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    Chapter 2

    Removing Temperature Effects

    2.1 Temperature Effects on Piezoelectric Materials

    2.1.1 Theory

    The electromechanical interaction of a PZT with its host structure is described by

    Equation (1.3). The first term in the equation is the capacitive admittance of a free PZT which

    appears as a gradual increase in an electrical admittance with frequency. The second term

    includes the mechanical impedance of both the PZT and the host structure. When a PZT is

    bonded onto a structure, its own mechanical impedance, Za , is basically fixed. Therefore, it is

    the structures impedance, Zs , that uniquely determines the contribution of the second term to

    the overall admittance. The contribution of the second term shows up in the admittance versus

    frequency plot as sharp peaks above the baseline electrical admittance. Since these peaks

    correspond to specific structural resonances, they constitute a unique description of the dynamic

    behavior of the structure. Hence, changes in this impedance pattern can be attributed to damage

    or some other physical change in the structure.

    In the first term, the permittivity, 33T

    , is known to vary significantly with temperature.

    As shown in Equation (2.1), the permittivity is proportional to the relative dielectric constant, K.

    Figure 2.1 shows the variation of the relative dielectric constant, K, of typical piezoelectric

    materials with temperature change, and where 0 is the permittivity of free space.

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    T K farad meter = = 0 012885 10( . / ) (2.1)

    Figure 2.1: Influence of temperature on the relative dielectric constant, K [26]

    Figure 2.2: Influence of temperature on the piezoelectric strain constant, dx3 [26]

    Figure 2.2 shows the variation of the piezoelectric strain constant, dx3 , with temperature

    change. These graphs are supplied by a manufacturer [26]. As can be seen in the figures, an

    increase in temperature leads to an increase in both the relative dielectric constant and the

    piezoelectric strain constant. The 5H shows significant increase in both of them. Although the

    5A is less sensitive to temperature changes than the 5H, it still exhibits a significant temperature

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    dependency. Also, the Youngs modulus of PZT is known to being slightly dependent on the

    change in temperature.

    Among the temperature dependent constants, the relative dielectric constant exhibits the

    most significant effect on the electric impedance of PZT. It modifies the first term, the capacitive

    admittance of free PZT, and causes a baseline shift in the electrical admittance. The piezoelectric

    strain constant and the Youngs modulus also result in a baseline shift, however, the effect on the

    overall admittance can be negligible compared with the relative dielectric constant.

    2.1.2 Experimental Results

    In this section, the temperature effects on a free PZT is investigated experimentally.

    The experiment was conducted by suspending a PZT (5A) specimen (30 mm x 30 mm x 0.254

    mm) inside an oven equipped with a temperature controller (Figure 2.3). Using the controller,

    the temperature in the oven was varied from 80 to 160 F (26.7 to 71.1 C) in steps of 20 F. A

    Hewlett-Packard electrical impedance analyzer (model HP4194A), which is shown in Figure 2.4,

    was used to measure the PZTs electrical impedance. At each step, the impedance was measured

    after the temperature had reached steady state. The measured impedance data was transferred

    from the impedance analyzer to a PC through a GPIB bus for post processing. All the control,

    communication and data acquisition were accomplished by a dedicated software program coded

    by a former CIMSS researcher.

    Figure 2.3: Oven with a temperature controller

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    Figure 2.4: HP4194A electrical impedance analyzer and PC for data transfer

    As can be seen in Figure 2.5, an increase in temperature leads to a decrease in the

    impedance magnitude. This baseline shift is due to the temperature dependency of piezoelectric

    constants as mentioned before. There were no structural resonances of the free PZT existed in

    these frequency ranges. The resonant frequencies of the PZT were avoided so we can focus only

    on the effect of piezoelectric properties.

    80F120F160F

    80F120F160F

    25 30 35 4040

    60

    80

    100

    Frequency kHz

    Magnitu

    de

    V/A

    85 90 95 10040

    60

    80

    100

    Frequency kHz

    Magnitude

    V/A

    Figure 2.5: Temperature effect on the electrical impedance of a free PZT

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    2.2 Temperature Effects on Structure Being Monitored

    2.2.1 Theory

    In the previous section, it is shown that piezoelectric materials such as PZT have strong

    temperature dependency, which causes significant variation of the electrical impedance with

    temperature change. In this section, temperature effects on a structure being monitored are

    investigated.

