Data Mining in Structural Dynamic Analysis
A Signal Processing Perspective
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Beschreibung
This book highlights the applications of data mining technologies in structural dynamic analysis, including structural design, optimization, parameter identification, model updating, damage identification, in civil, mechanical, and aerospace engineering. These engineering applications require precise structural design, fabrication, inspection, and further monitoring to obtain a full life-cycle analysis, and by focusing on data processing, data mining technologies offer another aspect in structural dynamic analysis. Discussing techniques in time/frequency domain, such as Hilbert transforms, wavelet theory, and machine learning for structural dynamic analysis to help in structural monitoring and diagnosis, the book is an essential reference resource for beginners, graduates and industrial professionals in various fields.
This book highlights the applications of data mining technologies in structural dynamic analysis, including structural design, optimization, parameter identification, model updating, damage identification, in civil, mechanical, and aerospace engineering. These engineering applications require precise structural design, fabrication, inspection, and further monitoring to obtain a full life-cycle analysis, and by focusing on data processing, data mining technologies offer another aspect in structural dynamic analysis. Discussing techniques in time/frequency domain, such as Hilbert transforms, wavelet theory, and machine learning for structural dynamic analysis to help in structural monitoring and diagnosis, the book is an essential reference resource for beginners, graduates and industrial professionals in various fields.
Highlights the applications of data mining technologies in structural dynamic analysis Provides another aspect in structural dynamic analysis by focusing on data processing Serves as a valuable reference for beginners, graduates, and industrial professionals in various fields
Autor*in
Yun Lai Zhou
Themen in »Data Mining in Structural Dynamic Analysis«
Damage identification Structural design optimization Model updating Life-cycle analysis Hilbert transforms Wavelet theory Bridge design optimization Particle swarm optimization algorithm Artificial neural networks (ANN) Structural damage localization Structural health monitoring Image segmentation algorithm Wind turbine blade condition BIM management