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2017 | OriginalPaper | Buchkapitel

Robot’s Workspace Enhancement with Dynamic Human Presence for Socially-Aware Navigation

verfasst von : Ioannis Kostavelis, Andreas Kargakos, Dimitrios Giakoumis, Dimitrios Tzovaras

Erschienen in: Computer Vision Systems

Verlag: Springer International Publishing

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Abstract

The incorporation of service robots in human populated environments gives rise to the adaptation of cruise strategies that allow robots to move in a natural, secure and ordinary manner among their cohabitants. Therefore, robots should firstly apprehend their space similarly with the people and, secondly, should adopt human motion anticipation strategies in their planning mechanism. The paper at hand introduces a closed-loop human oriented robot navigation strategy, where on-board a moving robot, multimodal human detection and tracking methods are deployed to predict human motion intention in the shared workspace. The human occupied space is probabilistically constrained following the proxemics theory. The impact of human presence in the commonly shared space is imprinted to the robot’s navigation behaviour after undergoing a social filtering step based on the inferred walking pattern. The proposed method has been integrated with a robotic platform and extensively evaluated in terms of socially acceptable behaviour in real-life experiments exhibiting increased navigation capacity in human populated environments.

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Literatur
1.
Zurück zum Zitat Buttimer, A., Seamon, D.: The Human Experience of Space and Place. Routledge, Abingdon (2015) Buttimer, A., Seamon, D.: The Human Experience of Space and Place. Routledge, Abingdon (2015)
2.
Zurück zum Zitat Charalampous, K., Kostavelis, I., Gasteratos, A.: Robot navigation in large-scale social maps: an action recognition approach. Expert Syst. Appl. 66, 261–273 (2016)CrossRef Charalampous, K., Kostavelis, I., Gasteratos, A.: Robot navigation in large-scale social maps: an action recognition approach. Expert Syst. Appl. 66, 261–273 (2016)CrossRef
3.
Zurück zum Zitat Flaherty, G.: Dementia and Wandering Behavior: Concern for the Lost Elder. Springer Publishing Company, Heidelberg (2006) Flaherty, G.: Dementia and Wandering Behavior: Concern for the Lost Elder. Springer Publishing Company, Heidelberg (2006)
4.
Zurück zum Zitat Fulgenzi, C., Tay, C., Spalanzani, A., Laugier, C.: Probabilistic navigation in dynamic environment using rapidly-exploring random trees and Gaussian processes. In: IROS, pp. 1056–1062. IEEE (2008) Fulgenzi, C., Tay, C., Spalanzani, A., Laugier, C.: Probabilistic navigation in dynamic environment using rapidly-exploring random trees and Gaussian processes. In: IROS, pp. 1056–1062. IEEE (2008)
5.
Zurück zum Zitat Hall, E.T.: The Hidden Dimension, vol. 1990. Anchor Books, New York (1969) Hall, E.T.: The Hidden Dimension, vol. 1990. Anchor Books, New York (1969)
6.
Zurück zum Zitat Kim, B., Pineau, J.: Socially adaptive path planning in human environments using inverse reinforcement learning. Int. J. Soc. Robot. 8(1), 51–66 (2016)CrossRef Kim, B., Pineau, J.: Socially adaptive path planning in human environments using inverse reinforcement learning. Int. J. Soc. Robot. 8(1), 51–66 (2016)CrossRef
7.
Zurück zum Zitat Kirby, R., Simmons, R., Forlizzi, J.: Companion: a constraint-optimizing method for person-acceptable navigation. In: RO-MAN 2009, pp. 607–612. IEEE (2009) Kirby, R., Simmons, R., Forlizzi, J.: Companion: a constraint-optimizing method for person-acceptable navigation. In: RO-MAN 2009, pp. 607–612. IEEE (2009)
