Multi-model approach to characterize human handwriting motion.

Abstract:

:This paper deals with characterization and modelling of human handwriting motion from two forearm muscle activity signals, called electromyography signals (EMG). In this work, an experimental approach was used to record the coordinates of a pen tip moving on the (x, y) plane and EMG signals during the handwriting act. The main purpose is to design a new mathematical model which characterizes this biological process. Based on a multi-model approach, this system was originally developed to generate letters and geometric forms written by different writers. A Recursive Least Squares algorithm is used to estimate the parameters of each sub-model of the multi-model basis. Simulations show good agreement between predicted results and the recorded data.

journal_name

Biol Cybern

journal_title

Biological cybernetics

authors

Chihi I,Abdelkrim A,Benrejeb M

doi

10.1007/s00422-015-0670-6

subject

Has Abstract

pub_date

2016-02-01 00:00:00

pages

17-30

issue

1

eissn

0340-1200

issn

1432-0770

pii

10.1007/s00422-015-0670-6

journal_volume

110

pub_type

杂志文章
  • Self-stabilization of neuronal networks. II. Stability conditions for synaptogenesis.

    abstract::This study is concerned with synaptic reorganization in local neuronal networks. Within networks of 30 neurons, an initial disequilibrium in connectivity has to be compensated by reorganization of synapses. Such plasticity is not a genetically determined process, but depends on results of neuronal interaction. Neurobi...

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/BF00364134

    authors: Dammasch IE,Wagner GP,Wolff JR

    更新日期:1988-01-01 00:00:00

  • Time series modeling of neuromuscular system.

    abstract::The dynamic response of the human ankle joint to a bandlimited random torque perturbation superimposed on a constant bias torque is observed in normal human subjects. The applied torque input, the joint angular rotation output, and the electromyographic activity using surface electrodes from the extensor and the flexo...

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/BF00357923

    authors: Agarwal GC,Goodarzi SM,O'Neill WD,Gottlieb GL

    更新日期:1984-01-01 00:00:00

  • Models for the perception of orientation in random dot patterns.

    abstract::The aim of this paper is to summarize and to compare some known mathematical models of orientation perception in random dot patterns and to propose new solutions of this question. The model adequacy is judged from the previously obtained experimental results. Apart from the models based on some simple function of the ...

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/BF00202455

    authors: Mates J,Lánský P,Yakimoff N

    更新日期:1990-01-01 00:00:00

  • Human optokinetic responses under quasi-open and closed loop conditions.

    abstract::The human optokinetic response to a horizontally moving stripped pattern surrounding the subject was investigated under quasi-open and closed loop conditions. Open loop conditions were produced by the addition of an external signal from measured slow phase eye velocity to stripe velocity. A comparison of open and clos...

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/BF00453373

    authors: Böhmer A,Allum JH

    更新日期:1981-01-01 00:00:00

  • Maximum-entropy approximations of stochastic nonlinear transductions: an extension of the Wiener theory.

    abstract::We consider the description of a nonlinear stochastic transduction in terms of its input/output distribution. We construct a sequence of approximating maximum-entropy estimates from a finite set of input/output observations. This procedure extends the Wiener theory to the analysis of nonlinear stochastic transducers a...

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/BF00318425

    authors: Victor JD,Johannesma P

    更新日期:1986-01-01 00:00:00

  • Three-dimensional kinematic analysis of influence of hand orientation and joint limits on the control of arm postures and movements.

    abstract::The problems related to kinematic redundancy in both task and joint space were investigated for arm prehension movements in this paper. After a detailed analysis of kinematic redundancy of the arm, it is shown that the redundancy problem is ill posed only for the control of hand orientation. An experiment was then des...

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/s004220050538

    authors: Wang X

    更新日期:1999-06-01 00:00:00

  • Dynamical estimation of neuron and network properties III: network analysis using neuron spike times.

    abstract::Estimating the behavior of a network of neurons requires accurate models of the individual neurons along with accurate characterizations of the connections among them. Whereas for a single cell, measurements of the intracellular voltage are technically feasible and sufficient to characterize a useful model of its beha...

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/s00422-014-0601-y

    authors: Knowlton C,Meliza CD,Margoliash D,Abarbanel HD

    更新日期:2014-06-01 00:00:00

  • Saccade control in a simulated robot camera-head system: neural net architectures for efficient learning of inverse kinematics.

    abstract::The high speed of saccades means that they cannot be guided by visual feedback, so that any saccadic control system must know in advance the correct output signals to fixate a particular retinal position. To investigate neural-net architectures for learning this inverse-kinematics problem we simulated a 4 deg-of-freed...

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/BF00196450

    authors: Dean P,Mayhew JE,Thacker N,Langdon PM

    更新日期:1991-01-01 00:00:00

  • An elaborated model of fly small-target tracking.

    abstract::Flies have the capability to visually track small moving targets, even across cluttered backgrounds. Previous computational models, based on figure detection (FD) cells identified in the fly, have suggested how this may be accomplished at a neuronal level based on information about relative motion between the target a...

