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Conference Proceedings Paper – Sensors and Applications
Experimental Analysis of Piezoelectric Transducers for
Impedance-Based Structural Health Monitoring
Vinicius A. D. de Almeida, Fabricio G. Baptista *, Lucas C. Mendes and Danilo E. Budoya
Faculdade de Engenharia, UNESP – Univ Estadual Paulista, Campus de Bauru, Department of
Electrical Engineering, Av. Eng. Luiz Edmundo Corrijo Coube, 14-01, Bauru-SP, 17033-360, Brazil;
E-Mails: pg166507@feb.unesp.br (V.A.D.A.); fabriciogb@feb.unesp.br (F.G.B.);
lucasdacruzmendes@hotmail.com (L.C.M.); dbudoya.eng@gmail.com (D.E.B.)
* Author to whom correspondence should be addressed; E-Mail: fabriciogb@feb.unesp.br (F.G.B.);
Tel.: +55-14-3103-6115; Fax: +55-14-3103-6116.
Published: 1 June 2014
Abstract: In this paper, we experimentally analyze the sensitivity of piezoelectric
transducers for damage detection in structural health monitoring (SHM) systems based on
the electromechanical impedance (EMI) method, which has been reported as one of the most
promising methods for non-destructive detection of damage. Three types of transducers were
evaluated: conventional 5H PZT (lead zirconate titanate) piezoceramics; macro fiber
composite (MFC) devices; and piezoelectric diaphragms, which are commonly known as
“buzzers”. Tests were carried out on aluminum beams and the experimental results
conclusively demonstrate that the transducers have different sensitivities for detection of
structural damage and an appropriate frequency range for damage detection, which provides
high sensitivity.
Keywords: piezoelectric transducers; electromechanical impedance; SHM; damage
detection
1. Introduction
Structural health monitoring (SHM) systems have received increasing interest in recent years. These
systems allow structural damage at an early stage are detected and quantified, thus increasing the safety
of users and reducing maintenance costs. Among the application fields, there are the civilian
OPEN ACCESS
2
infrastructure, such as bridges, and aerospace and aircraft structures.
The detection of damage must be performed by non-destructive testing (NDT) [1] using methods that
are minimally invasive to the monitored structure. There are several NDT methods, such as the acoustic
emission (AE), Lamb waves, comparative vacuum, eddy current, and the electromechanical impedance
(EMI). The EMI method stands out from the other methods by its simplicity and by using lightweight
and small size piezoelectric transducers (thickness in the order of fraction of a millimeter). These devices
are like stickers on the monitored structure, allowing a large area of the structure to be monitored with
the use of multiple sensors without significantly altering its mechanical properties. These characteristics
make the EMI technique appropriate for monitoring aircraft structures [2, 3], in which there is greater
concern about weight and aerodynamics.
The piezoelectric transducers most commonly used in the EMI technique consist of a simple patch of
PZT (lead zirconate titanate) ceramic. However, in recent years, other transducers have been used, such
as the MFC (macro-fiber composite) devices and the piezoelectric diaphragms, commonly known as
“buzzers”. This study aims to experimentally assess these three types of piezoelectric transducers for
damage detection based on the EMI method. The sensitivity of the transducers for damage detection was
assessed by comparing the electrical impedance signatures in an appropriate frequency range and using
damage indices.
Tests were carried out on aluminum beams and the electrical impedance signatures of the transducers
were acquired in a frequency range of 0-500 kHz using a measurement systems based on a personal
computer (PC) and a data acquisition (DAQ) device. The experimental results conclusively demonstrate
that the transducers have different sensitivities for detection of structural damage. In addition, each
transducer has an appropriate frequency range for damage detection, which provides high sensitivity.
Therefore, the results presented in this paper allow selecting appropriately the piezoelectric transducer
according to the application and the suitable frequency range in impedance-based SHM systems.
2. Damage Detection Based on the EMI Method
A basic experimental configuration of the EMI method used in this study is shown in Figure 1 (a),
where a thin PZT patch is bonded to the structure to be monitored.
Figure 1. (a) Basic experimental configuration of the EMI method. (b) Aluminum beams
with 5H PZT patch, MFC transducer, and piezoelectric diaphragm (buzzer).
