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Published in: International Journal of Social Robotics 5/2016

01-11-2016

Dynamic Social Zone based Mobile Robot Navigation for Human Comfortable Safety in Social Environments

Authors: Xuan-Tung Truong, Trung-Dung Ngo

Published in: International Journal of Social Robotics | Issue 5/2016

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Abstract

We propose an effective human comfortable safety framework enabling a mobile service robot to navigate safely and socially in social environments. The proposed framework takes human states (position, orientation, motion and hand poses) and social interaction information relative to the robot into account to model extended personal space and social interaction space, respectively, the combination of which results in a dynamic social zone (DSZ). The DSZ-based human comfortable safety framework is able to estimate an approaching goal pose of the robot for a human or a group of humans, thus allowing the robot to not only avoid but also to approach a human or a group of humans in a socially acceptable manner. The DSZ is incorporated into the robots motion planning system comprising the D* planner technique and dynamic window approach algorithm to generate motion control commands for the mobile robot. We verify the effectiveness of the proposed method through simulation and experimental results under the newly proposed human comfortable safety indices.

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Literature
1.
go back to reference Adrian B, David ST, David CR, Mari V (2014) Group comfortability when a robot approaches. In: ICSR 2014, Proceedings of the 6th international conference on social robotics, pp 44–53 Adrian B, David ST, David CR, Mari V (2014) Group comfortability when a robot approaches. In: ICSR 2014, Proceedings of the 6th international conference on social robotics, pp 44–53
2.
go back to reference Amaoka T, Laga H, Saito S, Nakajima M (2009) Personal space modeling for human-computer interaction. In: ICEC ’09, Proceedings of the 8th international conference on entertainment computing, pp 60–72 Amaoka T, Laga H, Saito S, Nakajima M (2009) Personal space modeling for human-computer interaction. In: ICEC ’09, Proceedings of the 8th international conference on entertainment computing, pp 60–72
3.
go back to reference Bennewitz M, Burgard W, Cielniak G, Thrun S (2005) Learning motion patterns of people for compliant robot motion. Int J Robot Res 24:31–48CrossRef Bennewitz M, Burgard W, Cielniak G, Thrun S (2005) Learning motion patterns of people for compliant robot motion. Int J Robot Res 24:31–48CrossRef
4.
go back to reference Van den Berg J, Ming L, Manocha D (2008) Reciprocal velocity obstacles for real-time multi-agent navigation. In: Proceedings of the IEEE international conference on robotics and automation, pp 1928–1935 Van den Berg J, Ming L, Manocha D (2008) Reciprocal velocity obstacles for real-time multi-agent navigation. In: Proceedings of the IEEE international conference on robotics and automation, pp 1928–1935
5.
go back to reference Borenstein J, Koren Y (1991) The vector field histogram-fast obstacle avoidance for mobile robots. IEEE Trans Robot Autom 7(3):278–288CrossRef Borenstein J, Koren Y (1991) The vector field histogram-fast obstacle avoidance for mobile robots. IEEE Trans Robot Autom 7(3):278–288CrossRef
6.
go back to reference Bradski G (2000) The OpenCV Library. Dr Dobb’s Journal of Software Tools Bradski G (2000) The OpenCV Library. Dr Dobb’s Journal of Software Tools
7.
go back to reference Carton D, Turnwald A, Wollherr D, Buss M (2013) Proactively approaching pedestrians with an autonomous mobile robot in urban environments. Exp Robot Springer Tracts Adv Robot 88:199–214CrossRef Carton D, Turnwald A, Wollherr D, Buss M (2013) Proactively approaching pedestrians with an autonomous mobile robot in urban environments. Exp Robot Springer Tracts Adv Robot 88:199–214CrossRef
9.
go back to reference Chi-Pang L, Chen-Tun C, Kuo-Hung C, Li-Chen F (2011) Human-centered robot navigation-towards a harmoniously human-robot coexisting environment. IEEE Trans Robot 27(1):99–112CrossRef Chi-Pang L, Chen-Tun C, Kuo-Hung C, Li-Chen F (2011) Human-centered robot navigation-towards a harmoniously human-robot coexisting environment. IEEE Trans Robot 27(1):99–112CrossRef
10.
go back to reference Cristani M, Loris B, Giulia P, Andrea F, Diego T, Alessio DB, Gloria M, Murino V (2011) Social interaction discovery by statistical analysis of f-formations. In: The 22nd British machine vision conference, pp 23.1–23.12 Cristani M, Loris B, Giulia P, Andrea F, Diego T, Alessio DB, Gloria M, Murino V (2011) Social interaction discovery by statistical analysis of f-formations. In: The 22nd British machine vision conference, pp 23.1–23.12
11.
