Skip to main content
Erschienen in: International Journal of Social Robotics 4/2018

17.11.2017

Model of Side-by-Side Walking Without the Robot Knowing the Goal

verfasst von: Deneth Karunarathne, Yoichi Morales, Takayuki Kanda, Hiroshi Ishiguro

Erschienen in: International Journal of Social Robotics | Ausgabe 4/2018

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

We humans often engage in side-by-side walking even when we do not know where we are going. Replicating this capability in a robot reveals the complications of such daily interactions. We analyzed human–human interactions and found that human pairs sustained a side-by-side walking formation even when one of them (the follower) did not know the destination. When multiple path choices exist, the follower walks slightly behind his partner. We modeled this interaction by assuming that one needs knowledge from the environment, like the locations to which people typically move toward: subgoals. This model enables a robot to switch between two interaction modes; in one mode, it strictly maintains the side-by-side walking formation, and in another it walks slightly behind its partner. We conducted an evaluation experiment in a real shopping arcade and revealed that our model replicates human side-by-side walking better than other simple methods in which the robot simply moves to the side of a person and without the human tendency for choosing the next appropriate subgoals.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Fußnoten
1
This paper is an extended version of our preliminary work reported in [17]. The two states model was introduced in this preliminary work. However, while the work in [17] was conducted in a simple indoor corridor with one simple T-shape intersection, this work provides an evidence about the effectiveness of the model in a real shopping mall arcade. For that purpose, we created an algorithm for managing the transition from one state to another based on the estimate of probable subgoals. In addition, the implementation of the robot was fully updated for the use in the real environment.
 
