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Modeling the Orientation of Take-Over Trajectories Using Mixed Linear Effects Models

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Part of the book series: Lecture Notes in Networks and Systems ((LNNS,volume 221))

Abstract

As automation of driving emerges, the driver becomes a passenger. If an automation reaches its system limits, the driver is obliged to retake the control over the vehicle. Grabbing the steering wheel is essential to assume lateral control, however non-driving related activities enabled by the automation may interfere with this process. This paper showcases the method modeling the orientation of hand trajectories while grabbing four different handles. In a study presented in [1] the hand trajectories of 48 participants grabbing four different handles were recorded and modelled using a mixed linear effects approach. The present paper extends this research by modeling the orientation of these trajectories. As the grasping trajectories appear to lie on a two-dimensional plane, the angle between the trajectory plane and a reference plane was modeled in a mixed linear effects model with “lme4” [2] and “afex” [3]. The maximal deviation from the plane is 10.7 mm with a mean of 2.3 mm (SD = 1.3 mm). The data shows the small influence of individual (gender, age, dominant hand, body height) and the high influence of environmental (position and type of the grasping handles) factors.

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References

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Acknowledgments

This study was conducted in the context of the project INSAA funded by the Federal Ministry of Education and Research of the Federal Republic of Germany.

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Correspondence to Martin Fleischer .

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Fleischer, M., Elbauer, J., Bengler, K. (2021). Modeling the Orientation of Take-Over Trajectories Using Mixed Linear Effects Models. In: Black, N.L., Neumann, W.P., Noy, I. (eds) Proceedings of the 21st Congress of the International Ergonomics Association (IEA 2021). IEA 2021. Lecture Notes in Networks and Systems, vol 221. Springer, Cham. https://doi.org/10.1007/978-3-030-74608-7_77

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  • DOI: https://doi.org/10.1007/978-3-030-74608-7_77

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-030-74607-0

  • Online ISBN: 978-3-030-74608-7

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