Tactile Discrimination Using Active Whisker Sensors

We describe a novel, biomimetic tactile sensing system modeled on the facial whiskers (vibrissae) of animals such as rats and mice. The “BIOTACT Sensor” consists of a conical array of modular, actuated hair-like elements, each instrumented at the base to accurately detect deflections of the shaft by whisker-surface contacts. A notable characteristic of this array is that, like the biological sensory system it mimics, the whiskers are moved back-and-forth (“whisked”) so as to make repeated, brief contacts with surfaces of interest. Furthermore, these movements are feedback-modulated in a manner intended to emulate some of the “active sensing” control strategies observed in whiskered animals. We show that accurate classification of surface texture using data obtained from whisking against three different surfaces is achievable using classifiers based on either naive Bayes or template methods. Notably, the performance of both these approaches to classify textures after training on as few as one or two surface contacts was improved when the whisking motion was controlled using a sensory feedback mechanism. We conclude that active vibrissal sensing could likewise be a useful sensory capacity for autonomous robots.

[1]  Joseph H. Solomon,et al.  Variability in velocity profiles during free-air whisking behavior of unrestrained rats. , 2008, Journal of neurophysiology.

[2]  Mark D. Humphries,et al.  BRAHMS: Novel middleware for integrated systems computation , 2010, Adv. Eng. Informatics.

[3]  M. Hartmann,et al.  Mechanical Characteristics of Rat Vibrissae: Resonant Frequencies and Damping in Isolated Whiskers and in the Awake Behaving Animal , 2003, Journal of Neuroscience.

[4]  Tony J. Prescott,et al.  Neuromorphic and Brain-Based Robots: Biomimetic robots as scientific models: a view from the whisker tip , 2011 .

[5]  Anthony G. Pipe,et al.  Whisking with robots , 2009, IEEE Robotics & Automation Magazine.

[6]  Rune W. Berg,et al.  Rhythmic whisking by rat: retraction as well as protraction of the vibrissae is under active muscular control. , 2003, Journal of neurophysiology.

[7]  M. Hartmann,et al.  Right–Left Asymmetries in the Whisking Behavior of Rats Anticipate Head Movements , 2006, The Journal of Neuroscience.

[8]  Christoph Kayser,et al.  Texture signals in whisker vibrations. , 2006, Journal of neurophysiology.

[9]  Mathew H. Evans,et al.  Tactile Discrimination Using Template Classifiers: Towards a Model of Feature Extraction in Mammalian Vibrissal Systems , 2010, SAB.

[10]  M. Diamond,et al.  Whisker-Mediated Texture Discrimination , 2008, PLoS biology.

[11]  T. Prescott,et al.  Vibrissal behavior and function , 2011, Scholarpedia.

[12]  Anthony G. Pipe,et al.  SCRATCHbot: Active Tactile Sensing in a Whiskered Mobile Robot , 2010, SAB.

[13]  François Auger,et al.  Time-Frequency Reassignment: From Principles to Algorithms , 2018, Applications in Time-Frequency Signal Processing.

[14]  Noah J. Cowan,et al.  Dynamical Wall Following for a Wheeled Robot Using a Passive Tactile Sensor , 2005, Proceedings of the 2005 IEEE International Conference on Robotics and Automation.

[15]  Sean R. Anderson,et al.  Adaptive Cancelation of Self-Generated Sensory Signals in a Whisking Robot , 2010, IEEE Transactions on Robotics.

[16]  H. Philip Zeigler,et al.  Whisker Deafferentation and Rodent Whisking Patterns: Behavioral Evidence for a Central Pattern Generator , 2001, The Journal of Neuroscience.

[17]  Nathan F. Lepora,et al.  Whisker-object contact speed affects radial distance estimation , 2010, 2010 IEEE International Conference on Robotics and Biomimetics.

[18]  Anthony G. Pipe,et al.  Whiskerbot: A Robotic Active Touch System Modeled on the Rat Whisker Sensory System , 2007, Adapt. Behav..

[19]  D. Simons,et al.  Biometric analyses of vibrissal tactile discrimination in the rat , 1990, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[20]  Per Magne Knutsen,et al.  Object localization with whiskers , 2008, Biological Cybernetics.

[21]  Toshio Tsuji,et al.  Active antenna for contact sensing , 1998, IEEE Trans. Robotics Autom..

[22]  Daniel N. Hill,et al.  Biomechanics of the Vibrissa Motor Plant in Rat: Rhythmic Whisking Consists of Triphasic Neuromuscular Activity , 2008, The Journal of Neuroscience.

[23]  M. Brecht,et al.  Functional architecture of the mystacial vibrissae , 1997, Behavioural Brain Research.

[24]  Susan J. Lederman,et al.  Extracting object properties through haptic exploration. , 1993, Acta psychologica.

[25]  W. Jenkins,et al.  Vibrissal roughness discrimination is barrelcortex-dependent , 1992, Behavioural Brain Research.

[26]  M. Brecht,et al.  Tactile guidance of prey capture in Etruscan shrews , 2006, Proceedings of the National Academy of Sciences.

[27]  E. Guic-Robles,et al.  Rats can learn a roughness discrimination using only their vibrissal system , 1989, Behavioural Brain Research.

[28]  R. Bajcsy Active perception , 1988 .

[29]  Daniel N. Hill,et al.  Texture Coding in the Rat Whisker System: Slip-Stick Versus Differential Resonance , 2008, PLoS biology.

[30]  P. Redgrave,et al.  Empirically inspired simulated electro-mechanical model of the rat mystacial follicle-sinus complex , 2004, Proceedings of the Royal Society of London. Series B: Biological Sciences.

[31]  Anthony G. Pipe,et al.  Contact type dependency of texture classification in a whiskered mobile robot , 2009, Auton. Robots.

[32]  T. Prescott,et al.  Active touch sensing in the rat: anticipatory and regulatory control of whisker movements during surface exploration. , 2009, Journal of neurophysiology.

[33]  Nathan F. Lepora,et al.  Naive Bayes texture classification applied to whisker data from a moving robot , 2010, The 2010 International Joint Conference on Neural Networks (IJCNN).

[34]  Anthony G. Pipe,et al.  From Rat Vibrissae to Biomimetic Technology for Active Touch , 2009 .

[35]  Ben Mitchinson,et al.  Feedback control in active sensing: rat exploratory whisking is modulated by environmental contact , 2007, Proceedings of the Royal Society B: Biological Sciences.

[36]  E. Kramer,et al.  The Advantages of a Tapered Whisker , 2010, PloS one.

[37]  Chris Melhuish,et al.  A Model of Sensorimotor Coordination in the Rat Whisker System , 2006, SAB.

[38]  A. Ahl The role of vibrissae in behavior: A status review , 1986, Veterinary Research Communications.

[39]  Anthony G. Pipe,et al.  Naive Bayes novelty detection for a moving robot with whiskers , 2010, 2010 IEEE International Conference on Robotics and Biomimetics.