(b)(a)
3
The measurement system [4] consists essentially of a data acquisition (DAQ) device and a personal
computer (PC) running the LabVIEW software. The DAQ device simultaneously excites the transducer
through an excitation signal with an appropriate frequency range and acquires the corresponding
response signal. The excitation and response signals are processed in the frequency domain using the
fast Fourier transform (FFT) on the PC, which provides the electrical impedance signatures on the
appropriate frequency range.
Therefore, in the EMI method, the transducer operates simultaneously as an actuator and a sensor,
and, due to the piezoelectric effect, an interaction occurs between the electrical impedance of the
transducer and the mechanical impedance of the structure. Many researchers have proposed
electromechanical models to relate these two quantities. For a one-dimensional (1D) assumption, the
electrical impedance of the transducer is given by [5]
( )
2
11
0 31
1 1 1
( ) tan
2 2 sin 2
S
E T
T
Zs k
Z jZ
j C d k j Z
ω
ω
    
= − +    
    

 
where ( )EZ ω is the electrical impedance, ω is the angular frequency, 0C is the static capacitance for a
square PZT patch of size , k is the wave-number, TZ is the mechanical impedance of the piezoelectric
patch, SZ is the mechanical impedance of the monitored structure, 31d is the piezoelectric constant, 11s
is the compliance at a constant electric field, indicates a parallel connection, and j is the unit imaginary
number.
According to Equation (1), there is a relation between the electrical impedance of the transducer and
the mechanical impedance of the monitored structure. Thus, any variation in the mechanical impedance
of the structure due to structural damage, such as a crack or corrosion, causes a corresponding variation
in the electrical impedance of the transducer. Therefore, the structural integrity can be assessed by
measuring the electrical impedance, which is easier to perform than the measurement of the mechanical
impedance. The detection and quantification of structural damage is performed by comparing two
electrical impedance signatures of the transducer in an appropriate frequency range, where one of the
signatures is obtained when the structure is in a condition considered healthy. This comparison is
performed using damage indices and the real part, imaginary part, or the magnitude of the electrical
impedance signatures can be used.
The most widely used damage indices are the root mean square deviation (RMSD) and the correlation
coefficient deviation metric (CCDM). The RMSD index is based on the Euclidean norm and is given by
2
, ,
2
,
( ) ( )
( )
F
I
E D E H
k E H
Z k Z k
RMSD
Z k
ω
ω=
 − = 
where , ( )E HZ k and , ( )E DZ k are the electrical impedance signatures (i.e., the magnitude, the real part
or the imaginary part) for the structure under healthy and damaged conditions, respectively, and are
measured at a frequency k that ranges from Iω (the initial frequency) to Fω (the final frequency).
The CCDM index is based on the correlation coefficient and is simply calculated as follows:
1 CCCDM C= −
(1)
(2)
(3)
4
where CC is the correlation coefficient [6].
Therefore, the EMI method allows that the health of the structure is evaluated in a simple way by
comparing two electrical impedance signatures in a suitable frequency range using damage indices.
In this study, we analyzed the sensibility of different piezoelectric transducers to detect structural
damage by comparing the damage indices obtained for different frequency ranges. The experimental
procedure is presented in the next section.
3. Experimental Setup
Tests were performed on three aluminum beams with dimensions of 500 x 38 x 3 mm. For each beam,
a type of transducer was bonded at a distance of 30 mm from its end. We used three types of transducer:
a 5H PZT patch with dimensions of 15 x 15 x 0.267 mm, a MFC transducer model M2814-P2 with
dimensions of 37 x 18 mm, and a piezoelectric diaphragm (buzzer) with external diameter of 27 mm.
The transducers were bonded to the aluminum beams using cyanoacrylate glue. The beams were
supported on a table through small rubber blocks to minimize the effects of any external vibrations. The
three specimens with the piezoelectric transducers are shown in Figure 1 (b).
Structural damage was induced in the structures by placing a small steel nut with dimensions of 11 x
0.5 mm and a mass of approximately 1 g at a distance of 50 mm from the transducers. The mass loading
produced variations in the mechanical impedance of the structures and could consequently be related to
the structural damage.
