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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.
Modal analysis is a discipline that has developed considerably
during the last 30 years. Theoretical and Experimental Modal
Analysis is a new book on modal analysis aimed at a wide range of
readers, from academics such as post-graduate students and
researchers, to engineers in many industries who use modal analysis
tools and need to improve their knowledge of the subject. Divided
into eight chapters, the book ranges from the basics of vibration
theory and signal processing to more advanced topics, including
identification techniques, substructural coupling, structural
modification, updating of finite element models and nonlinear modal
analysis. There is also an entire chapter dedicated to vibration
testing techniques. It has been written with a diversity of
potential readers in mind, so that all will be able to follow the
book easily and assimilate the concepts involved.
Modal analysis is one of the most powerful tools available to the
engineer for the dynamic analysis of structures. Development has
been rapid and spans the identification and evaluation of vibration
phenomena, the validation, correction and updating of analytical
models and the assessment of structural integrity. The texts
assembled here form a coheren t work. After a first chapter on the
fundamentals of modal analysis, the reader is introduced to signal
processing and the basic rules of exchange and analysis of dynamic
information. The derivation of theoretical models for modal
analysis is then addressed, followed by three chapters on the
different approaches to the derivation of models based in the
identification of experimental data: time domain, frequency domain
and pseudo-testing. This leads to the discussion of updating
analytical models and to model quality assessment techniques.
Further topics treated include damage detection and evaluation,
structural modification, damping modelling, and the normalisation
of complex modes. Less well-known topics are also included: active
control of structures, acoustic modal analysis and neural networks
for modal analysis, advanced optimization methods of model
updating, modal analysis for rotating machinery, and nonlinearity
in modal analysis.
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