Developing a Pattern-Based Method for Detecting Defective Sensors and Damage in an Instrumented Bridge

Document Type

Article

Publication Date

8-2013

Publication Title

Journal of Civil Structural Health Monitoring

Volume

3

Issue

3

First page number:

195

Last page number:

206

Abstract

It is important to assure the reliability of a structural health monitoring (SHM) system before interpreting the monitoring data for the detection of structural anomalies. Finding a malfunctioning component such as a sensor is an important step in that direction. Damage detection techniques in civil structures fall in the following two categories: data driven and structural model based. The data-driven methods provide a direct approach to damage assessment in a structure without creating any structural model (e.g., finite element model). Existence of damage and its location are interpreted by pattern matching of the data series of strain gauges, and temperature gauges at different time ranges. The objective of this study was to explore such methods, including the autoregressive exogenous model, and based on that, develop new techniques to detect defective sensors. As a case study, the SHM data from the Portage Creek Bridge, located in the BC, Canada were utilized to assess the conditions of a set of sensors in an instrumented pier, using methods developed based on the concepts of the sequential and binary search techniques. Continuous data sets of strain and temperature gauges were filtered and normalized. Defective sensors were detected by pattern matching of simulated and real data, using sensitivity analyses of the developed models.

Keywords

Bridges; Pattern recognition systems; Pattern recognition systems--Statistical methods; Sensor; Statistical pattern recognition; Strain; Structural health monitoring; Temperature

Disciplines

Civil and Environmental Engineering | Civil Engineering | Construction Engineering and Management | Engineering | Structural Engineering

Language

English

Permissions

Use Find in Your Library, contact the author, or interlibrary loan to garner a copy of the item. Publisher policy does not allow archiving the final published version. If a post-print (author's peer-reviewed manuscript) is allowed and available, or publisher policy changes, the item will be deposited.

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