The measurement of the electrical impedance of the transducers was performed using a system [4]
based on a multifunction DAQ device, LabVIEW, and a PC. The DAQ used in the tests was a NI USB-
6361 with a sampling rate of 2 MS/s (mega-samples/second), and the transducers were excited using a
chirp signal with amplitude of 1 V in a frequency range of 0–500 KHz with a frequency step of 2 Hz.
4. Results and Discussion
As mentioned before, the damage detection can be performed using the magnitude, the real part or
the imaginary part of the electrical impedance. In this study, we used the real part, which is known in
the literature as the most sensitive to damage and less sensitive to temperature variations. The real part
of the electrical impedance signatures obtained from the three transducers are shown in Figure 2.
Although the signatures have been acquired in a frequency range of 0-500 kHz, a narrower band is shown
to allow a reasonable analysis.
According to Figure 2, there are resonance peaks in the signatures related to the natural frequencies
of the structures. Structural damage (nut) causes variations in frequency and amplitude in these peaks,
which can be quantified by indices of damage. In addition, the peaks are more significant at low
frequencies and tend to decrease as the frequency increases.
The PZT patch has provided impedance signatures with higher amplitude. On the other hand,
impedance signatures with lower amplitude were obtained using the MFC transducer. The piezoelectric
diaphragm provided impedance signatures with intermediate amplitude between the other two
transducers.
5
Figure 2. Real part of the electrical impedance signatures.
Figure 3. (a) RMSD indices. (b) CCDM indices.
The changes in the impedance signatures due to structural damage can be better compared and
quantified using the RMSD and CCDM indices. The indices were calculated over the entire frequency
range of 0-500 kHz using sub-bands of 10 kHz. Figure 3 shows the (a) RMSD and (b) CCDM indices
obtained for the three transducers. The PZT patch and the diaphragm provided the highest indices for
low frequencies around approximately 10-70 kHz. On the other hand, the MFC transducer provided
higher indices at high frequencies. The piezoelectric diaphragm showed a reasonable sensitivity to detect
6
damage, although the indices were lower compared to other transducers. However, this device has the
advantage of having a very low cost.
4. Conclusions
In this paper, we experimentally analyze three types of piezoelectric transducers for damage detection
based on the electromechanical impedance (EMI) method. The experimental results indicate that the
transducers have different sensitivities to detect damage and the sensitivity varies significantly with the
frequency range. However, it is important to note that this study does not consider an important feature
of the transducers for the EMI method, which is to provide repeatable and consistent impedance
signatures. The reproducibility of the results is especially important for the EMI method, since the
damage detection is performed by comparing two impedance signatures.
Acknowledgments
The authors would like to thank FAPESP–Sao Paulo Research Foundation (grants 2013/16434-0,
2012/10825-4 and 2013/02600-5), CNPq, and PROPe-UNESP for the financial support.
Conflicts of Interest
The authors declare no conflict of interest.
References
1. Giurgiutiu, V. Embedded NDT with Piezoelectric Wafer Active Sensors. In Nondestructive Testing
of Materials and Structures; Buyukozturk, O., Tasdemir, M.A., Gunes, O., Akkaya, Y., Eds.;
Springer: Dordrecht, Netherlands, 2013; Volume 6, pp. 987–992.
2. Pavelko, V. Electromechanical Impedance for SHM of Aircraft Bolted Joints. In Proceedings of
SPIE 8694, Nondestructive Characterization for Composite Materials, Aerospace Engineering,
Civil Infrastructure, and Homeland Security 2013, San Diego, CA, USA, 10 March 2013; SPIE:
USA, pp. 869410_1-14.
3. Rosiek, M.; Dragan, K.; Martowicz, A.; Uhl, T. Damage detection in riveted aircraft elements based
on the electromechanical impedance measurements. Key Engineering Materials 2014, 588, 54–63.
4. Baptista, F.G.; Vieira Filho, J. A new impedance measurement system for PZT based structural
health monitoring. IEEE Transactions on Instrumentation and Measurement 2009, 58, 3602–3608.
5. Baptista, F.G.; Vieira Filho, J.; Inman, D.J. Sizing PZT transducers in impedance-based structural
health monitoring. IEEE Sensors Journal 2011, 11, 1405–1414.
6. Baptista, F.G.; Budoya, D.E.; Almeida, V.A.D.; Ulson, J.A.C. An experimental study on the effect
of temperature on piezoelectric sensors for impedance-based structural health monitoring. Sensors
2014, 14, 1208–1227.
