Nonlinear Time Series Analysis by Holger Kantz PDF

By Holger Kantz

ISBN-10: 0521529026

ISBN-13: 9780521529020

ISBN-10: 0521821509

ISBN-13: 9780521821506

The paradigm of deterministic chaos has motivated pondering in lots of fields of technology. Chaotic platforms express wealthy and fantastic mathematical constructions. within the technologies, deterministic chaos offers a awesome reason for abnormal behaviour and anomalies in platforms which don't appear to be inherently stochastic. the main direct hyperlink among chaos thought and the true global is the research of time sequence from genuine platforms when it comes to nonlinear dynamics. Experimental procedure and knowledge research have obvious such dramatic growth that, through now, such a lot basic homes of nonlinear dynamical structures were saw within the laboratory. nice efforts are being made to take advantage of rules from chaos thought anyplace the information screens extra constitution than will be captured by way of conventional equipment. difficulties of this type are average in biology and body structure but in addition in geophysics, economics, and lots of different sciences.

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Download e-book for iPad: Nonlinear Time Series Analysis by Holger Kantz

The paradigm of deterministic chaos has stimulated considering in lots of fields of technology. Chaotic platforms convey wealthy and stunning mathematical buildings. within the technologies, deterministic chaos presents a amazing reason for abnormal behaviour and anomalies in platforms which don't appear to be inherently stochastic.

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Example text

Such a time dependent power spectrum is usually called a spectrogram and is routinely used in speech research. In Fig. 3 for each of the segments we plot a symbol at the frequencies where the power assumes a relative maximum. To the left we also show the frequencies contributing to the total power spectrum, thus averaging over the entire series. Further we plot lines at the two fundamental frequencies, 306 Hz and 426 Hz. Towards the end of the recording, sub-harmonics of one-half or one-third of the lower fundamental frequency occur.

5 in order to get a feeling for how a reasonable choice of r can be verified visually. The second is that for a signal with a strong (almost-)periodic component, a time lag identical to one quarter of the period is a good first guess. , if T is either unreasonably large or small. 5 (Human ECG). 7) is probably not a deterministic signal, it can be interesting to view such signals in delay coordinates. t is the sampling time, illustrated in Fig. 4. 4 Visual inspection of data Although this book contains a lot of refined methods for the characterisation and analysis of data, the first thing that we should do with a new data set is to look at it in several different ways.

The second series, {sn, n = 1, ... 1 and Xn+l = 1 - 2x~ (the Ulam map, a special case of the logistic equation). The values Xn are not measured directly but through the nonlinear observation function sn =arccos( -xn)/rr. Compare the mean, variance and the power spectra of the two time series. 1 Determinism: uniqueness in phase space The nonlinear time series methods discussed in this book are motivated and based on the theory of dynamical systems; that is, the time evolution is defined in some phase space.

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Nonlinear Time Series Analysis by Holger Kantz

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