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Civil Engineering

Graduate College Dissertations and Theses

2019

Nonlinear Filtering

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Performance-Based Seismic Monitoring Of Instrumented Buildings, Milad Roohi Jan 2019

Performance-Based Seismic Monitoring Of Instrumented Buildings, Milad Roohi

Graduate College Dissertations and Theses

This dissertation develops a new concept for performance-based monitoring (PBM) of instrumented buildings subjected to earthquakes. This concept is achieved by simultaneously combining and advancing existing knowledge from structural mechanics, signal processing, and performance-based earthquake engineering paradigms. The PBM concept consists of 1) optimal sensor placement, 2) dynamic response reconstruction, 3) damage estimation, and 4) loss analysis. Within the proposed concept, the main theoretical contribution is the derivation of a nonlinear model-based observer (NMBO) for state estimation in nonlinear structural systems. The NMBO employs an efficient iterative algorithm to combine a nonlinear model and limited noise-contaminated response measurements to estimate …