Investigation of Tactile Perception Evoked by Ridged Texture Using ERP and Non-linear Methods

The triangular ridged surface can improve the grip reliability of products, but the sharp edge of triangular ridge induces sharp and uncomfortable feeling. To study the effect of edge shape (sharp, round, and flat shape) of triangular ridges on brain activity during touching, electroencephalograph (EEG) signals during tactile perception were evaluated using event-related potentials (ERP) and non-linear analysis methods. The results showed that the early component of P100 and P200, and the late component of P300 were successfully induced during perceiving the ridged texture. The edge shape features affect the electrical activity of brain during the tactile perceptions. The sharp shape feature evoked fast P100 latency and high P100 amplitude. The flat texture with complex (sharp and flat) shape feature evoked fast P200 latency, high P200 amplitude and RQA parameters. Both of the sharp shape and complex shape feature tended to evoke high peak amplitude of P300. The large-scale structures of recurrence plots (RPs) and recurrence quantification analysis (RQA) parameters can visually and quantitatively characterize the evolution regulation of the dynamic behavior of EEG system along with the tactile process. This study proved that RPs and RQA were protential methods for the feature extraction and state recognition of EEG during tactile perception of textured surface. This research contributes to optimize surface tactile characteristics on products, especially effective surface textures design for good grip.

[1]  U. Rajendra Acharya,et al.  Application of Recurrence Quantification Analysis for the Automated Identification of Epileptic EEG Signals , 2011, Int. J. Neural Syst..

[2]  M. Bueno,et al.  From finger friction and induced vibrations to brain activation: Tactile comparison between real and virtual textile fabrics , 2018, Tribology International.

[3]  P Servos,et al.  fMRI-derived cortical maps for haptic shape, texture, and hardness. , 2001, Brain research. Cognitive brain research.

[4]  E. V. D. Heide,et al.  The role of the sliding direction against a grooved channel texture on tool steel: An experimental study on tactile friction , 2015 .

[5]  R. Acharya U,et al.  Nonlinear analysis of EEG signals at different mental states , 2004, Biomedical engineering online.

[6]  J. Gottlieb From Thought to Action: The Parietal Cortex as a Bridge between Perception, Action, and Cognition , 2007, Neuron.

[7]  S. Chen,et al.  N1 and P1 Components Associate With Visuospatial-Executive and Language Functions in Normosmic Parkinson’s Disease: An Event-Related Potential Study , 2019, Front. Aging Neurosci..

[8]  M. Junghöfer,et al.  The facilitated processing of threatening faces: an ERP analysis. , 2004, Emotion.

[9]  Norbert Marwan,et al.  Extended Recurrence Plot Analysis and its Application to ERP Data , 2002, Int. J. Bifurc. Chaos.

[10]  R. Liu,et al.  From finger friction to brain activation: Tactile perception of the roughness of gratings , 2019, Journal of advanced research.

[11]  Ali K. Bourisly,et al.  Neurophysiological Effects of Aging: A P200 ERP Study , 2018, Translational neuroscience.

[12]  N. Marwan Encounters with neighbours : current developments of concepts based on recurrence plots and their applications , 2003 .

[13]  Marco Barbieri,et al.  A contact mechanics interpretation of the duplex theory of tactile texture perception , 2016 .

[14]  M. Teodorescu,et al.  Nano-Scale Contact Model for Microfiber Tip Attachment, Detachment and Friction , 2008 .

[15]  F. Strozzi,et al.  Recurrence quantification based Liapunov exponents for monitoring divergence in experimental data , 2002 .

[16]  E. Reiman,et al.  Thermosensory activation of insular cortex , 2000, Nature Neuroscience.

[17]  S. Ge,et al.  Experimental research on the tactile perception from fingertip skin friction , 2017 .

[18]  Tuan D. Pham Recurrence Plots , 2020, Fuzzy Recurrence Plots and Networks with Applications in Biomedicine.

[19]  Matt Carré,et al.  Human finger friction in contacts with ridged surfaces , 2013 .

[20]  Hiroyuki Kajimoto,et al.  Brain networks underlying tactile softness perception: A functional magnetic resonance imaging study , 2019, NeuroImage.

[21]  X. Beristain Essentials of neural science and behavior , 1996 .

[22]  K. Chou,et al.  Reduced lateral occipital gray matter volume is associated with physical frailty and cognitive impairment in Parkinson’s disease , 2018, European Radiology.

[23]  F. Mauguière,et al.  Timing and spatial distribution of somatosensory responses recorded in the upper bank of the sylvian fissure (SII area) in humans. , 1999, Cerebral cortex.

[24]  Guy Dove,et al.  Linking Brainwaves to the Brain: An ERP Primer , 2005, Developmental neuropsychology.

[25]  C. C. Wood,et al.  The relationship between human long-latency somatosensory evoked potentials recorded from the cortical surface and from the scalp. , 1992, Electroencephalography and clinical neurophysiology.

[26]  J. Lamberts,et al.  Correlation Dimension of the Human Electroencephalogram Corresponds with Cognitive Load , 2000, Neuropsychobiology.

[27]  C. Schwartz,et al.  Investigation of friction mechanisms during the sliding of elastomers against hard parallel-ridge textures , 2013 .

[28]  Ryo Kitada,et al.  The Brain Network for Haptic Object Recogniton , 2015 .

[29]  C. J. Stam,et al.  Investigation of nonlinear structure in multichannel EEG , 1995 .

[30]  Bidhan Lamichhane,et al.  Oscillatory activity in neocortical networks during tactile discrimination near the limit of spatial acuity , 2014, NeuroImage.

[31]  K Sathian,et al.  Analysis of haptic information in the cerebral cortex. , 2016, Journal of neurophysiology.

[32]  Jean-Louis Thonnard,et al.  EEG frequency tagging to explore the cortical activity related to the tactile exploration of natural textures , 2016, Scientific Reports.

[33]  F. Takens Detecting strange attractors in turbulence , 1981 .

[34]  C. Schwartz,et al.  Parametric investigation of soft-body penetration into parallel-ridged textured surfaces for tactile applications , 2016 .

[35]  S. Ge,et al.  Tactile perception of skin: research on late positive component of event-related potentials evoked by friction , 2020, The Journal of The Textile Institute.

[36]  Junsuk Kim,et al.  Human Brain Activity Related to the Tactile Perception of Stickiness , 2017, Front. Hum. Neurosci..

[37]  Jürgen Kurths,et al.  Recurrence plots for the analysis of complex systems , 2009 .

[38]  R. Kakigi,et al.  Serial processing in the human somatosensory system. , 2004, Cerebral cortex.

[39]  Jürgen Kurths,et al.  Order patterns recurrence plots in the analysis of ERP data , 2007, Cognitive Neurodynamics.

[40]  John J. Foxe,et al.  Tactile shape discrimination recruits human lateral occipital complex during early perceptual processing , 2010, Human brain mapping.

[41]  H. Gray,et al.  P300 as an index of attention to self-relevant stimuli , 2004 .

[42]  Matt Carré,et al.  Human finger contact with small, triangular ridged surfaces , 2011 .

[43]  Betty Lemaire-Semail,et al.  Relation between human perceived friction and finger friction characteristics , 2016 .