    The Youngs modulus varies slightly with temperature and the thermal expansion of the

    material changes structural dimensions in free structures and induces stresses in constrained

    structures. However, to a large extent precise and detailed material property data at slight

    temperature variations is lacking. Most of the previous work is concerned with very large

    magnitudes of temperature variations at extremely high temperatures, as usually encountered in

    the aerospace field, where this structural health monitoring technique may not yet be applicable.

    As well, in complex structures, the analytical modeling of the temperature effects would be a

    tremendous task. According to the published literature [27], [28], it is obvious that changes in

    temperature have a distinct effect on the dynamic properties of structures, which is dependent on

    boundary conditions, temperature distribution and structure materials. However, the exact nature

    of these relationships in the frequency ranges we test could not be established from previously

    developed models.

    A simple steel beam with free-free boundary condition is used for the analytical study of

    the variations in structural response caused by temperature changes. Only the shifts in resonant

    frequencies are discussed here. Experimental investigations have shown that the Youngs

    modulus of carbon steel varies linearly with temperature [29]. Thus, the Youngs modulus can

    be written as functions of temperature based on its rates of change around reference temperature,

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    E T EE

    TT T E T ( ) ( )= + = +0 0 0

    (2.2)

    where E is the Youngs modulus at the measuring temperature, E0 is the Youngs modulus at

    the reference temperature, T is the measuring temperature, T0 is the reference temperature, and

    is the linear change in Youngs modulus with respect to temperature.

    It is also shown experimentally that the coefficient of linear thermal expansion of steel

    is approximately constant over the small temperature range. Therefore, the structural dimensions

    can be written as functions of temperature,

    w w T= +0 1( ) (2.3a)

    l l T= +0 1( ) (2.3b)

    t t T= +0 1( ) (2.3c)

    where w is the width of the beam, w0 is the reference width of the beam, l is the length of the

    beam, l0

    is the reference length of the beam, t is the thickness of the beam, t0

    is the reference

    thickness of the beam, and is the mean coefficient of linear thermal expansion.

    Due to the thermal expansion, the beam density per unit volume also varies with

    temperature. Since the mass of the beam remains the same regardless of temperature and the

    beam is assumed isotropic, we can write

    = = + = + = +

    M

    V

    M

    w l t T

    M

    V T T0 0 03

    0

    3

    0

    31 1 1( ) ( ) ( ) (2.4)

    where M is the mass of the beam, is the mass density of the beam, 0 is the mass density of

    the beam at the reference temperature, V is the volume of the beam, and V0 is the volume of the

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    beam at the reference temperature.

    The natural frequencies of the free-free beam in bending has well-known solutions for

    the first several modes, which is:

    fEI

    Ar

    r=

    2

    2(2.5)

    where fr is the natural frequency in Hz of the rth bending mode,

    ris the weight for the rth

    bending mode, I is the area moment of inertia of the beam, and A is the area of the cross

    section of the beam.

    For a beam with a constant rectangular cross section, I wt= 3 12 and A wt= . Then,

    Equation (2.5) can be rewritten to account for the temperature dependency of the material

    properties by incorporating Equations (2.2) - (2.4) as follows:

    fl t

    l

    E T Tr

    r=+ +( ) ( )( )

    2

    0

    0

    2

    0

    04

    1

    3

    (2.6)

    and, since the natural frequency at the reference temperature can be expressed as,

    fl t

    l

    Er

    r

    0

    2

    0

    0

    2

    0

    04 3=

    ( )

    (2.7)

    then the ratio of the natural frequency shifting with temperature can be defined as follows:

    f

    f

    E T T

    E

    r

    r0

    0

    0

    1=

    + +( )( ) (2.8)

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    The following values are used for material properties of steel.

    E0 = 2.1 x 1011 N/m2, = 6.0 x 10-6, = -3.7 x 107 N/m2

    Therefore, the term ( )E T0 + in this equation is dominant for changes in temperature.

    Figure 2.6 shows the ratio of the natural frequency of steel beam to the natural frequency at the

    reference temperature, f fr r0 , as a function of temperature. The reference temperature is 75 F.

    The result indicates that an increase in temperature leads to a decrease in resonant frequencies.

    This is due to the Youngs modulus effect because is a negative value. On the other hand, the

    thermal expansion increases the resonant frequencies of beam, though the effect is very small.

