Application of simultaneous localization and mapping for large-scale manipulators in unknown environments

Petri Mäkinen, Mohammad M. Aref, Jouni Mattila, Sirpa Launis

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

4 Citations (Scopus)
36 Downloads (Pure)

Abstract

In this paper, we study the application of simultaneous localization and mapping (SLAM) for estimating the tool center point (TCP) 6 degrees-of-freedom (DOF) pose of a large-scale hydraulic manipulator without a priori knowledge of the environment. We attach a stereo camera near the TCP of the manipulator and perform SLAM by utilizing the open source version of ORB-SLAM2. In offline experiments, the camera frame and the TCP frame are extrinsically calibrated using an iterative closest point search to match a point cloud of poses from the SLAM module with a point cloud of ground-truth TCP poses, which are obtained from joint encoder measurements along with a kinematic model of the manipulator. The estimated TCP trajectory provided by the SLAM is then compared to the ground-truth TCP trajectory. These preliminary experiments show that a pure visual SLAM algorithm can perform reasonably well in this application scenario. Limitations and future work are also discussed.
Original languageEnglish
Title of host publicationProceedings of the IEEE 2019 9th International Conference on Cybernetics and Intelligent Systems (CIS) and IEEE Conference on Robotics, Automation and Mechatronics (RAM)
PublisherIEEE
Pages559-564
Number of pages6
ISBN (Electronic)978-1-7281-3458-1
ISBN (Print)978-1-7281-3459-8
DOIs
Publication statusPublished - 2019
Publication typeA4 Article in conference proceedings
EventIEEE International Conference on Cybernetics and Intelligent Systems, and Robotics, Automation and Mechatronics -
Duration: 1 Jan 2000 → …

Publication series

NameIEEE International Conference on Cybernetics and Intelligent Systems
ISSN (Print)2326-8123
ISSN (Electronic)2326-8239

Conference

ConferenceIEEE International Conference on Cybernetics and Intelligent Systems, and Robotics, Automation and Mechatronics
Period1/01/00 → …

Publication forum classification

  • Publication forum level 1

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