Skip to main content
Erschienen in: International Journal of Social Robotics 3/2014

01.08.2014

Towards a Socially Acceptable Collision Avoidance for a Mobile Robot Navigating Among Pedestrians Using a Pedestrian Model

verfasst von: Masahiro Shiomi, Francesco Zanlungo, Kotaro Hayashi, Takayuki Kanda

Erschienen in: International Journal of Social Robotics | Ausgabe 3/2014

Einloggen

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

search-config
loading …

Abstract

Safe navigation is a fundamental capability for robots that move among pedestrians. The traditional approach in robotics to attain such a capability has treated pedestrians as moving obstacles and provides algorithms that assure collision-free motion in the presence of such moving obstacles. In contrast, recent studies have focused on providing the robot not only collision-free motion but also a socially acceptable behavior by planning the robot’s path to maintain a “social distance” from pedestrians and respect their personal space. Such a social behavior is perceived as natural by the pedestrians and thus provides them a comfortable feeling, even if it may be considered a decorative element from a strictly safety oriented perspective. In this work we develop a system that realizes human-like collision avoidance in a mobile robot. In order to achieve this goal, we use a pedestrian model from human science literature, a version of the popular Social Force Model that was specifically designed to reproduce conditions similar to those found in shopping malls and other pedestrians facilities. Our findings show that the proposed system, which we tested in 2-h field trials in a real world environment, not only is perceived as comfortable by pedestrians but also yields safer navigation than traditional collision-free methods, since it better fits the behavior of the other pedestrians in the crowd.

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!

Anhänge
Nur mit Berechtigung zugänglich
Literatur
1.
Zurück zum Zitat Burgard W, Cremers AB, Fox D, Hänel D, Lakemeyer G, Schulz D, Steiner W, Thrun S (1998) The interactive museum tour-guide robot. In: Proceedings of the National Conference on Artificial Intelligence, pp 11–18 Burgard W, Cremers AB, Fox D, Hänel D, Lakemeyer G, Schulz D, Steiner W, Thrun S (1998) The interactive museum tour-guide robot. In: Proceedings of the National Conference on Artificial Intelligence, pp 11–18
2.
Zurück zum Zitat Thrun S, Bennewitz M, Burgard W, Cremers AB, Dellaert F, Fox D, Hahnel D, Rosenberg C, Roy N, Schulte J, Schulz D (1999) Minerva: a second-generation museum tour-guide robot. In: Proceedings of IEEE International Conference on Robotics and Automation, pp 1999–2005 Thrun S, Bennewitz M, Burgard W, Cremers AB, Dellaert F, Fox D, Hahnel D, Rosenberg C, Roy N, Schulte J, Schulz D (1999) Minerva: a second-generation museum tour-guide robot. In: Proceedings of IEEE International Conference on Robotics and Automation, pp 1999–2005
3.
Zurück zum Zitat Gross H-M, Boehme H, Schroeter C, Mueller S, Koenig A, Einhorn E, Martin C, Merten M, Bley A (2009) TOOMAS: interactive shopping guide robots in everyday use—final implementation and experiences from long-term field trials. In: Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems, pp 2005–2012 Gross H-M, Boehme H, Schroeter C, Mueller S, Koenig A, Einhorn E, Martin C, Merten M, Bley A (2009) TOOMAS: interactive shopping guide robots in everyday use—final implementation and experiences from long-term field trials. In: Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems, pp 2005–2012
4.
Zurück zum Zitat Huttenrauch H, Eklundh KS (2002) Fetch-and-Carry with Cero: observations from a long-term user study with a service robot. In: Proceedings of IEEE International Workshop on Robot and Human Interactive Communication, pp 158–163 Huttenrauch H, Eklundh KS (2002) Fetch-and-Carry with Cero: observations from a long-term user study with a service robot. In: Proceedings of IEEE International Workshop on Robot and Human Interactive Communication, pp 158–163
5.
Zurück zum Zitat Fox D, Burgard W, Thruny S (1997) The dynamic window approach to collision avoidance. IEEE Robot Autom Mag 4(1):23–33CrossRef Fox D, Burgard W, Thruny S (1997) The dynamic window approach to collision avoidance. IEEE Robot Autom Mag 4(1):23–33CrossRef
6.
Zurück zum Zitat Stachniss C, Burgard W (2002) An integrated approach to goal-directed obstacle avoidance under dynamic constraints for dynamic environments. In: Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems, pp 508–513 Stachniss C, Burgard W (2002) An integrated approach to goal-directed obstacle avoidance under dynamic constraints for dynamic environments. In: Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems, pp 508–513
7.
Zurück zum Zitat Seder M, Petrovic I (2007) Dynamic window based approach to mobile robot motion control in the presence of moving obstacles. In: Proceedings of IEEE International Conference on Robotics and Automation, pp 1986–1992 Seder M, Petrovic I (2007) Dynamic window based approach to mobile robot motion control in the presence of moving obstacles. In: Proceedings of IEEE International Conference on Robotics and Automation, pp 1986–1992
8.
Zurück zum Zitat Belkhouche F (Aug. 2009) Reactive path planning in a dynamic environment. IEEE Trans Robot 25(4):902–911 Belkhouche F (Aug. 2009) Reactive path planning in a dynamic environment. IEEE Trans Robot 25(4):902–911
9.
Zurück zum Zitat Goller M, Steinhardt F, Kerscher T, Zollner JM, Dillmann R (2010) Proactive Avoidance of moving obstacles for a service robot utilizing a behavior-based control. In: Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems, pp 5984–5989 Goller M, Steinhardt F, Kerscher T, Zollner JM, Dillmann R (2010) Proactive Avoidance of moving obstacles for a service robot utilizing a behavior-based control. In: Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems, pp 5984–5989
10.
Zurück zum Zitat Luber M, Stork JA, Tipaldi GD, Arras KO (2010) People tracking with human motion predictions from social forces. In: Proceedings of IEEE International Conference on Robotics and Automation, pp 464–469 Luber M, Stork JA, Tipaldi GD, Arras KO (2010) People tracking with human motion predictions from social forces. In: Proceedings of IEEE International Conference on Robotics and Automation, pp 464–469
11.
Zurück zum Zitat Ellis D, Sommerlade E, Reid I (2010) Modelling Pedestrian Trajectories with Gaussian Processes. In: Proceedings of International Workshop on Visual Surveillance, pp 1229–1234 Ellis D, Sommerlade E, Reid I (2010) Modelling Pedestrian Trajectories with Gaussian Processes. In: Proceedings of International Workshop on Visual Surveillance, pp 1229–1234
12.
Zurück zum Zitat Ziebart BD, Ratliff N, Gallagher G, Mertz C, Peterson K (2009) Planning-based prediction for pedestrians, In: Proceedings of 2009 IEEE/RSJ International Conference on Intelligent Robots and Systems, pp 3931–3936 Ziebart BD, Ratliff N, Gallagher G, Mertz C, Peterson K (2009) Planning-based prediction for pedestrians, In: Proceedings of 2009 IEEE/RSJ International Conference on Intelligent Robots and Systems, pp 3931–3936
13.
Zurück zum Zitat Zanlungo F, Ikeda T, Kanda T (2011) Social force model with explicit collision prediction. Europhys Lett 93:68005CrossRef Zanlungo F, Ikeda T, Kanda T (2011) Social force model with explicit collision prediction. Europhys Lett 93:68005CrossRef
14.
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):875–883CrossRef Sisbot EA, Marin-Urias LF, Alami R, Simeon T (2007) A human aware mobile robot motion planner. IEEE Trans Robot 23(5):875–883CrossRef
15.
Zurück zum Zitat Pacchierotti E, Christensen HI, Jensfelt P (2006) Evaluation of passing distance for social robots. In: Proceedings of IEEE International Work on Robot and Human Interactive Communication, pp 315–320 Pacchierotti E, Christensen HI, Jensfelt P (2006) Evaluation of passing distance for social robots. In: Proceedings of IEEE International Work on Robot and Human Interactive Communication, pp 315–320
16.
Zurück zum Zitat Albert Wu, Jonathan PJ (2012) Guaranteed infinite horizon avoidance of unpredictable, dynamically constrained obstacles. Auton Robot 32(3):227–242CrossRef Albert Wu, Jonathan PJ (2012) Guaranteed infinite horizon avoidance of unpredictable, dynamically constrained obstacles. Auton Robot 32(3):227–242CrossRef
17.
Zurück zum Zitat Lu Yibiao, Huo Xiaoming, Arslan O, Tsiotras P (2011) Incremental Multi-Scale Search Algorithm for Dynamic Path Planning. IEEE Trans Syst Man Cybern Part B 41(6):1556–1570CrossRef Lu Yibiao, Huo Xiaoming, Arslan O, Tsiotras P (2011) Incremental Multi-Scale Search Algorithm for Dynamic Path Planning. IEEE Trans Syst Man Cybern Part B 41(6):1556–1570CrossRef
18.
Zurück zum Zitat Henry P, Vollmer C, Ferris B, Fox D (2010) Learning to navigate through crowded environments. In: Proceedings of IEEE International Conference on Robotics and Automation, pp 981–986 Henry P, Vollmer C, Ferris B, Fox D (2010) Learning to navigate through crowded environments. In: Proceedings of IEEE International Conference on Robotics and Automation, pp 981–986
19.
Zurück zum Zitat Tamura Y, Fukuzawa T, Asama H (2010) Smooth collision avoidance in human-robot coexisting environment. In: Proceedings of IEEE/RSJ International Conference on Intelligent robots and systems, pp 3887–3892 Tamura Y, Fukuzawa T, Asama H (2010) Smooth collision avoidance in human-robot coexisting environment. In: Proceedings of IEEE/RSJ International Conference on Intelligent robots and systems, pp 3887–3892
20.
Zurück zum Zitat Ratsamee P, Mae Y, Ohara K, Takubo T, Arai T (2013) Human-robot collision avoidance using a modified social force model with body pose and face orientation. Int J Hum Robot 10(1):1350008CrossRef Ratsamee P, Mae Y, Ohara K, Takubo T, Arai T (2013) Human-robot collision avoidance using a modified social force model with body pose and face orientation. Int J Hum Robot 10(1):1350008CrossRef
21.
Zurück zum Zitat Hall ET (1969) The hidden dimension. Anchor Books, New York Hall ET (1969) The hidden dimension. Anchor Books, New York
22.
Zurück zum Zitat Walters ML, Dautenhahn K, Boekhorst R, Koay KL, 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 IEEE International Workshop on Robot and Human Interactive Communication, pp 347–352 Walters ML, Dautenhahn K, Boekhorst R, Koay KL, 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 IEEE International Workshop on Robot and Human Interactive Communication, pp 347–352
23.
Zurück zum Zitat Michalowski MP, Sabanovic S, Simmons R (2006) A spatial model of engagement for a social robot. In: Proceedings of IEEE International Workshop on advanced motion control, pp 762–767 Michalowski MP, Sabanovic S, Simmons R (2006) A spatial model of engagement for a social robot. In: Proceedings of IEEE International Workshop on advanced motion control, pp 762–767
24.
Zurück zum Zitat Kirby R, Simmons R, Forlizzi J (2009) COMPANION: a constraint optimizing method for person-acceptable navigation. In: IEEE International Symposium on Robot and Human Interactive Communication (RO-MAN) Kirby R, Simmons R, Forlizzi J (2009) COMPANION: a constraint optimizing method for person-acceptable navigation. In: IEEE International Symposium on Robot and Human Interactive Communication (RO-MAN)
25.
Zurück zum Zitat Pandey AK, Alami R (2010) A framework towards a socially aware mobile robot motion in human-centered dynamic environment. In: IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) Pandey AK, Alami R (2010) A framework towards a socially aware mobile robot motion in human-centered dynamic environment. In: IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)
26.
Zurück zum Zitat Qian K, Ma X, Dai X, Fang F (2010) Socially acceptable pre-collision safety strategies for human-compliant navigation of service robots. Adv Robot 24(13):1813–1840CrossRef Qian K, Ma X, Dai X, Fang F (2010) Socially acceptable pre-collision safety strategies for human-compliant navigation of service robots. Adv Robot 24(13):1813–1840CrossRef
27.
Zurück zum Zitat Lichtenthaeler C., Lorenz T., Kirsch A. (2012) Influence of Legibility on Perceived Safety in a Virtual Human-Robot Path Crossing Task. In: IEEE International Symposium on Robot and Human Interactive Communication (RO-MAN) Lichtenthaeler C., Lorenz T., Kirsch A. (2012) Influence of Legibility on Perceived Safety in a Virtual Human-Robot Path Crossing Task. In: IEEE International Symposium on Robot and Human Interactive Communication (RO-MAN)
28.
Zurück zum Zitat Rios-Martinez J, Renzaglia A, Spalanzani A, Martinelli A, Laugier C (2012) Navigating between people: a stochastic optimization approach. In: IEEE International Conference on Robotics and Automation (ICRA) Rios-Martinez J, Renzaglia A, Spalanzani A, Martinelli A, Laugier C (2012) Navigating between people: a stochastic optimization approach. In: IEEE International Conference on Robotics and Automation (ICRA)
29.
Zurück zum Zitat Luber M, Spinello L, Silva J, Arras KO (2012) Socially-aware robot navigation: a learning approach. In: IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) Luber M, Spinello L, Silva J, Arras KO (2012) Socially-aware robot navigation: a learning approach. In: IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)
30.
Zurück zum Zitat Fraichard T (2007) A Shorth Paper about Motion Safety. In: IEEE International Conference on Robotics and Automation (ICRA) Fraichard T (2007) A Shorth Paper about Motion Safety. In: IEEE International Conference on Robotics and Automation (ICRA)
31.
Zurück zum Zitat Glas DF, Miyashita T, Ishiguro H, Hagita N (2009) Laser-based tracking of human position and orientation using parametric shape modeling. Adv Robot 23(4):405–428CrossRef Glas DF, Miyashita T, Ishiguro H, Hagita N (2009) Laser-based tracking of human position and orientation using parametric shape modeling. Adv Robot 23(4):405–428CrossRef
32.
Zurück zum Zitat Van den Berg J, Ling M, Manocha D (2008) Reciprocal velocity obstacles for real-time multi-agent navigation. In: IEEE International Conference on Robotics and Automation (ICRA) Van den Berg J, Ling M, Manocha D (2008) Reciprocal velocity obstacles for real-time multi-agent navigation. In: IEEE International Conference on Robotics and Automation (ICRA)
33.
Zurück zum Zitat Bennewitz M, Burgard W, Cielniak G, Thrun S (2005) Learning motion patterns of people for compliant robot motion. Int J Robot Res 24(1):31–48CrossRef Bennewitz M, Burgard W, Cielniak G, Thrun S (2005) Learning motion patterns of people for compliant robot motion. Int J Robot Res 24(1):31–48CrossRef
34.
Zurück zum Zitat Ziebart BD, Ratliff N, Gallagher G, Mertz C Peterson K (2009) Planning-Based Prediction for Pedestrians. In: IEEE/RSJ International Conference on Intelligent Robots and Systems, pp 3931–3936 Ziebart BD, Ratliff N, Gallagher G, Mertz C Peterson K (2009) Planning-Based Prediction for Pedestrians. In: IEEE/RSJ International Conference on Intelligent Robots and Systems, pp 3931–3936
35.
Zurück zum Zitat Trautman P, Krause A (2010) Unfreezing the Robot: navigation in Dense, Interacting Crowds. In: IEEE/RSJ International Conference on Intelligent Robots and Systems, pp 797–803 Trautman P, Krause A (2010) Unfreezing the Robot: navigation in Dense, Interacting Crowds. In: IEEE/RSJ International Conference on Intelligent Robots and Systems, pp 797–803
36.
Zurück zum Zitat Helbing D, Farkas IJ, Molnar P, Vicsek T (2002) Simulation of pedestrian crowds in normal and evacuation situations. Pedestr Evac Dyn 21:31–58 Helbing D, Farkas IJ, Molnar P, Vicsek T (2002) Simulation of pedestrian crowds in normal and evacuation situations. Pedestr Evac Dyn 21:31–58
37.
Zurück zum Zitat Moussaïd M, Helbing D, Garnier S, Johansson A, Combe M, Theraulaz G (2009) Experimental study of the behavioural mechanisms underlying self-organization in human crowds. Proc R Soc B 276:2755–2762CrossRef Moussaïd M, Helbing D, Garnier S, Johansson A, Combe M, Theraulaz G (2009) Experimental study of the behavioural mechanisms underlying self-organization in human crowds. Proc R Soc B 276:2755–2762CrossRef
38.
Zurück zum Zitat Curtis S, Zafar B, Gutub B, Manocha D (2012) Right of way. Vis Comput 25:1–16 Curtis S, Zafar B, Gutub B, Manocha D (2012) Right of way. Vis Comput 25:1–16
39.
Zurück zum Zitat Moussaïd M, Perozo N, Garnier S, Helbing D, Theraulaz G (2010) The walking behaviour of pedestrian social groups and its impact on crowd dynamics. PLoS One 5(4):e10047CrossRef Moussaïd M, Perozo N, Garnier S, Helbing D, Theraulaz G (2010) The walking behaviour of pedestrian social groups and its impact on crowd dynamics. PLoS One 5(4):e10047CrossRef
40.
Zurück zum Zitat Zanlungo F, Ikeda T, Kanda T (2012) A microscopic social norm model to obtain realistic macroscopic velocity and density pedestrian distributions. PLoS One 7(12):e50720CrossRef Zanlungo F, Ikeda T, Kanda T (2012) A microscopic social norm model to obtain realistic macroscopic velocity and density pedestrian distributions. PLoS One 7(12):e50720CrossRef
41.
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):021811CrossRef Zanlungo F, Ikeda T, Kanda T (2014) Potential for the dynamics of pedestrians in a socially interacting group. Phys Rev E 89(1):021811CrossRef
42.
Zurück zum Zitat Kidokoro H, Kanda T, Brščic D, Shiomi M (2012) Will I bother here?: a robot anticipating its influence on pedestrian walking comfort. In: Proceedings of the 8th ACM/IEEE international conference on Human-robot, interaction, pp 259–266 Kidokoro H, Kanda T, Brščic D, Shiomi M (2012) Will I bother here?: a robot anticipating its influence on pedestrian walking comfort. In: Proceedings of the 8th ACM/IEEE international conference on Human-robot, interaction, pp 259–266
43.
Zurück zum Zitat Guy SJ, Curtis S, Lin MC, Manocha D (2012) Least-effort trajectories lead to emergent crowd behaviors. Phys Rev E 85(1):016110CrossRef Guy SJ, Curtis S, Lin MC, Manocha D (2012) Least-effort trajectories lead to emergent crowd behaviors. Phys Rev E 85(1):016110CrossRef
44.
Zurück zum Zitat Kanda T, Miyashita T, Osada T, Haikawa Y, Ishiguro H (2008) Analysis of humanoid appearances in human-robot interaction. IEEE Trans Robot 24(3):725–735CrossRef Kanda T, Miyashita T, Osada T, Haikawa Y, Ishiguro H (2008) Analysis of humanoid appearances in human-robot interaction. IEEE Trans Robot 24(3):725–735CrossRef
45.
Zurück zum Zitat Helbing D, Molnar P (2009) Social force model for pedestrian dynamics. Phys Rev E 51:4282–4286 (Belkhouche F, 1995)CrossRef Helbing D, Molnar P (2009) Social force model for pedestrian dynamics. Phys Rev E 51:4282–4286 (Belkhouche F, 1995)CrossRef
46.
Zurück zum Zitat Helbing D, Farkas I, Vicsek T (2000) Simulating dynamical features of escape panic. Nature 407:487–490CrossRef Helbing D, Farkas I, Vicsek T (2000) Simulating dynamical features of escape panic. Nature 407:487–490CrossRef
47.
Zurück zum Zitat Helbing D, Johansson A (2010) Pedestrian, Crowd and Evacuation Dynamics. Encycl Complex Syst Sci 16:6476–6495 Helbing D, Johansson A (2010) Pedestrian, Crowd and Evacuation Dynamics. Encycl Complex Syst Sci 16:6476–6495
48.
Zurück zum Zitat Reynolds CW (1999) Steering behaviors for autonomous characters. Game Developers Conf 1061:763–782 Reynolds CW (1999) Steering behaviors for autonomous characters. Game Developers Conf 1061:763–782
49.
Zurück zum Zitat Lämmel G, Plaue M (2012) Getting out of the way: collision avoiding pedestrian models compared to the real world. Pedestr Evac Dyn 2014:1275–1289 Lämmel G, Plaue M (2012) Getting out of the way: collision avoiding pedestrian models compared to the real world. Pedestr Evac Dyn 2014:1275–1289
Metadaten
Titel
Towards a Socially Acceptable Collision Avoidance for a Mobile Robot Navigating Among Pedestrians Using a Pedestrian Model
verfasst von
Masahiro Shiomi
Francesco Zanlungo
Kotaro Hayashi
Takayuki Kanda
Publikationsdatum
01.08.2014
Verlag
Springer Netherlands
Erschienen in
International Journal of Social Robotics / Ausgabe 3/2014
Print ISSN: 1875-4791
Elektronische ISSN: 1875-4805
DOI
https://doi.org/10.1007/s12369-014-0238-y

Weitere Artikel der Ausgabe 3/2014

International Journal of Social Robotics 3/2014 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.