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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
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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.

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Citations
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Journal ArticleDOI

Measuring the intermittent synchronicity of macroeconomic growth in europe

TL;DR: In this paper, a dissimilarity metric is constructed by measuring the topological differences between the GDP growth patterns in recurrence plots for individual countries, showing that synchronization of growth rates were higher among the euro area member states during the second half of the 1980s and from 1997 to roughly 2002.
Journal ArticleDOI

Geometric and dynamic perspectives on phase-coherent and noncoherent chaos

TL;DR: This work proposes different measures based on recurrence properties of recorded trajectories, which characterize the underlying systems from both geometric and dynamic viewpoints, and demonstrates that especially geometric measures from recurrence network analysis are well suited for tracing transitions between spiral- and screw-type chaos.
Journal ArticleDOI

Swallowing sound detection using hidden markov modeling of recurrence plot features

TL;DR: The experimental results suggested that the performance of the proposed method using hidden Markov modeling of recurrence plot features was superior to the previous swallowing sound detection methods.
Journal ArticleDOI

Fuzzy logic-based risk of fall estimation using smartwatch data as a means to form an assistive feedback mechanism in everyday living activities.

TL;DR: The proposed approach paves the way for effective exploitation of the contribution of smartwatch data, such as HRV, in the sustain of QoL in everyday living activities.
Journal ArticleDOI

Discrimination of single amino acid mutations of the p53 protein by means of deterministic singularities of recurrence quantification analysis.

TL;DR: Recurrence quantification analysis (RQA), a non‐linear signal analysis technique, is applied to p53 primary structure and indicates that RQA is a mathematical tool particularly advantageous for the development of a database of p53 mutations that integrates epidemiological data with structural and functional categorizations.
References
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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.
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