go back to reference Dautenhahn K, Walters M, Woods S, Koay KL, Nehaniv CL (2006) How may i serve you?: a robot companion approaching a seated person in a helping context. In: ACM Press, Proceeding of the 1st ACM SIGCHI/SIGART conference on human robot interaction, pp 172–179 Dautenhahn K, Walters M, Woods S, Koay KL, Nehaniv CL (2006) How may i serve you?: a robot companion approaching a seated person in a helping context. In: ACM Press, Proceeding of the 1st ACM SIGCHI/SIGART conference on human robot interaction, pp 172–179
12.
go back to reference Elfes A (1989) Using occupancy grids for mobile robot perception and navigation. Computer 22(6):46–57CrossRef Elfes A (1989) Using occupancy grids for mobile robot perception and navigation. Computer 22(6):46–57CrossRef
13.
go back to reference Fiorini P, Shillert Z (1998) Motion planning in dynamic environments using velocity obstacles. Int J Robot Res 17:760–772CrossRef Fiorini P, Shillert Z (1998) Motion planning in dynamic environments using velocity obstacles. Int J Robot Res 17:760–772CrossRef
14.
go back to reference Fox D, Burgard W, Thrun S (1997) The dynamic window approach to collision avoidance. IEEE Robot Autom Mag 4(1):23–33CrossRef Fox D, Burgard W, Thrun S (1997) The dynamic window approach to collision avoidance. IEEE Robot Autom Mag 4(1):23–33CrossRef
15.
go back to reference Fraichard T (2007) A short paper about motion safety. In: IEEE international conference on robotics and automation, pp 1140–1145 Fraichard T (2007) A short paper about motion safety. In: IEEE international conference on robotics and automation, pp 1140–1145
16.
go back to reference Fraichard T, Asama H (2003) Inevitable collision states. A step towards safer robots? In: IEEE/RSJ international conference on intelligent robots and systems, vol 1, pp 388–393 Fraichard T, Asama H (2003) Inevitable collision states. A step towards safer robots? In: IEEE/RSJ international conference on intelligent robots and systems, vol 1, pp 388–393
17.
go back to reference Gomez JV, Mavridis N, Garrido S (2014) Fast marching solution for the social path planning problem. In: Proceedings of the IEEE international conference on robotics and automation, pp 1871–1876 Gomez JV, Mavridis N, Garrido S (2014) Fast marching solution for the social path planning problem. In: Proceedings of the IEEE international conference on robotics and automation, pp 1871–1876
18.
go back to reference Hall ET (1966) The hidden dimension: man’s use of space in public and private. The Bodley Head Ltd, London Hall ET (1966) The hidden dimension: man’s use of space in public and private. The Bodley Head Ltd, London
19.
go back to reference Helbing D, Molnr P (1995) Social force model for pedestrian dynamics. Phys Rev E 51(5):4282–4286CrossRef Helbing D, Molnr P (1995) Social force model for pedestrian dynamics. Phys Rev E 51(5):4282–4286CrossRef
20.
go back to reference Herbert B, Andreas E, Tinne T, Gool LV (2008) Speeded-up robust features (SURF). Comput Vis Image Underst 110(3):346–359CrossRef Herbert B, Andreas E, Tinne T, Gool LV (2008) Speeded-up robust features (SURF). Comput Vis Image Underst 110(3):346–359CrossRef
21.
go back to reference Hsu D, Kindel R, Latombe JC, Rock S (2002) Randomized kinodynamic motion planning with moving obstacles. Int J Robot Res 21(3):233–255CrossRefMATH Hsu D, Kindel R, Latombe JC, Rock S (2002) Randomized kinodynamic motion planning with moving obstacles. Int J Robot Res 21(3):233–255CrossRefMATH
22.
go back to reference Kelley R, Nicolescu M, Tavakkoli A, King C, Bebis G (2008) Understanding human intentions via hidden markov models in autonomous mobile robots. In: Proceedings of the ACM/IEEE international conference on human-robot interaction, pp 367–374 Kelley R, Nicolescu M, Tavakkoli A, King C, Bebis G (2008) Understanding human intentions via hidden markov models in autonomous mobile robots. In: Proceedings of the ACM/IEEE international conference on human-robot interaction, pp 367–374
23.
go back to reference Kendon A (1990) Conducting interaction: patterns of behavior in focused encounters. Cambridge University Press, Cambridge Kendon A (1990) Conducting interaction: patterns of behavior in focused encounters. Cambridge University Press, Cambridge
24.