Literatur
1.
Zurück zum Zitat Brscic D, Kanda T, Ikeda T, Miyashita T (2013) Person tracking in large public spaces using 3D range sensors. IEEE Trans Hum Mach Syst 43(6):522–534CrossRef Brscic D, Kanda T, Ikeda T, Miyashita T (2013) Person tracking in large public spaces using 3D range sensors. IEEE Trans Hum Mach Syst 43(6):522–534CrossRef
2.
Zurück zum Zitat Costa M (2010) Interpersonal distances in group walking. J Nonverbal Behav 34:15–26CrossRef Costa M (2010) Interpersonal distances in group walking. J Nonverbal Behav 34:15–26CrossRef
3.
Zurück zum Zitat Doucet A, Freitas N, Gordan N (2001) Sequential Monte Carlo methods in practice. Springer, BerlinCrossRef Doucet A, Freitas N, Gordan N (2001) Sequential Monte Carlo methods in practice. Springer, BerlinCrossRef
4.
Zurück zum Zitat Garrell A, Sanfeliu A (2010) Model validation: Robot behavior in people guidance mission using DTM model and estimation of human motion behavior. In: Proceedings of IEEE/RSJ international conference on intelligent robots and systems, Taipei, 2010, pp 5836–5841. https://doi.org/10.1109/IROS.2010.5651685 Garrell A, Sanfeliu A (2010) Model validation: Robot behavior in people guidance mission using DTM model and estimation of human motion behavior. In: Proceedings of IEEE/RSJ international conference on intelligent robots and systems, Taipei, 2010, pp 5836–5841. https://​doi.​org/​10.​1109/​IROS.​2010.​5651685
6.
Zurück zum Zitat Helbing D, Farkas IJ, Molnár P, Vicsek T (2002) Simulation of pedestrian crowds in normal and evacuation situations. In: Schreckenberg M, Sharma MSSD, Sharma SD (eds) Pedestrian and evacuation dynamics. Springer, Berlin, pp 21–58 Helbing D, Farkas IJ, Molnár P, Vicsek T (2002) Simulation of pedestrian crowds in normal and evacuation situations. In: Schreckenberg M, Sharma MSSD, Sharma SD (eds) Pedestrian and evacuation dynamics. Springer, Berlin, pp 21–58
9.
Zurück zum Zitat Hüttenrauch H, Severinson Eklundh K, Green A, Topp E (2006) A Investigating spatial relationships in human–robot interactions. In: Proceedings of the IEEE/RSJ international conference on intelligent robots and systems (IROS) Hüttenrauch H, Severinson Eklundh K, Green A, Topp E (2006) A Investigating spatial relationships in human–robot interactions. In: Proceedings of the IEEE/RSJ international conference on intelligent robots and systems (IROS)
10.
Zurück zum Zitat Ikeda T, Chigodo Y, Rea D, Zanlungo F, Shiomi M, Kanda T (2012) Modeling and prediction of pedestrian behavior based on the sub-goal concept. Robot Sci Syst 1:10 Ikeda T, Chigodo Y, Rea D, Zanlungo F, Shiomi M, Kanda T (2012) Modeling and prediction of pedestrian behavior based on the sub-goal concept. Robot Sci Syst 1:10
11.
Zurück zum Zitat Kendon A (1990) Spatial organization in social encounters: the F-formation system. In: Kendon A (ed) Conducting interaction: patterns of behavior in focused encounters. Cambridge University Press, Cambridge, pp 209–238 Kendon A (1990) Spatial organization in social encounters: the F-formation system. In: Kendon A (ed) Conducting interaction: patterns of behavior in focused encounters. Cambridge University Press, Cambridge, pp 209–238
15.
Zurück zum Zitat Morales Y, Satake S, Huq R, Glas D, Kanda T, Hagita N (2012) How do people walk side-by-side? using a computational model of human behavior for a social robot. In: Proceedings of the ACM/IEEE international conference on human–robot interaction (HRI). https://doi.org/10.1145/2157689.2157799 Morales Y, Satake S, Huq R, Glas D, Kanda T, Hagita N (2012) How do people walk side-by-side? using a computational model of human behavior for a social robot. In: Proceedings of the ACM/IEEE international conference on human–robot interaction (HRI). https://​doi.​org/​10.​1145/​2157689.​2157799
17.
Zurück zum Zitat Murakami R, Morales Y, Satake S, Kanda T, Ishiguro H (2014) Destination unknown: walking side-by-side without knowing the goal. In: Proceedings of the 2014 ACM/IEEE international conference on human–robot interaction Murakami R, Morales Y, Satake S, Kanda T, Ishiguro H (2014) Destination unknown: walking side-by-side without knowing the goal. In: Proceedings of the 2014 ACM/IEEE international conference on human–robot interaction
19.
Zurück zum Zitat Prassler E, Bank D, Kluge B (2002) Key technologies in robot assistants: motion coordination between a human and a mobile robot. Trans Control Autom Syst Eng 4(1):56–61 Prassler E, Bank D, Kluge B (2002) Key technologies in robot assistants: motion coordination between a human and a mobile robot. Trans Control Autom Syst Eng 4(1):56–61
21.
Zurück zum Zitat Sisbot EA, Marin-Urias LF, Alami R, Simeon T (2007) A human aware mobile robot motion planner. IEEE Trans Robot 23(5):874–883CrossRef Sisbot EA, Marin-Urias LF, Alami R, Simeon T (2007) A human aware mobile robot motion planner. IEEE Trans Robot 23(5):874–883CrossRef
22.
Zurück zum Zitat Thrun S, Burgard W, Fox D (2005) Probabilistic robotics (intelligent robotics and autonomous agents). The MIT Press, London, pp 169–172MATH Thrun S, Burgard W, Fox D (2005) Probabilistic robotics (intelligent robotics and autonomous agents). The MIT Press, London, pp 169–172MATH
23.
Zurück zum Zitat Walters ML, Dautenhahn K, Boekhorst R te, Koay K L, Kaouri C, Woods S, Nehaniv C, Lee D, Werry I (2005) The influence of subjects’ personality traits on personal spatial zones in a human–robot interaction experiment. In: Proceedings of the IEEE international workshop on robot and human interactive communication (RO-MAN). https://doi.org/10.1109/ROMAN.2005.1513803 Walters ML, Dautenhahn K, Boekhorst R te, Koay K L, Kaouri C, Woods S, Nehaniv C, Lee D, Werry I (2005) The influence of subjects’ personality traits on personal spatial zones in a human–robot interaction experiment. In: Proceedings of the IEEE international workshop on robot and human interactive communication (RO-MAN). https://​doi.​org/​10.​1109/​ROMAN.​2005.​1513803
25.
Zurück zum Zitat Zanlungo F, Kanda T (2013) Do walking pedestrians stability interact inside a large group? analysis of group and sub-group spatial structure. In: Proceedings of the 35th annual meeting of the cognitive science society (COGSCI), Berlin Zanlungo F, Kanda T (2013) Do walking pedestrians stability interact inside a large group? analysis of group and sub-group spatial structure. In: Proceedings of the 35th annual meeting of the cognitive science society (COGSCI), Berlin
26.
Zurück zum Zitat Zanlungo F, Ikeda T, Kanda T (2014) Potential for the dynamics of pedestrians in a socially interacting group. Phys Rev E 89(1):012811CrossRef Zanlungo F, Ikeda T, Kanda T (2014) Potential for the dynamics of pedestrians in a socially interacting group. Phys Rev E 89(1):012811CrossRef
Metadaten
Titel
Model of Side-by-Side Walking Without the Robot Knowing the Goal
verfasst von
Deneth Karunarathne
Yoichi Morales
Takayuki Kanda
Hiroshi Ishiguro
Publikationsdatum
17.11.2017
Verlag
Springer Netherlands
Erschienen in
International Journal of Social Robotics / Ausgabe 4/2018
Print ISSN: 1875-4791
Elektronische ISSN: 1875-4805
DOI
https://doi.org/10.1007/s12369-017-0443-6

Weitere Artikel der Ausgabe 4/2018

International Journal of Social Robotics 4/2018 Zur Ausgabe

    Marktübersichten

    Die im Laufe eines Jahres in der „adhäsion“ veröffentlichten Marktübersichten helfen Anwendern verschiedenster Branchen, sich einen gezielten Überblick über Lieferantenangebote zu verschaffen.