
Country/TerritorySlovenia
CityLjubljana
Period07/12/202110/12/2021
Internet address

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