Complex Systems in Engineering

Name: Complex Systems in Engineering
Brand: VDM Verlag
SKU: 9783639101058
Price: 305.6 RON
Availability: InStock

A Symbolic Dynamics Approach for Anomaly Detection

Autor: Shalabh Gupta

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Editura: VDM Verlag

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Maturity of scientific theories has facilitated§creation of advanced technology of human-engineered§...

Informații despre carte

Autor

Shalabh Gupta

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2008

Pagini

152

EAN

9783639101058

ISBN

3639101057

Enbook ID

06819106

Editura

VDM Verlag

Greutate

213

Dimensiuni

152 x 229 x 8

Descriere completă

Maturity of scientific theories has facilitated§creation of advanced technology of human-engineered§complex systems. A major challenge in these systems§is online detection of behavioral uncertainties due§to gradual evolution of anomalies (i.e., deviations§from the nominal condition). These anomalies may§alter the quasi-static behavior that causes§performance degradation and can eventually lead to§catastrophic failures. Therefore, for safe and§reliable operation, it is essential to develop robust§analytical tools for online degradation monitoring§and for generating advanced warnings of emerging§anomalies. Since it is often infeasible to achieve§the required modeling accuracy due to the presence of§i) high dimensionality, ii) non-stationarity§(possibly chaotic behavior), iii) nonlinearity, and§iv) exogenous disturbances, time series analysis of§appropriate sensor data provides one of the most§powerful tools for degradation monitoring of complex§systems. This book presents a data-driven pattern§identification methodology, built upon§multidisciplinary concepts of Symbolic Dynamics,§Automata Theory and Information Theory, with diverse§applications to complex electromechanical systems.

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Complex Systems in Engineering

A Symbolic Dynamics Approach for Anomaly Detection

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