go back to reference Kendon A (2010) Spacing and orientation in co-present interaction. In: Esposito A (ed) Development of multimodal interfaces: active listening and synchrony. Lecture notes in computer science, vol 5967. Springer, Heidelberg Kendon A (2010) Spacing and orientation in co-present interaction. In: Esposito A (ed) Development of multimodal interfaces: active listening and synchrony. Lecture notes in computer science, vol 5967. Springer, Heidelberg
25.
go back to reference Khatib O (1985) Real-time obstacle avoidance for manipulators and mobile robots. In: Proceedings of the IEEE international conference on robotics and automation, vol 2, pp 500–505 Khatib O (1985) Real-time obstacle avoidance for manipulators and mobile robots. In: Proceedings of the IEEE international conference on robotics and automation, vol 2, pp 500–505
26.
go back to reference Kirby R, Simmons R, Forlizzi J (2009) Companion: a constraintoptimizing method for personacceptable navigation. In: Proceedings of the IEEE international symposium on robot and human interactive communication, pp 607–612 Kirby R, Simmons R, Forlizzi J (2009) Companion: a constraintoptimizing method for personacceptable navigation. In: Proceedings of the IEEE international symposium on robot and human interactive communication, pp 607–612
27.
go back to reference Koay KL, Syrdal D, Ashgari-Oskoei M, Walters ML, Dautenhahn K (2014) Social roles and baseline proxemic preferences for a domestic service robot. Int J Soc Robot 6(4):469–488CrossRef Koay KL, Syrdal D, Ashgari-Oskoei M, Walters ML, Dautenhahn K (2014) Social roles and baseline proxemic preferences for a domestic service robot. Int J Soc Robot 6(4):469–488CrossRef
28.
go back to reference Kruse T, Pandey AK, Alami R, Kirsch A (2013) Human-aware robot navigation: a survey. Robot Autonom Syst 61(12):1726–1743CrossRef Kruse T, Pandey AK, Alami R, Kirsch A (2013) Human-aware robot navigation: a survey. Robot Autonom Syst 61(12):1726–1743CrossRef
29.
go back to reference Kuno Y, Sadazuka K, Kawashima M, Yamazaki K, Yamazaki A, Kuzuoka H (2007) Museum guide robot based on sociological interaction analysis. In: Proceedings of the SIGCHI conference on human factors in computing systems, pp 1191–1194 Kuno Y, Sadazuka K, Kawashima M, Yamazaki K, Yamazaki A, Kuzuoka H (2007) Museum guide robot based on sociological interaction analysis. In: Proceedings of the SIGCHI conference on human factors in computing systems, pp 1191–1194
30.
go back to reference Kyriacos S, Joao M, Maarten VS, Shimon W, Jaebok K, Jered V, Gwenn E, Khiet T, Vanessa E, Noe PH, Ignacio PH, Rafael RV, Fernando C, Luis M, Jie S, Stavros P, Maja P, Lasse H, Marten S, Raphael K, Herve M (2015) TERESA: a socially intelligent semi-autonomous telepresence system. In: Workshop on machine learning for social robotics, IEEE international conference on robotics and automation Kyriacos S, Joao M, Maarten VS, Shimon W, Jaebok K, Jered V, Gwenn E, Khiet T, Vanessa E, Noe PH, Ignacio PH, Rafael RV, Fernando C, Luis M, Jie S, Stavros P, Maja P, Lasse H, Marten S, Raphael K, Herve M (2015) TERESA: a socially intelligent semi-autonomous telepresence system. In: Workshop on machine learning for social robotics, IEEE international conference on robotics and automation
31.
go back to reference Ladick L, Russell C, Kohli P, Torr PS (2013) Inference methods for CRFs with co-occurrence statistics. Int J Comput Vis 103(2):213–225MathSciNetCrossRefMATH Ladick L, Russell C, Kohli P, Torr PS (2013) Inference methods for CRFs with co-occurrence statistics. Int J Comput Vis 103(2):213–225MathSciNetCrossRefMATH
32.
go back to reference Langton SRH, Watt RJ, Bruce V (2003) Do the eyes have it? Cues to the direction of social attention. Trends Cognit Sci 4(2):50–59CrossRef Langton SRH, Watt RJ, Bruce V (2003) Do the eyes have it? Cues to the direction of social attention. Trends Cognit Sci 4(2):50–59CrossRef
33.
go back to reference LaValle SM, Kuffner JJ Jr (2001) Randomized kinodynamic planning. Int J Robot Res 20(5):378–400CrossRef LaValle SM, Kuffner JJ Jr (2001) Randomized kinodynamic planning. Int J Robot Res 20(5):378–400CrossRef
34.
