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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

Recurrence plots for the analysis of complex systems

TL;DR: The aim of this work is to provide the readers with the know how for the application of recurrence plot based methods in their own field of research, and detail the analysis of data and indicate possible difficulties and pitfalls.
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Kubios HRV - Heart rate variability analysis software

TL;DR: Kubios HRV is an advanced and easy to use software for heart rate variability (HRV) analysis that includes an adaptive QRS detection algorithm and tools for artifact correction, trend removal and analysis sample selection.
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Recurrence-plot-based measures of complexity and their application to heart-rate-variability data.

TL;DR: Applying measures of complexity based on vertical structures in recurrence plots and applying them to the logistic map as well as to heart-rate-variability data is able to detect and quantify the laminar phases before a life-threatening cardiac arrhythmia occurs thereby facilitating a prediction of such an event.
Journal ArticleDOI

Heart rate variability as a measure of autonomic regulation of cardiac activity for assessing stress and welfare in farm animals -- a review.

TL;DR: Data from earlier research demonstrate that HRV is a promising approach for evaluating stress and emotional states in animals, and has the potential to contribute much to the understanding and assessment of the underlying neurophysiological processes of stress responses and different welfare states in farm animals.
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Automated EEG analysis of epilepsy: A review

TL;DR: This review discusses various feature extraction methods and the results of different automated epilepsy stage detection techniques in detail, and briefly presents the various open ended challenges that need to be addressed before a CAD based epilepsy detection system can be set-up in a clinical setting.
References
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Journal ArticleDOI

Toward a physical approach to integrative physiology. I. Brain dynamics and physical causality

TL;DR: It is concluded that brain scientists need an ensemble of physical approaches and concepts to understand various brain mechanisms.
Book

Order within chaos

Journal ArticleDOI

The chaotic behaviour of resting human respiration.

TL;DR: The results indicate that resting respiration is chaotic, which may allow fast and flexible responses to sudden changes, allow if necessary complete readjustment of the control parameters, and may be involved in the phase locking of respiration to external stimuli.
Journal ArticleDOI

Vagal afferent activity increases dynamical dimension of respiration in rats.

TL;DR: The results indicate that the central respiratory pattern of the anesthetized vagotomized rat behaves primarily as a single degree-of-freedom oscillator, which can be moved into a regime of low-order chaos in the presence of feedback from pulmonary stretch receptors, contributing significantly to the variability observed in the respiratory patterns of the vagi-intact animal.

Use of recurrence plots in analysis of time-series data

M. Koebbe
TL;DR: Geometrical properties of the authors' plots provide dimensional complexity and local rate of divergence estimates and Eckmann, Kamphorst and Ruelle's idea of a recurrence plot, which they say helps appreciate the dynamics of a time series without either of these constraints.
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