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Nonlinear Mode Decomposition: Theory and Applications (Springer Theses) - Softcover

Iatsenko, Dmytro

 
9783319387123: Nonlinear Mode Decomposition: Theory and Applications (Springer Theses)
Softcover
ISBN 10: 331938712X ISBN 13: 9783319387123
Verlag: Springer, 2016

Inhaltsangabe

This work introduces a new method for analysing measured signals: nonlinear mode decomposition, or NMD. It justifies NMD mathematically, demonstrates it in several applications and explains in detail how to use it in practice. Scientists often need to be able to analyse time series data that include a complex combination of oscillatory modes of differing origin, usually contaminated by random fluctuations or noise. Furthermore, the basic oscillation frequencies of the modes may vary in time; for example, human blood flow manifests at least six characteristic frequencies, all of which wander in time. NMD allows us to separate these components from each other and from the noise, with immediate potential applications in diagnosis and prognosis. Mat Lab codes for rapid implementation are available from the author. NMD will most likely come to be used in a broad range of applications.

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This work introduces a new method for analysing measured signals: nonlinear mode decomposition, or NMD. It justifies NMD mathematically, demonstrates it in several applications, and explains in detail how to use it in practice. Scientists often need to be able to analyse time series data that include a complex combination of oscillatory modes of differing origin, usually contaminated by random fluctuations or noise. Furthermore, the basic oscillation frequencies of the modes may vary in time; for example, human blood flow manifests at least six characteristic frequencies, all of which wander in time. NMD allows us to separate these components from each other and from the noise, with immediate potential applications in diagnosis and prognosis. MatLab codes for rapid implementation are available from the author. NMD will most likely come to be used in a broad range of applications.

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Verlag
Springer
Erscheinungsdatum
2016
Sprache
Englisch
ISBN 10 
331938712X
ISBN 13 
9783319387123
Einband
Taschenbuch
Anzahl der Seiten
160
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