Title :
Social-aware robot navigation in urban environments
Author :
Ferrer, Gonzalo ; Garrell, A. ; Sanfeliu, Alberto
Author_Institution :
Inst. de Robot. i Inf. Ind., UPC, Barcelona, Spain
Abstract :
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.
Keywords :
graph theory; human-robot interaction; mobile robots; path planning; MCMC Metropolis-Hastings algorithm; SFM; graph map; parameter value learning; social force model; social-aware robot navigation; urban environments; Collision avoidance; Force; Navigation; Robot sensing systems; Safety; Urban areas;
Conference_Titel :
Mobile Robots (ECMR), 2013 European Conference on
Conference_Location :
Barcelona
DOI :
10.1109/ECMR.2013.6698863