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Structural health monitoring helps in predicting the remaining useful life of a structure by<br />

detecting the existence of damage, determining the nature and severity of the damage, and<br />

localizing the damage. SHM offers enormous improvements in safety records in addition to<br />

the economic <strong>be</strong>nefit. By shifting to a condition-based maintenance approach from the<br />

traditional time-based maintenance approach, SHM saves money, unnecessary maintenance<br />

downtime, and reduces the chances of catastrophic failures.<br />

SHM evolved from non-destructive evaluation (NDE) techniques in which sensors<br />

and actuators are external to a structure and the sensing pro<strong>be</strong>s <strong>can</strong> <strong>be</strong> adjusted and<br />

manipulated to extract the maximum signal. The damage detection methods used in NDE are<br />

completely non-obtrusive and safe. The testing occurs only at scheduled intervals. A few<br />

examples of NDE include: visual inspection, infrared thermography [10], laser ultrasound<br />

[11], laser shearography [12], and X-ray radiography [13]. However, in SHM, the locations<br />

of sensors and actuators are fixed and remain on the structure continuously, so are not<br />

completely non-obtrusive. This integrated sensing scheme allows for continuous monitoring<br />

and provides important information on the evolution of damage. In addition, SHM involves<br />

less human intervention compared to NDE techniques and the structure does not have to <strong>be</strong><br />

taken out of service during structural health testing.<br />

A typical SHM process involves implementation evaluation, data acquisition and<br />

damage feature extraction, and classification. Implementation evaluation includes studying<br />

the economic and human life safety advantages, possible damage types, operational and<br />

environmental conditions, cost and maintenance needs, and the time requirement for<br />

deploying the SHM system. The data acquisition portion of the process involves a decision<br />

about the num<strong>be</strong>r and type of sensors, placement of sensors, type of actuation, acquisition<br />

hardware, signal transmission hardware and data storage. A signal processing step is typically<br />

performed after data acquisition to cleanse and remove any noise from the data. In feature<br />

3

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