8.
Zurück zum Zitat Large, F., Vasquez, D., Fraichard, T., Laugier, C.: Avoiding cars and pedestrians using velocity obstacles and motion prediction. In: Intelligent Vehicles Symposium, pp. 375–379. IEEE (2004) Large, F., Vasquez, D., Fraichard, T., Laugier, C.: Avoiding cars and pedestrians using velocity obstacles and motion prediction. In: Intelligent Vehicles Symposium, pp. 375–379. IEEE (2004)
9.
Zurück zum Zitat Leigh, A., Pineau, J.: Laser-based person tracking for clinical locomotion analysis. In: IROS-Rehabilitation and Assistive Robotics (2014) Leigh, A., Pineau, J.: Laser-based person tracking for clinical locomotion analysis. In: IROS-Rehabilitation and Assistive Robotics (2014)
10.
Zurück zum Zitat Luber, M., Spinello, L., Silva, J., Arras, K.O.: Socially-aware robot navigation: a learning approach. In: IROS, pp. 902–907. IEEE (2012) Luber, M., Spinello, L., Silva, J., Arras, K.O.: Socially-aware robot navigation: a learning approach. In: IROS, pp. 902–907. IEEE (2012)
11.
Zurück zum Zitat Mac, T.T., Copot, C., Tran, D.T., De Keyser, R.: Heuristic approaches in robot path planning: a survey. RAS 86, 13–28 (2016) Mac, T.T., Copot, C., Tran, D.T., De Keyser, R.: Heuristic approaches in robot path planning: a survey. RAS 86, 13–28 (2016)
12.
Zurück zum Zitat Papadakis, P., Spalanzani, A., Laugier, C.: Social mapping of human-populated environments by implicit function learning. In: IROS, pp. 1701–1706. IEEE (2013) Papadakis, P., Spalanzani, A., Laugier, C.: Social mapping of human-populated environments by implicit function learning. In: IROS, pp. 1701–1706. IEEE (2013)
13.
Zurück zum Zitat Sisbot, E.A., Marin-Urias, L.F., Alami, R., Simeon, T.: A human aware mobile robot motion planner. IEEE TRO 23(5), 874–883 (2007) Sisbot, E.A., Marin-Urias, L.F., Alami, R., Simeon, T.: A human aware mobile robot motion planner. IEEE TRO 23(5), 874–883 (2007)
14.
Zurück zum Zitat Svenstrup, M., Bak, T., Andersen, H.J.: Trajectory planning for robots in dynamic human environments. In: IROS, pp. 4293–4298. IEEE (2010) Svenstrup, M., Bak, T., Andersen, H.J.: Trajectory planning for robots in dynamic human environments. In: IROS, pp. 4293–4298. IEEE (2010)
15.
Zurück zum Zitat Talebpour, Z., Navarro, I., Martinoli, A.: On-board human-aware navigation for indoor resource-constrained robots: a case-study with the ranger. In: Symposium System Integration, pp. 63–68. IEEE (2015) Talebpour, Z., Navarro, I., Martinoli, A.: On-board human-aware navigation for indoor resource-constrained robots: a case-study with the ranger. In: Symposium System Integration, pp. 63–68. IEEE (2015)
16.
Zurück zum Zitat Trautman, P., Ma, J., Murray, R.M., Krause, A.: Robot navigation in dense human crowds: statistical models and experimental studies of human-robot cooperation. IJRR 34(3), 335–356 (2015) Trautman, P., Ma, J., Murray, R.M., Krause, A.: Robot navigation in dense human crowds: statistical models and experimental studies of human-robot cooperation. IJRR 34(3), 335–356 (2015)
17.
Zurück zum Zitat Unhelkar, V.V., Pérez-D’Arpino, C., Stirling, L., Shah, J.A.: Human-robot co-navigation using anticipatory indicators of human walking motion. In: ICRA, pp. 6183–6190. IEEE (2015) Unhelkar, V.V., Pérez-D’Arpino, C., Stirling, L., Shah, J.A.: Human-robot co-navigation using anticipatory indicators of human walking motion. In: ICRA, pp. 6183–6190. IEEE (2015)
Metadaten
Titel
Robot’s Workspace Enhancement with Dynamic Human Presence for Socially-Aware Navigation
verfasst von
Ioannis Kostavelis
Andreas Kargakos
Dimitrios Giakoumis
Dimitrios Tzovaras
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-68345-4_25