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Human-robot interaction for truck platooning using hierarchical dynamic games
KTH, School of Electrical Engineering and Computer Science (EECS), Intelligent systems, Decision and Control Systems (Automatic Control).
Univ Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USA..
Stanford Univ, Dept Comp Sci, Stanford, CA 94305 USA..
Univ Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USA..
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2019 (English)In: Proceedings 2019 18TH EUROPEAN CONTROL CONFERENCE (ECC), IEEE , 2019, p. 3165-3172Conference paper, Published paper (Refereed)
Abstract [en]

This paper proposes a controller design framework for autonomous truck platoons to ensure safe interaction with a human-driven car. The interaction is modelled as a hierarchical dynamic game, played between the human driver and the nearest truck in the platoon. The hierarchical decomposition is temporal with a high-fidelity tactical horizon predicting immediate interactions and a low-fidelity strategic horizon estimating long-horizon behaviour. The hierarchical approach enables feasible computations where human uncertainties are represented by the quantal response model, and the truck is supposed to maximise its payoff. The closed-loop control is validated via case studies using a driving simulator, where we compare our approach with a short-horizon alternative using only the tactical horizon. The results indicate that our controller is more situation-aware resulting in natural and safe interactions.

Place, publisher, year, edition, pages
IEEE , 2019. p. 3165-3172
National Category
Control Engineering
Identifiers
URN: urn:nbn:se:kth:diva-263397DOI: 10.23919/ECC.2019.8795627ISI: 000490488303032Scopus ID: 2-s2.0-85071602856OAI: oai:DiVA.org:kth-263397DiVA, id: diva2:1370122
Conference
18th European Control Conference (ECC), Naples, ITALY, JUN 25-28, 2019
Note

QC 20191114

Available from: 2019-11-14 Created: 2019-11-14 Last updated: 2024-03-18Bibliographically approved

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Stefansson, ElisJohansson, Karl H.

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CiteExportLink to record
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Citation style
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Other style
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Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf