Social-aware robot navigation in urban environments

In this paper we present a novel robot navigation approach based on the so-called Social Force Model (SFM). First, we construct a graph map with a set of destinations that completely describe the navigation environment. Second, we propose a robot navigation algorithm, called social-aware navigation, which is mainly driven by the social-forces centered at the robot. Third, we use a MCMC Metropolis-Hastings algorithm in order to learn the parameters values of the method. Finally, the validation of the model is accomplished throughout an extensive set of simulations and real-life experiments.

[1]  Oussama Khatib,et al.  Real-Time Obstacle Avoidance for Manipulators and Mobile Robots , 1986 .

[2]  Wolfram Burgard,et al.  The dynamic window approach to collision avoidance , 1997, IEEE Robotics Autom. Mag..

[3]  Reid G. Simmons,et al.  The curvature-velocity method for local obstacle avoidance , 1996, Proceedings of IEEE International Conference on Robotics and Automation.

[4]  Gonzalo Ferrer,et al.  Autonomous navigation for mobile service robots in urban pedestrian environments , 2011, J. Field Robotics.

[5]  Wolfram Burgard,et al.  MINERVA: a second-generation museum tour-guide robot , 1999, Proceedings 1999 IEEE International Conference on Robotics and Automation (Cat. No.99CH36288C).

[6]  O. Khatib,et al.  Real-Time Obstacle Avoidance for Manipulators and Mobile Robots , 1985, Proceedings. 1985 IEEE International Conference on Robotics and Automation.

[7]  Boris Kluge Recursive agent modeling with probabilistic velocity obstacles for mobile robot navigation among humans , 2003, Proceedings 2003 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2003) (Cat. No.03CH37453).

[8]  Takayuki Kanda,et al.  Navigation for human-robot interaction tasks , 2004, IEEE International Conference on Robotics and Automation, 2004. Proceedings. ICRA '04. 2004.

[9]  T. Kanda,et al.  Social force model with explicit collision prediction , 2011 .

[10]  Alberto Sanfeliu,et al.  Cooperative social robots to accompany groups of people , 2012, Int. J. Robotics Res..

[11]  Wolfram Burgard,et al.  Experiences with an Interactive Museum Tour-Guide Robot , 1999, Artif. Intell..

[12]  Gonzalo Ferrer,et al.  Robot companion: A social-force based approach with human awareness-navigation in crowded environments , 2013, 2013 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[13]  Helbing,et al.  Social force model for pedestrian dynamics. , 1995, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics.

[14]  Yoram Koren,et al.  The vector field histogram-fast obstacle avoidance for mobile robots , 1991, IEEE Trans. Robotics Autom..

[15]  Yasushi Nakauchi,et al.  A Social Robot that Stands in Line , 2002, Auton. Robots.

[16]  Kai Oliver Arras,et al.  Socially-aware robot navigation: A learning approach , 2012, 2012 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[17]  Vicente Matellán Olivera,et al.  Implementing Human-Acceptable Navigational Behavior and a Fuzzy Controller for an Autonomous Robot , 2001 .

[18]  G. Giralt,et al.  Safe and dependable physical human-robot interaction in anthropic domains: State of the art and challenges , 2006, 2006 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[19]  Illah R. Nourbakhsh,et al.  The mobot museum robot installations: a five year experiment , 2003, Proceedings 2003 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2003) (Cat. No.03CH37453).

[20]  Kai Oliver Arras,et al.  Better models for people tracking , 2011, 2011 IEEE International Conference on Robotics and Automation.

[21]  Panos E. Trahanias,et al.  Predictive control of robot velocity to avoid obstacles in dynamic environments , 2003, Proceedings 2003 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2003) (Cat. No.03CH37453).

[22]  Luis Montano,et al.  Motion planning in dynamic environments using the velocity space , 2005, 2005 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[23]  Andrey V. Savkin,et al.  Real-time navigation of mobile robots in problems of border patrolling and avoiding collisions with moving and deforming obstacles , 2012, Robotics Auton. Syst..

[24]  Wolfram Burgard,et al.  Feature-Based Prediction of Trajectories for Socially Compliant Navigation , 2012, Robotics: Science and Systems.

[25]  Takayuki Kanda,et al.  Speed adaptation for a robot walking with a human , 2007, 2007 2nd ACM/IEEE International Conference on Human-Robot Interaction (HRI).