go back to reference 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, pp 902–907 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, pp 902–907
35.
go back to reference Maja P, Alessandro V (2014) Social signal processing. The Oxford Handbook of Affective Computing Maja P, Alessandro V (2014) Social signal processing. The Oxford Handbook of Affective Computing
36.
go back to reference Moravec HP, Elfes A (1985) High resolution maps from wide angle sonar. In: Proceedings of the IEEE international conference on robotics and automation, vol 2, pp 116–121 Moravec HP, Elfes A (1985) High resolution maps from wide angle sonar. In: Proceedings of the IEEE international conference on robotics and automation, vol 2, pp 116–121
37.
go back to reference Moussaid 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):e10,047CrossRef Moussaid 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):e10,047CrossRef
38.
go back to reference Nonaka S, Inoue K, Arai T, Mae Y (2004) Evaluation of human sense of security for coexisting robots using virtual reality. 1st report: evaluation of pick and place motion of humanoid robots. In: Proceedings of the IEEE international conference on robotics and automation, vol 3, pp 2770–2775 Nonaka S, Inoue K, Arai T, Mae Y (2004) Evaluation of human sense of security for coexisting robots using virtual reality. 1st report: evaluation of pick and place motion of humanoid robots. In: Proceedings of the IEEE international conference on robotics and automation, vol 3, pp 2770–2775
39.
go back to reference Papadakis P, Spalanzani A, Laugier C (2013) Social mapping of human-populated environments by implicit function learning. In: IEEE/RSJ international conference on intelligent robots and systems, pp 1701–1706 Papadakis P, Spalanzani A, Laugier C (2013) Social mapping of human-populated environments by implicit function learning. In: IEEE/RSJ international conference on intelligent robots and systems, pp 1701–1706
41.
go back to reference Quigley M, Gerkey B, Conley K, Faust J, Foote T, Leibs J, Berger E, Wheeler R, Ng A (2009) ROS: an open-source robot operating system. In: ICRA workshop on open source software, vol 32, pp 151–170 Quigley M, Gerkey B, Conley K, Faust J, Foote T, Leibs J, Berger E, Wheeler R, Ng A (2009) ROS: an open-source robot operating system. In: ICRA workshop on open source software, vol 32, pp 151–170
42.
go back to reference Rios-Martinez J, Spalanzani A, Laugier C (2011) Understanding human interaction for probabilistic autonomous navigation using risk-rrt approach. In: IEEE/RSJ international conference on intelligent robots and systems, pp 2014–2019 Rios-Martinez J, Spalanzani A, Laugier C (2011) Understanding human interaction for probabilistic autonomous navigation using risk-rrt approach. In: IEEE/RSJ international conference on intelligent robots and systems, pp 2014–2019
43.
go back to reference Rios-Martinez J, Spalanzani A, Laugier C (2014) From proxemics theory to socially-aware navigation: a survey. Int J Soc Robot 7(2):137–153CrossRef Rios-Martinez J, Spalanzani A, Laugier C (2014) From proxemics theory to socially-aware navigation: a survey. Int J Soc Robot 7(2):137–153CrossRef
45.
go back to reference Rusu RB, Cousins S (2011) 3D is here: point cloud library (PCL). In: IEEE international conference on robotics and automation, pp 1–4 Rusu RB, Cousins S (2011) 3D is here: point cloud library (PCL). In: IEEE international conference on robotics and automation, pp 1–4
46.
go back to reference Satake S, Kanda T, Glas DF, Imai M, Ishiguro H, Hagita N (2009) How to approach humans?-strategies for social robots to initiate interaction. In: ACM/IEEE international conference on human-robot interaction, pp 109–116 Satake S, Kanda T, Glas DF, Imai M, Ishiguro H, Hagita N (2009) How to approach humans?-strategies for social robots to initiate interaction. In: ACM/IEEE international conference on human-robot interaction, pp 109–116
47.
go back to reference Setti F, Russell C, Bassetti C, Cristani M (2014) F-formation detection: individuating free-standing conversational groups in images. arXiv:1409.2702 Setti F, Russell C, Bassetti C, Cristani M (2014) F-formation detection: individuating free-standing conversational groups in images. arXiv:​1409.​2702
48.
go back to reference Shiomi M, Zanlungo F, Hayashi K, Kanda T (2014) Towards a socially acceptable collision avoidance for a mobile robot navigating among pedestrians using a pedestrian model. Int J Soc Robot 6(3):443–455CrossRef Shiomi M, Zanlungo F, Hayashi K, Kanda T (2014) Towards a socially acceptable collision avoidance for a mobile robot navigating among pedestrians using a pedestrian model. Int J Soc Robot 6(3):443–455CrossRef
49.