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/s00422-004-0518-y

    authors: Higgins CM,Pant V

    更新日期:2004-12-01 00:00:00

  • Synchronization of neural activity is a promising mechanism of memory information processing in networks of columns.

    abstract::Synchronization of the oscillatory discharge of cortical neurons could be a part of the mechanism that is involved in cortical information processing. On the assumption that the basic functional unit is the column composed of local excitatory and inhibitory cells and generating oscillatory neural activity, a network m...

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/BF00202761

    authors: Fukai T

    更新日期:1994-01-01 00:00:00

  • Topography of alpha and theta oscillatory responses upon auditory and visual stimuli in humans.

    abstract::Brain resonance phenomena and induced rhythms in the brain recently gained importance in electroencephalographic, magnetoencephalographic and cellular studies (Başar and Bullock 1992). It was hypothesized that evoked potentials are superpositions of induced rhythms caused by resonance phenomena in neural populations (...

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/BF00205980

    authors: Schürmann M,Başar E

    更新日期:1994-01-01 00:00:00

  • A nonlinear dynamics model for simulating long range correlations of cognitive bistability.

    abstract::Simulation results of bistable perception due to ambiguous visual stimuli are presented which are obtained with a behavioral nonlinear dynamics model using perception-attention-memory coupling. This model provides an explanation of recent experimental results of Gao et al. (Cogn Process 7:105-112, 2006a) and it suppor...

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/s00422-010-0388-4

    authors: Fürstenau N

    更新日期:2010-09-01 00:00:00

  • An ideal-observer model of human sound localization.

    abstract::In recent years, a great deal of research within the field of sound localization has been aimed at finding the acoustic cues that human listeners use to localize sounds and understanding the mechanisms by which they process these cues. In this paper, we propose a complementary approach by constructing an ideal-observe...

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/s00422-014-0588-4

    authors: Reijniers J,Vanderelst D,Jin C,Carlile S,Peremans H

    更新日期:2014-04-01 00:00:00

  • Cross-modal identification: effects of contingent changes in the stimulus series.

    abstract::Two computer controlled experiments in an olfactory cross-modal matching task, using two-component odour mixtures matched against bar diagrams, were designed so that stimulus presentation was contingent upon the recent performance of the subject; stimuli that were relatively poorly (in experiment 1) or well (in experi...

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/BF00336981

    authors: Gregson RA,Gates A

    更新日期:1985-01-01 00:00:00

  • Dynamical synaptic plasticity: a model and connection to some experiments.

    abstract::Using a modified version of a phenomenological model for the dynamics of synaptic plasticity, we examine some recent experiments of Wu et al. [(2001) J Physiol 533:745-755]. We show that the model is quantitatively consistent with their experimental protocols producing long-term potentiation (LTP) and long-term depres...

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/s00422-002-0376-4

    authors: Whitehead A,Rabinovich MI,Huerta R,Zhigulin VP,Abarbanel HD

    更新日期:2003-03-01 00:00:00

  • An introductory review of information theory in the context of computational neuroscience.

    abstract::This article introduces several fundamental concepts in information theory from the perspective of their origins in engineering. Understanding such concepts is important in neuroscience for two reasons. Simply applying formulae from information theory without understanding the assumptions behind their definitions can ...

    journal_title:Biological cybernetics

    pub_type: 杂志文章,评审

    doi:10.1007/s00422-011-0451-9

    authors: McDonnell MD,Ikeda S,Manton JH

    更新日期:2011-07-01 00:00:00

  • Hill-type muscle model parameters determined from experiments on single muscles show large animal-to-animal variation.

    abstract::Models built using mean data can represent only a very small percentage, or none, of the population being modeled, and produce different activity than any member of it. Overcoming this "averaging" pitfall requires measuring, in single individuals in single experiments, all of the system's defining characteristics. We ...

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/s00422-012-0530-6

    authors: Blümel M,Guschlbauer C,Daun-Gruhn S,Hooper SL,Büschges A

    更新日期:2012-11-01 00:00:00

  • Invariants in loaded goal directed movements.

    abstract::Goal directed movements, executed by means of a manipulator with various dynamics, were investigated in order to establish to what extent the loading affects the executed movement. The desired movement concept, together with a describing function model for goal directed movements, was applied to parameterize the movem...

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/BF00336183

    authors: Ruitenbeek JC

    更新日期:1984-01-01 00:00:00

  • Bistability and the dynamics of periodically forced sensory neurons.

    abstract::Many neurons at the sensory periphery receive periodic input, and their activity exhibits entrainment to this input in the form of a preferred phase for firing. This article describes a modeling study of neurons which skip a random number of cycles of the stimulus between firings over a large range of input intensitie...

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/BF00198810

    authors: Longtin A,Bulsara A,Pierson D,Moss F

    更新日期:1994-01-01 00:00:00

  • Quantitation of a mass action of dopaminergic neurones regulating temporal damping of linear electrocortical waves.

    abstract::We have previously proposed that electrocortical waves are linear waves, subject to regulation by mesotelencephalic dopaminergic neurones. As a further means to test this theory, selective unilateral lesions of varying extent were made in the nucleii of origin of the dopaminergic mesotelencephalic tract. Changes in th...

