scispace - formally typeset
Journal ArticleDOI

Dynamical assessment of physiological systems and states using recurrence plot strategies

Charles L. Webber, +1 more
- 01 Feb 1994 - 
- Vol. 76, Iss: 2, pp 965-973
Reads0
Chats0
TLDR
This paper illustrates how recurrence plots can take single physiological measurements, project them into multidimensional space by embedding procedures, and identify time correlations (recurrences) that are not apparent in the one-dimensional time series.
Abstract
Physiological systems are best characterized as complex dynamical processes that are continuously subjected to and updated by nonlinear feedforward and feedback inputs. System outputs usually exhibit wide varieties of behaviors due to dynamical interactions between system components, external noise perturbations, and physiological state changes. Complicated interactions occur at a variety of hierarchial levels and involve a number of interacting variables, many of which are unavailable for experimental measurement. In this paper we illustrate how recurrence plots can take single physiological measurements, project them into multidimensional space by embedding procedures, and identify time correlations (recurrences) that are not apparent in the one-dimensional time series. We extend the original description of recurrence plots by computing an array of specific recurrence variables that quantify the deterministic structure and complexity of the plot. We then demonstrate how physiological states can be assessed by making repeated recurrence plot calculations within a window sliding down any physiological dynamic. Unlike other predominant time series techniques, recurrence plot analyses are not limited by data stationarity and size constraints. Pertinent physiological examples from respiratory and skeletal motor systems illustrate the utility of recurrence plots in the diagnosis of nonlinear systems. The methodology is fully applicable to any rhythmical system, whether it be mechanical, electrical, neural, hormonal, chemical, or even spacial.

read more

Citations
More filters
Journal ArticleDOI

The effect of muscle fatigue and low back pain on lumbar movement variability and complexity

TL;DR: The effects indicate that pain free participants showed more complex and less predictable lumbar movement with a lower degree of structure in its variability following fatigue while participants suffering from LBP did not.
Book ChapterDOI

Complex Systems Theory and Crashes of Cryptocurrency Market

TL;DR: It has been shown that both the introduced economic mass and the largest eigenvalue of the matrix of correlations can act like quantum indicator-predictors of falls in the market of cryptocurrencies.
Journal ArticleDOI

Singular hydrophobicity patterns and net charge: a mesoscopic principle for protein aggregation/folding

TL;DR: In this paper, a statistical model describing the propensity for protein aggregation is presented, where only amino acid hydrophobicity values and calculated net charge are used for the model and the combined effects of hydrophobic patterns as computed by the signal analysis technique, recurrence quantification, plus calculated Net Charge were included in a function emphasizing the effect of singular hydrophilic patches which were found to be statistically significant for predicting aggregation propensity as quantified by fluorescence studies obtained from the literature.
Journal ArticleDOI

Non-linear features of the electron temperature gradient mode and electron thermal transport in tokamaks

TL;DR: In this paper, it is argued that nonlinearity, turbulence and transport are dominated by radially extended modes called ''streamers'' and a non-linear mechanism generating streamers based on a modulational instability theory of the ETG turbulence is also presented.
Journal ArticleDOI

Recurrence quantification analysis and support vector machines for golf handicap and low back pain EMG classification

TL;DR: RQA features and SVM showed a high muscle discriminant capacity within swing phases by Hc and by LBP and low back pain golfers showed different neuromuscular coordination strategies when compared with asymptomatic.
References
More filters
Journal ArticleDOI

Measuring the Strangeness of Strange Attractors

TL;DR: In this paper, the correlation exponent v is introduced as a characteristic measure of strange attractors which allows one to distinguish between deterministic chaos and random noise, and algorithms for extracting v from the time series of a single variable are proposed.
Journal ArticleDOI

Recurrence Plots of Dynamical Systems

TL;DR: In this article, a graphical tool for measuring the time constancy of dynamical systems is presented and illustrated with typical examples, and the tool can be used to measure the time complexity of a dynamical system.
Journal ArticleDOI

Embeddings and delays as derived from quantification of recurrence plots

TL;DR: Recurrence plots have been advocated as a useful diagnostic tool for the assessment of dynamical time series by quantifying certain features of these plots which may be helpful in determining embeddings and delays.
Journal ArticleDOI

Fundamental limitations for estimating dimensions and Lyapunov exponents in dynamical systems

TL;DR: In this paper, it was shown that the correlation dimension of the Grassberger-Procaccia algorithm cannot exceed the value 2 log 10N if N is the number of points in the time series, and when this bound is saturated it is thus not legitimate to conclude that low dimensional dynamics is present.
Related Papers (5)