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42 Smart Technologies <strong>for</strong> Safety Engineering<br />

matrix is assembled as<br />

Figure 3.1 Virtual distortion states <strong>for</strong> a beam element<br />

MKL = <br />

i<br />

<br />

A<br />

M i J<br />

KL + M i <br />

KL<br />

where i denotes a part of the mass matrix in global coordinates, corresponding to the beam<br />

element i. The increment of mass (cf. Equation (14)) is then expressed as<br />

MKL = ˆMKL − MKL = <br />

i<br />

<br />

μ A<br />

A<br />

i − 1 M i KL + μ J J<br />

i − 1 M i <br />

KL<br />

3.2.4 Problem Formulation and Optimization Issues<br />

In most approaches to damage identification, the measured quantity is acceleration, because it<br />

is relatively easy to obtain. However, the raw acceleration signal in time is never used directly –<br />

it requires FFT processing to transfer the analysis into the frequency domain. In the proposed<br />

approach a different quantity is measured. It is namely strain in time, measured by piezotransducers,<br />

which is then directly used in the VDM-T approach (cf. Reference [29]). For<br />

harmonic excitation (VDM-F) only frequency-dependent amplitudes of strains are examined.<br />

Thus it is possible to speak about the VDM frequency-domain approach. It should be noted that<br />

there is no need <strong>for</strong> an FFT processing of the time signal as per<strong>for</strong>med in standard frequencydomain<br />

methods.<br />

As often happens in parameter estimation procedures, the identification task is posed as<br />

a nonlinear least squares minimization problem. The objective function expressed in strains<br />

collects time responses <strong>for</strong> the VDM-T approach:<br />

F t (μ) = <br />

<br />

εk − εM k<br />

t<br />

and amplitude responses from selected nω frequencies of operation <strong>for</strong> the VDM-F approach:<br />

ε M k<br />

F ω (μ) = <br />

<br />

εk − εM k<br />

nω<br />

Both functions (16) and (17) collect responses from k sensors, placed in those elements where<br />

nonzero strains of high signal-to-noise ratio are measured. The strain εk in an arbitrarily selected<br />

location k is influenced by virtual distortions ε0 i , which may be generated in any element i<br />

of the structure (cf. Equation (8) in Chapter 2). One should also note that the modification<br />

coefficient μi, quantifying potential damage and used as a variable in optimization, depends<br />

upon the virtual distortions ε0 i non linearly (cf. Equation (17) in Chapter 2). The VDM-T<br />

ε M k<br />

2<br />

2<br />

(14)<br />

(15)<br />

(16)<br />

(17)

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