© 2014 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article
distributed under the terms and conditions of the Creative Commons Attribution license
(http://creativecommons.org/licenses/by/3.0/).

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ecsa-1_2423_manuscript

  • 1. www.mdpi.com/journal/sensors Conference Proceedings Paper – Sensors and Applications Experimental Analysis of Piezoelectric Transducers for Impedance-Based Structural Health Monitoring Vinicius A. D. de Almeida, Fabricio G. Baptista *, Lucas C. Mendes and Danilo E. Budoya Faculdade de Engenharia, UNESP – Univ Estadual Paulista, Campus de Bauru, Department of Electrical Engineering, Av. Eng. Luiz Edmundo Corrijo Coube, 14-01, Bauru-SP, 17033-360, Brazil; E-Mails: pg166507@feb.unesp.br (V.A.D.A.); fabriciogb@feb.unesp.br (F.G.B.); lucasdacruzmendes@hotmail.com (L.C.M.); dbudoya.eng@gmail.com (D.E.B.) * Author to whom correspondence should be addressed; E-Mail: fabriciogb@feb.unesp.br (F.G.B.); Tel.: +55-14-3103-6115; Fax: +55-14-3103-6116. Published: 1 June 2014 Abstract: In this paper, we experimentally analyze the sensitivity of piezoelectric transducers for damage detection in structural health monitoring (SHM) systems based on the electromechanical impedance (EMI) method, which has been reported as one of the most promising methods for non-destructive detection of damage. Three types of transducers were evaluated: conventional 5H PZT (lead zirconate titanate) piezoceramics; macro fiber composite (MFC) devices; and piezoelectric diaphragms, which are commonly known as “buzzers”. Tests were carried out on aluminum beams and the experimental results conclusively demonstrate that the transducers have different sensitivities for detection of structural damage and an appropriate frequency range for damage detection, which provides high sensitivity. Keywords: piezoelectric transducers; electromechanical impedance; SHM; damage detection 1. Introduction Structural health monitoring (SHM) systems have received increasing interest in recent years. These systems allow structural damage at an early stage are detected and quantified, thus increasing the safety of users and reducing maintenance costs. Among the application fields, there are the civilian OPEN ACCESS
  • 2. 2 infrastructure, such as bridges, and aerospace and aircraft structures. The detection of damage must be performed by non-destructive testing (NDT) [1] using methods that are minimally invasive to the monitored structure. There are several NDT methods, such as the acoustic emission (AE), Lamb waves, comparative vacuum, eddy current, and the electromechanical impedance (EMI). The EMI method stands out from the other methods by its simplicity and by using lightweight and small size piezoelectric transducers (thickness in the order of fraction of a millimeter). These devices are like stickers on the monitored structure, allowing a large area of the structure to be monitored with the use of multiple sensors without significantly altering its mechanical properties. These characteristics make the EMI technique appropriate for monitoring aircraft structures [2, 3], in which there is greater concern about weight and aerodynamics. The piezoelectric transducers most commonly used in the EMI technique consist of a simple patch of PZT (lead zirconate titanate) ceramic. However, in recent years, other transducers have been used, such as the MFC (macro-fiber composite) devices and the piezoelectric diaphragms, commonly known as “buzzers”. This study aims to experimentally assess these three types of piezoelectric transducers for damage detection based on the EMI method. The sensitivity of the transducers for damage detection was assessed by comparing the electrical impedance signatures in an appropriate frequency range and using damage indices. Tests were carried out on aluminum beams and the electrical impedance signatures of the transducers were acquired in a frequency range of 0-500 kHz using a measurement systems based on a personal computer (PC) and a data acquisition (DAQ) device. The experimental results conclusively demonstrate that the transducers have different sensitivities for detection of structural damage. In addition, each transducer has an appropriate frequency range for damage detection, which provides high sensitivity. Therefore, the results presented in this paper allow selecting appropriately the piezoelectric transducer according to the application and the suitable frequency range in impedance-based SHM systems. 2. Damage Detection Based on the EMI Method A basic experimental configuration of the EMI method used in this study is shown in Figure 1 (a), where a thin PZT patch is bonded to the structure to be monitored. Figure 1. (a) Basic experimental configuration of the EMI method. (b) Aluminum beams with 5H PZT patch, MFC transducer, and piezoelectric diaphragm (buzzer). (b)(a)
