Abstract
Compared to vision, active tactile sensing enables animals and robots to perform unambiguous object localization, segmentation and shape recognition. Recently, we proposed a bio-inspired, CPG-based, active antennal control model, so-called Contour-net, which captures essential characteristics of antennal behavior in climbing stick insects. In simulation, this model provides a robust and effective way to trace contours and classify various 3D shapes. Here, we propose a physical robotic implementation of Contour-net using vibration-based active antennae. We show that combining tactile contour tracing with vibration-based distance estimation yields fairly accurate localization of contact events in 3D space.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Frigo, M., Johnson, S.G.: The design and implementation of FFTW3. Proceedings of the IEEE Special Issue on Program Generation, Optimization, and Platform Adaptation 93(2), 216–231 (2005)
Harischandra, N., Dürr, V.: Predictions of self-induced mechanoreceptive sensor readings in an insect-inspired active tactile sensing system. In: International Symposium on Adaptive Motion of Animals and Machines (AMAM), pp. 59–62 (2013)
Kaneko, M., Kanayma, N., Tsuji, T.: Active antenna for contact sensing. IEEE Transactions on Robotics and Automation 14(2), 278–291 (1998)
Kim, D.E., Möller, R.: Biomimetic whiskers for shape recognition. Robotics and Autonomous Systems 55(3), 229–243 (2007)
Krause, A.F., Dürr, V.: Active tactile sampling by an insect in a step-climbing paradigm. Frontiers in Behavioural Neuroscience 6(30), 1–17 (2012)
Krause, A.F., Hoinville, T., Harischandra, N., Dürr, V.: Contour-net - a model for tactile contour-tracing and shape-recognition. In: Proceedings of the 6th International Conference on Agents and Artificial Intelligence, pp. 92–101 (2014)
Krause, A.F., Winkler, A., Dürr, V.: Central drive and proprioceptive control of antennal movements in the walking stick insect. Journal of Physiology-Paris 107(1-2), 116–129 (2013)
Lederman, S., Klatzky, R.: Haptic perception: A tutorial. Attention, Perception, & Psychophysics 71(7), 1439–1459 (2009), doi:10.3758/APP.71.7.1439
Lee, J., Sponberg, S.N., Loh, O.Y., Lamperski, A.G., Full, R.J., Cowan, N.J.: Templates and anchors for antenna-based wall following in cockroaches and robots. IEEE Transactions on Robotics 24(1), 130–143 (2008)
Lee, M., Nicholls, H.: Review article tactile sensing for mechatronics - a state of the art survey. Mechatronics 9(1), 1–31 (1999)
Mongeau, J.M., Demir, A., Lee, J., Cowan, N.J., Full, R.J.: Locomotion- and mechanics-mediated tactile sensing: antenna reconfiguration simplifies control during high-speed navigation in cockroaches. J. Exp. Biol. 216, 4530–4541 (2013)
Patanè, L., Hellbach, S., Krause, A.F., Arena, P., Dürr, V.: An insect-inspired bionic sensor for tactile localization and material classification with state-dependent modulation. Frontiers in Neurorobotics 6(8), 1–18 (2012)
Prescott, T.J., Diamond, M.E., Wing, A.M.: Active touch sensing. Philos. Trans. R. Soc. Lond. B Biol. Sci. 366, 2989–2995 (2011)
Riedmiller, M., Braun, H.: A direct adaptive method for faster backpropagation learning: The RPROP algorithm. In: Proceedings of the IEEE International Conference on Neural Networks, pp. 586–591 (1993)
Russell, R.A., Wijaya, J.A.: Object location and recognition using whisker sensors. In: Australasian Conference on Robotics and Automation, pp. 761–768 (2003)
Schütz, C., Dürr, V.: Active tactile exploration for adaptive locomotion in the stick insect. Philosophical Transactions of the Royal Society B: Biological Sciences 366(1581), 2996–3005 (2011)
Solomon, J.H., Hartmann, M.J.: Biomechanics: Robotic whiskers used to sense features. Nature 443(7111), 525 (2006)
Staudacher, E., Gebhardt, M.J., Dürr, V.: Antennal movements and mechanoreception: neurobiology of active tactile sensors. Adv. Insect Physiol. 32, 49–205 (2005)
Sullivan, J.C., Mitchinson, B., Pearson, M.J., Evans, M., Lepora, N.F., Fox, C.W., Melhuish, C., Prescott, T.J.: Tactile discrimination using active whisker sensors. IEEE Sensors Journal 12(2), 350–362 (2012)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2014 Springer International Publishing Switzerland
About this paper
Cite this paper
Hoinville, T., Harischandra, N., Krause, A.F., Dürr, V. (2014). Insect-Inspired Tactile Contour Sampling Using Vibration-Based Robotic Antennae. In: Duff, A., Lepora, N.F., Mura, A., Prescott, T.J., Verschure, P.F.M.J. (eds) Biomimetic and Biohybrid Systems. Living Machines 2014. Lecture Notes in Computer Science(), vol 8608. Springer, Cham. https://doi.org/10.1007/978-3-319-09435-9_11
Download citation
DOI: https://doi.org/10.1007/978-3-319-09435-9_11
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-09434-2
Online ISBN: 978-3-319-09435-9
eBook Packages: Computer ScienceComputer Science (R0)