Online Damage Detection in Structural Systems Applications of Proper Orthogonal Decomposition, and Kalman and Particle Filters /

• Main Author: Eftekhar Azam, Saeed (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Cham : Springer International Publishing : Imprint: Springer, 2014.
• Series: SpringerBriefs in Applied Sciences and Technology,
• Subjects: Engineering.; Statistics.; Vibration.; Dynamical systems.; Dynamics.; Building repair.; Buildings > Repair and reconstruction.; Vibration, Dynamical Systems, Control.; Signal, Image and Speech Processing.; Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences.; Building Repair and Maintenance.

This monograph assesses in depth the application of recursive Bayesian filters in structural health monitoring. Although the methods and algorithms used here are well established in the field of automatic control, their application in the realm of civil engineering has to date been limited. The mono...

Table of Contents:

• Introduction
• Recursive Bayesian estimation of partially observed dynamic systems
• Model Order Reduction of dynamic systems via Proper Orthogonal Decomposition
• POD-Kalman observer for linear time invariant dynamic systems
• Dual estimation and reduced order modeling of damaging structures
• Summary of the recursive Bayesian inference schemes.