  • 3. 3 The measurement system [4] consists essentially of a data acquisition (DAQ) device and a personal computer (PC) running the LabVIEW software. The DAQ device simultaneously excites the transducer through an excitation signal with an appropriate frequency range and acquires the corresponding response signal. The excitation and response signals are processed in the frequency domain using the fast Fourier transform (FFT) on the PC, which provides the electrical impedance signatures on the appropriate frequency range. Therefore, in the EMI method, the transducer operates simultaneously as an actuator and a sensor, and, due to the piezoelectric effect, an interaction occurs between the electrical impedance of the transducer and the mechanical impedance of the structure. Many researchers have proposed electromechanical models to relate these two quantities. For a one-dimensional (1D) assumption, the electrical impedance of the transducer is given by [5] ( ) 2 11 0 31 1 1 1 ( ) tan 2 2 sin 2 S E T T Zs k Z jZ j C d k j Z ω ω      = − +             where ( )EZ ω is the electrical impedance, ω is the angular frequency, 0C is the static capacitance for a square PZT patch of size , k is the wave-number, TZ is the mechanical impedance of the piezoelectric patch, SZ is the mechanical impedance of the monitored structure, 31d is the piezoelectric constant, 11s is the compliance at a constant electric field, indicates a parallel connection, and j is the unit imaginary number. According to Equation (1), there is a relation between the electrical impedance of the transducer and the mechanical impedance of the monitored structure. Thus, any variation in the mechanical impedance of the structure due to structural damage, such as a crack or corrosion, causes a corresponding variation in the electrical impedance of the transducer. Therefore, the structural integrity can be assessed by measuring the electrical impedance, which is easier to perform than the measurement of the mechanical impedance. The detection and quantification of structural damage is performed by comparing two electrical impedance signatures of the transducer in an appropriate frequency range, where one of the signatures is obtained when the structure is in a condition considered healthy. This comparison is performed using damage indices and the real part, imaginary part, or the magnitude of the electrical impedance signatures can be used. The most widely used damage indices are the root mean square deviation (RMSD) and the correlation coefficient deviation metric (CCDM). The RMSD index is based on the Euclidean norm and is given by 2 , , 2 , ( ) ( ) ( ) F I E D E H k E H Z k Z k RMSD Z k ω ω=  − =  where , ( )E HZ k and , ( )E DZ k are the electrical impedance signatures (i.e., the magnitude, the real part or the imaginary part) for the structure under healthy and damaged conditions, respectively, and are measured at a frequency k that ranges from Iω (the initial frequency) to Fω (the final frequency). The CCDM index is based on the correlation coefficient and is simply calculated as follows: 1 CCCDM C= − (1) (2) (3)
  • 4. 4 where CC is the correlation coefficient [6]. Therefore, the EMI method allows that the health of the structure is evaluated in a simple way by comparing two electrical impedance signatures in a suitable frequency range using damage indices. In this study, we analyzed the sensibility of different piezoelectric transducers to detect structural damage by comparing the damage indices obtained for different frequency ranges. The experimental procedure is presented in the next section. 3. Experimental Setup Tests were performed on three aluminum beams with dimensions of 500 x 38 x 3 mm. For each beam, a type of transducer was bonded at a distance of 30 mm from its end. We used three types of transducer: a 5H PZT patch with dimensions of 15 x 15 x 0.267 mm, a MFC transducer model M2814-P2 with dimensions of 37 x 18 mm, and a piezoelectric diaphragm (buzzer) with external diameter of 27 mm. The transducers were bonded to the aluminum beams using cyanoacrylate glue. The beams were supported on a table through small rubber blocks to minimize the effects of any external vibrations. The three specimens with the piezoelectric transducers are shown in Figure 1 (b). Structural damage was induced in the structures by placing a small steel nut with dimensions of 11 x 0.5 mm and a mass of approximately 1 g at a distance of 50 mm from the transducers. The mass loading produced variations in the mechanical impedance of the structures and could consequently be related to the structural damage. The measurement of the electrical impedance of the transducers was performed using a system [4] based on a multifunction DAQ device, LabVIEW, and a PC. The DAQ used in the tests was a NI USB- 6361 with a sampling rate of 2 MS/s (mega-samples/second), and the transducers were excited using a chirp signal with amplitude of 1 V in a frequency range of 0–500 KHz with a frequency step of 2 Hz. 4. Results and Discussion As mentioned before, the damage detection can be performed using the magnitude, the real part or the imaginary part of the electrical impedance. In this study, we used the real part, which is known in the literature as the most sensitive to damage and less sensitive to temperature variations. The real part of the electrical impedance signatures obtained from the three transducers are shown in Figure 2. Although the signatures have been acquired in a frequency range of 0-500 kHz, a narrower band is shown to allow a reasonable analysis. According to Figure 2, there are resonance peaks in the signatures related to the natural frequencies of the structures. Structural damage (nut) causes variations in frequency and amplitude in these peaks, which can be quantified by indices of damage. In addition, the peaks are more significant at low frequencies and tend to decrease as the frequency increases. The PZT patch has provided impedance signatures with higher amplitude. On the other hand, impedance signatures with lower amplitude were obtained using the MFC transducer. The piezoelectric diaphragm provided impedance signatures with intermediate amplitude between the other two transducers.
