Lehner, Hannah und Schuster, Martin J. und Bodenmüller, Tim und Triebel, Rudolph (2021) Exploration of Large Outdoor Environments Using Multi-Criteria Decision Making. In: 2021 IEEE International Conference on Robotics and Automation, ICRA 2021. IEEE. 2021 IEEE International Conference on Robotics and Automation (ICRA), 2021-05-30 - 2021-06-05, Xi'an, China. doi: 10.1109/ICRA48506.2021.9561580. ISBN 978-172819077-8. ISSN 1050-4729.
PDF
- Nur DLR-intern zugänglich
3MB |
Offizielle URL: https://ieeexplore.ieee.org/document/9561580
Kurzfassung
We present a Multi-Criteria Decision Making (MCDM) framework specifically designed for planetary exploration. Our work is based on PROMETHEE II, which allows operators to add task-specific criteria and conditions. We extended this algorithm to improve its resource usage by reducing the number of candidate exploration goals that have to be evaluated and compared. This is crucial when given a large number of goals, as is typical for outdoor environments. In addition, we identified five different criteria for planetary exploration, including a novel criterion that we call Direction of Interest (DOI), and use a categorization of these for further resource optimizations. We thereby ensure that the CPU usage of our decision making method can meet the limited budget of a space rover. We present simulated and real-world experiments with the Lightweight Rover Unit (LRU) and show a reduction of the processing time for decision making of approx. 70%..
elib-URL des Eintrags: | https://elib.dlr.de/145851/ | ||||||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Dokumentart: | Konferenzbeitrag (Vortrag) | ||||||||||||||||||||
Titel: | Exploration of Large Outdoor Environments Using Multi-Criteria Decision Making | ||||||||||||||||||||
Autoren: |
| ||||||||||||||||||||
Datum: | 2021 | ||||||||||||||||||||
Erschienen in: | 2021 IEEE International Conference on Robotics and Automation, ICRA 2021 | ||||||||||||||||||||
Referierte Publikation: | Ja | ||||||||||||||||||||
Open Access: | Nein | ||||||||||||||||||||
Gold Open Access: | Nein | ||||||||||||||||||||
In SCOPUS: | Ja | ||||||||||||||||||||
In ISI Web of Science: | Ja | ||||||||||||||||||||
DOI: | 10.1109/ICRA48506.2021.9561580 | ||||||||||||||||||||
Verlag: | IEEE | ||||||||||||||||||||
ISSN: | 1050-4729 | ||||||||||||||||||||
ISBN: | 978-172819077-8 | ||||||||||||||||||||
Status: | veröffentlicht | ||||||||||||||||||||
Stichwörter: | Decision making, Space exploration, Autonomous Exploration | ||||||||||||||||||||
Veranstaltungstitel: | 2021 IEEE International Conference on Robotics and Automation (ICRA) | ||||||||||||||||||||
Veranstaltungsort: | Xi'an, China | ||||||||||||||||||||
Veranstaltungsart: | internationale Konferenz | ||||||||||||||||||||
Veranstaltungsbeginn: | 30 Mai 2021 | ||||||||||||||||||||
Veranstaltungsende: | 5 Juni 2021 | ||||||||||||||||||||
Veranstalter : | IEEE | ||||||||||||||||||||
HGF - Forschungsbereich: | Luftfahrt, Raumfahrt und Verkehr | ||||||||||||||||||||
HGF - Programm: | Raumfahrt | ||||||||||||||||||||
HGF - Programmthema: | Robotik | ||||||||||||||||||||
DLR - Schwerpunkt: | Raumfahrt | ||||||||||||||||||||
DLR - Forschungsgebiet: | R RO - Robotik | ||||||||||||||||||||
DLR - Teilgebiet (Projekt, Vorhaben): | R - Multisensorielle Weltmodellierung (RM) [RO] | ||||||||||||||||||||
Standort: | Oberpfaffenhofen | ||||||||||||||||||||
Institute & Einrichtungen: | Institut für Robotik und Mechatronik (ab 2013) > Perzeption und Kognition | ||||||||||||||||||||
Hinterlegt von: | Lehner, Hannah | ||||||||||||||||||||
Hinterlegt am: | 22 Nov 2021 10:12 | ||||||||||||||||||||
Letzte Änderung: | 24 Apr 2024 20:44 |
Nur für Mitarbeiter des Archivs: Kontrollseite des Eintrags