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Structural Health Monitoring Using Smart Sensors - ideals ...

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1<br />

1<br />

Normalized accumulated stress<br />

measurement 3 measurement 2 measurement 1<br />

0.5<br />

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Normalized accumulated stress<br />

measurement 3 measurement 2 measurement 1<br />

0.5<br />

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3 4 5 6 7 8 9 1011 7 8 9 10 111213 1415 1112 1314 151617 1819<br />

Element ID<br />

(a)<br />

3 4 5 6 7 8 9 1011 7 8 9 10 111213 1415 1112 1314 151617 1819<br />

Figure 8.14. Damage detection (damaged element: Element 9): (a) mass perturbation<br />

DLV; and (b) SDLV.<br />

0<br />

Element ID<br />

(b)<br />

1<br />

1<br />

Normalized accumulated stress<br />

measurement 3 measurement 2 measurement 1<br />

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0<br />

1<br />

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1<br />

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Normalized accumulated stress<br />

measurement 3 measurement 2 measurement 1<br />

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3 4 5 6 7 8 9 1011 7 8 9 10 111213 1415 1112 1314 151617 1819<br />

Element ID<br />

(a)<br />

0<br />

3 4 5 6 7 8 9 1011 7 8 9 101112131415 111213141516171819<br />

Element ID<br />

(b)<br />

Figure 8.15. Damage detection (damaged element: Element 10): (a) mass perturbation<br />

DLV; and (b) SDLV.<br />

From a theoretical perspective, false-negatives, on the other hand, are not expected if<br />

conditions such as linearity of the structure and no observation noise are satisfied. No<br />

false-negative damage detection is found in Bernal (2002) and Gao (2005). In the Imote2<br />

experiments, false-negatives are observed. For example, Figure 8.16 (a) shows the<br />

damage detection results when element 11 is replaced with the damaged element. Seven<br />

false-negative damage detection cases are observed in this figure. The SHM system<br />

cannot detect damage in this case, even though the three sensor communities commonly<br />

monitor the replaced element. Gao (2005) stated that detecting damage in the vertical and<br />

diagonal elements located close to the midspan of the truss structure was found to be more<br />

difficult than for other elements. Damage detection of elements carrying small force under<br />

self-weight is considered challenging. Small forces in vertical element 11 under self-<br />

151

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