go back to reference Siegwart R, Nourbakhsh IR, Scaramuzza D (2011) Introduction to autonomous mobile robots. The MIT Press, Cambridge Siegwart R, Nourbakhsh IR, Scaramuzza D (2011) Introduction to autonomous mobile robots. The MIT Press, Cambridge
50.
go back to reference 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
51.
go back to reference Sisbot EA, Marin-Urias L, Broqure X, Sidobre D, Alami R (2010) Synthesizing robot motions adapted to human presence. Int J Soc Robot 2(3):329–343CrossRef Sisbot EA, Marin-Urias L, Broqure X, Sidobre D, Alami R (2010) Synthesizing robot motions adapted to human presence. Int J Soc Robot 2(3):329–343CrossRef
52.
go back to reference Stentz A (1994) The D* algorithm for real-time planning of optimal traverses. Technical Report CMU-RI-TR-94-37, The Robotics Institute, Carnegie-Mellon University Stentz A (1994) The D* algorithm for real-time planning of optimal traverses. Technical Report CMU-RI-TR-94-37, The Robotics Institute, Carnegie-Mellon University
53.
go back to reference Svenstrup M, Hansen ST, Andersen HJ, Bak T (2011) Adaptive human-aware robot navigation in close proximity to humans. Int J Adv Robot Syst 8(2):7–21 Svenstrup M, Hansen ST, Andersen HJ, Bak T (2011) Adaptive human-aware robot navigation in close proximity to humans. Int J Adv Robot Syst 8(2):7–21
54.
go back to reference 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 the IEEE international conference on robotics and automation, vol 3, 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 the IEEE international conference on robotics and automation, vol 3, pp 1999–2005
55.
go back to reference Torta E, Cuijpers RH, Juola JF (2013) Design of a parametric model of personal space for robotic social navigation. Int J Soc Robot 5(3):357–365CrossRef Torta E, Cuijpers RH, Juola JF (2013) Design of a parametric model of personal space for robotic social navigation. Int J Soc Robot 5(3):357–365CrossRef
56.
go back to reference Triebel R, Arras KO, Alami R, Beyer L, Breuers S, Chatila R, Chetouani M, Cremers D, Evers V, Fiore M, Hung H, Islas Ramirez O, Joosse M, Khambhaita H, Kucner T, Leibe B, Lilienthal A, Linder T, Lohse M, Magnusson M, Okal B, Palmieri L, Rafi U, van Rooij M, Zhang L (2015) SPENCER: a socially aware service robot for passenger guidance and help in busy airports. In: Proceedings of the 10th conference on field and service robotics (FSR), Toronto Triebel R, Arras KO, Alami R, Beyer L, Breuers S, Chatila R, Chetouani M, Cremers D, Evers V, Fiore M, Hung H, Islas Ramirez O, Joosse M, Khambhaita H, Kucner T, Leibe B, Lilienthal A, Linder T, Lohse M, Magnusson M, Okal B, Palmieri L, Rafi U, van Rooij M, Zhang L (2015) SPENCER: a socially aware service robot for passenger guidance and help in busy airports. In: Proceedings of the 10th conference on field and service robotics (FSR), Toronto
57.
go back to reference Vinciarelli A, Pantic M, Bourlard H (2009) Social signal processing: survey of an emerging domain. Image Vis Comput 27(12):1743–1759CrossRef Vinciarelli A, Pantic M, Bourlard H (2009) Social signal processing: survey of an emerging domain. Image Vis Comput 27(12):1743–1759CrossRef
58.
go back to reference Walters ML, Dautenhahn K, Woods SN, Koay KL (2007) Robotic etiquette: results from user studies involving a fetch and carry task. In: ACM/IEEE international conference on human-robot interaction, pp 317–324 Walters ML, Dautenhahn K, Woods SN, Koay KL (2007) Robotic etiquette: results from user studies involving a fetch and carry task. In: ACM/IEEE international conference on human-robot interaction, pp 317–324
Metadata
Title
Dynamic Social Zone based Mobile Robot Navigation for Human Comfortable Safety in Social Environments
Authors
Xuan-Tung Truong
Trung-Dung Ngo
Publication date
01-11-2016
Publisher
Springer Netherlands
Published in
International Journal of Social Robotics / Issue 5/2016
Print ISSN: 1875-4791
Electronic ISSN: 1875-4805
DOI
https://doi.org/10.1007/s12369-016-0352-0

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