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/BF00355749

    authors: Wright JJ,Kydd RR,Lees GJ

    更新日期:1985-01-01 00:00:00

  • Comparison of congruence judgment and auditory localization tasks for assessing the spatial limits of visual capture.

    abstract::Vision typically has better spatial accuracy and precision than audition and as a result often captures auditory spatial perception when visual and auditory cues are presented together. One determinant of visual capture is the amount of spatial disparity between auditory and visual cues: when disparity is small, visua...

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/s00422-016-0706-6

    authors: Bosen AK,Fleming JT,Brown SE,Allen PD,O'Neill WE,Paige GD

    更新日期:2016-12-01 00:00:00

  • Bio-inspired adaptive feedback error learning architecture for motor control.

    abstract::This study proposes an adaptive control architecture based on an accurate regression method called Locally Weighted Projection Regression (LWPR) and on a bio-inspired module, such as a cerebellar-like engine. This hybrid architecture takes full advantage of the machine learning module (LWPR kernel) to abstract an opti...

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/s00422-012-0515-5

    authors: Tolu S,Vanegas M,Luque NR,Garrido JA,Ros E

    更新日期:2012-10-01 00:00:00

  • Analysis of bursting in a thalamic neuron model.

    abstract::We extend a quantitative model for low-voltage, slow-wave excitability based on the T-type calcium current (Wang et al. 1991) by juxtaposing it with a Hodgkin-Huxley-like model for fast sodium spiking in the high voltage regime to account for the distinct firing modes of thalamic neurons. We employ bifurcation analysi...

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/BF00239616

    authors: Rush ME,Rinzel J

    更新日期:1994-01-01 00:00:00

  • Investigation of transmitter-receptor interactions by analyzing postsynaptic membrane noise using stochastic kinetics.

    abstract::The stoichiometric and kinetic details of transmitter-receptor interaction (the number of conformations and the rate constants of conformation changes( in synaptic transmission have been investigated analyzing postsynaptic membrane noises by the aid of the fluctuation-dissipation theorem of stochastic chemical kinetic...

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/BF00337450

    authors: Erdi P,Ropolyi L

    更新日期:1979-02-02 00:00:00

  • Integrating behavioral and neural data in a model of zebrafish network interaction.

    abstract::The spinal neural networks of larval zebrafish (Danio rerio) generate a variety of movements such as escape, struggling, and swimming. Various mechanisms at the neural and network levels have been proposed to account for switches between these behaviors. However, there are currently no detailed demonstrations of such ...

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/s00422-005-0576-9

    authors: Kuo PD,Eliasmith C

    更新日期:2005-09-01 00:00:00

  • The formation of neural codes in the hippocampus: trace conditioning as a prototypical paradigm for studying the random recoding hypothesis.

    abstract::The trace version of classical conditioning is used as a prototypical hippocampal-dependent task to study the recoding sequence prediction theory of hippocampal function. This theory conjectures that the hippocampus is a random recoder of sequences and that, once formed, the neuronal codes are suitable for prediction....

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/s00422-005-0568-9

    authors: Levy WB,Sanyal A,Rodriguez P,Sullivan DW,Wu XB

    更新日期:2005-06-01 00:00:00

  • Rapid synchronization through fast threshold modulation.

    abstract::Synchronization properties of locally coupled neural oscillators were investigated analytically and by computer simulation. When coupled in a manner that mimics excitatory chemical synapses, oscillators having more than one time scale (relaxation oscillators) are shown to approach synchrony using mechanisms very diffe...

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/BF00198772

    authors: Somers D,Kopell N

    更新日期:1993-01-01 00:00:00

  • Pattern-recognition by an artificial network derived from biologic neuronal systems.

    abstract::A novel artificial neural network, derived from neurobiological observations, is described and examples of its performance are presented. This DYnamically STable Associative Learning (DYSTAL) network associatively learns both correlations and anticorrelations, and can be configured to classify or restore patterns with...

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/BF00197642

    authors: Alkon DL,Blackwell KT,Barbour GS,Rigler AK,Vogl TP

    更新日期:1990-01-01 00:00:00

  • Facts on optic flow.

    abstract::We employ an optimal solution to both the "shape from motion problem" and the related problem of the estimation of self-movement on a purely optical basis to deduce practical rules of thumb for the limits of the optic flow information content in the presence of perturbation of the motion parallax field. The results ar...

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/BF00365219

    authors: Koenderink JJ,van Doorn AJ

    更新日期:1987-01-01 00:00:00

  • A novel model of motor learning capable of developing an optimal movement control law online from scratch.

    abstract::A computational model of a learning system (LS) is described that acquires knowledge and skill necessary for optimal control of a multisegmental limb dynamics (controlled object or CO), starting from "knowing" only the dimensionality of the object's state space. It is based on an optimal control problem setup differen...

    journal_title:Biological cybernetics

    pub_type: 杂志文章

    doi:10.1007/s00422-003-0452-4

    authors: Shimansky YP,Kang T,He J

    更新日期:2004-02-01 00:00:00