  • 5. 5 Figure 2. Real part of the electrical impedance signatures. Figure 3. (a) RMSD indices. (b) CCDM indices. The changes in the impedance signatures due to structural damage can be better compared and quantified using the RMSD and CCDM indices. The indices were calculated over the entire frequency range of 0-500 kHz using sub-bands of 10 kHz. Figure 3 shows the (a) RMSD and (b) CCDM indices obtained for the three transducers. The PZT patch and the diaphragm provided the highest indices for low frequencies around approximately 10-70 kHz. On the other hand, the MFC transducer provided higher indices at high frequencies. The piezoelectric diaphragm showed a reasonable sensitivity to detect
  • 6. 6 damage, although the indices were lower compared to other transducers. However, this device has the advantage of having a very low cost. 4. Conclusions In this paper, we experimentally analyze three types of piezoelectric transducers for damage detection based on the electromechanical impedance (EMI) method. The experimental results indicate that the transducers have different sensitivities to detect damage and the sensitivity varies significantly with the frequency range. However, it is important to note that this study does not consider an important feature of the transducers for the EMI method, which is to provide repeatable and consistent impedance signatures. The reproducibility of the results is especially important for the EMI method, since the damage detection is performed by comparing two impedance signatures. Acknowledgments The authors would like to thank FAPESP–Sao Paulo Research Foundation (grants 2013/16434-0, 2012/10825-4 and 2013/02600-5), CNPq, and PROPe-UNESP for the financial support. Conflicts of Interest The authors declare no conflict of interest. References 1. Giurgiutiu, V. Embedded NDT with Piezoelectric Wafer Active Sensors. In Nondestructive Testing of Materials and Structures; Buyukozturk, O., Tasdemir, M.A., Gunes, O., Akkaya, Y., Eds.; Springer: Dordrecht, Netherlands, 2013; Volume 6, pp. 987–992. 2. Pavelko, V. Electromechanical Impedance for SHM of Aircraft Bolted Joints. In Proceedings of SPIE 8694, Nondestructive Characterization for Composite Materials, Aerospace Engineering, Civil Infrastructure, and Homeland Security 2013, San Diego, CA, USA, 10 March 2013; SPIE: USA, pp. 869410_1-14. 3. Rosiek, M.; Dragan, K.; Martowicz, A.; Uhl, T. Damage detection in riveted aircraft elements based on the electromechanical impedance measurements. Key Engineering Materials 2014, 588, 54–63. 4. Baptista, F.G.; Vieira Filho, J. A new impedance measurement system for PZT based structural health monitoring. IEEE Transactions on Instrumentation and Measurement 2009, 58, 3602–3608. 5. Baptista, F.G.; Vieira Filho, J.; Inman, D.J. Sizing PZT transducers in impedance-based structural health monitoring. IEEE Sensors Journal 2011, 11, 1405–1414. 6. Baptista, F.G.; Budoya, D.E.; Almeida, V.A.D.; Ulson, J.A.C. An experimental study on the effect of temperature on piezoelectric sensors for impedance-based structural health monitoring. Sensors 2014, 14, 1208–1227. © 2014 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/3.0/).