    0 50 100 150 200 250 3000.98

    0.985

    0.99

    0.995

    1

    1.005

    1.01

    Temperature F

    Ratio

    ofNaturalFrequency(1at75F)

    Figure 2.6: Predicted ratio of natural frequency of the steel beam shifting with temperature

    (reference temperature = 75 F)

    2.2.2 Experimental Results

    The experiments were performed in the following manner. First, the effect of

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    temperature on the resonant frequencies and peak resonant magnitude of the beam was

    investigated at low frequency range. Next, the temperature effect on the interaction between a

    PZT and its host structure was examined. A free-free steel beam (30 mm x 250 mm x 0.85 mm)

    with a PZT bonded in the middle was used.

    The beam was put into the oven mentioned before and the measurements were also

    taken in the temperature range of 80 to 160 F. Figure 2.7 is a schematic of the experimental

    setup. For the first experiment, the beam was excited by the PZT bonded in the middle. A

    Kistler miniature accelerometer (model 8728A500) and a PCB signal conditioner (model

    482A16) were used to measure the response acceleration of the beam and the frequency response

    function (FRF) was obtained by a Tektronix FFT analyzer (model 2630). Secondly, the electrical

    impedance of the PZT was measured by using a Hewlett-Packard electrical impedance analyzer

    (model HP4194A). The measurements were taken at two frequency ranges, 3 to 5 kHz and 70 to

    80 kHz. The first one is to compare with the FRF of the beam and the second one is the

    frequency range at which the impedance-based structural health monitoring technique is normally

    used.

    FFT Analyzer

    Computer (PC)

    Excitation Voltage

    Signal Conditioner

    Accelerometer

    Impedance Analyzer

    Computer (PC)

    PZT

    Oven with Temperature Controller

    PZT

    Beam

    Figure 2.7: Schematic of the experiment on temperature effects

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    The FRF of the free-free steel beam is shown in Figure 2.8. The numerator of the FRF

    is the output voltage from the accelerometer on the beam and the denominator is the input

    voltage to the PZT. It is observed that an increase in temperature leads to shifting of resonant

    frequencies and fluctuations in peak response magnitude. The shifting of the peak frequencies

    indicates a variation in the structural stiffness, caused by changes in the material and structural

    dimensional properties. Likewise, variations in the peak response magnitude suggest a damping-

    related phenomenon. Hence, it can be said that a combination of both structural stiffness and

    damping variations are involved in temperature change. Incidentally, the resonance near 3.6 kHz

    is the 10th bending mode and 4.4 kHz is the 11th bending mode

    80F120F160F

    3 3.5 4 4.5 510

    -2

    10-1

    100

    Frequency kHz

    Magnitude

    V/V

    Figure 2.8: FRF of the steel beam with temperature change

    Figure 2.9 indicates the comparison of the analytical frequency shift with the

    experimental. The solid line represents the analytically predicted value and the asterisks

    represent the averaged experimental results of the first ten bending modes. Both demonstrate thesame characteristics, i.e., the natural frequencies decrease as temperature increases. The error

    between the predicted and measured natural frequencies is less than 1 %.

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    AnalyticalExperimental

    50 100 150 2000.98

    0.985

    0.99

    0.995

    1

    1.005

    1.01

    1.015

    1.02

    Temperature F

    RatioofNaturalFrequency(1at80F)

    Figure 2.9: Comparison of the analytical frequency shift with the experimental

    Figure 2.10 shows the electrical impedance of the PZT on the beam. A real part, an

    imaginary part and a magnitude are demonstrated. All these plots indicate that the change in

    temperature leads to a horizontal shift and the peak frequencies of these plots match with those of

    the FRF plot. This verifies that the electrical impedance of PZT constitutes a unique signature of

    the dynamic behavior of the structure. In the imaginary part and the magnitude plots, a drift,

    which is caused by the capacitive property of PZT, can be found. Since the drift makes resonant

    peaks unclear sometimes, we usually focus on the real part to assess damage in the impedance-

    based structural health monitoring technique. The experiments conducted during the various

    case studies at CIMSS have also shown that the real part is more sensitive to changes in

    structural integrity.

    Figure 2.11 is the impedance versus frequency plot with change in temperature at high

    frequency range. As expected, the horizontal shifts of impedance peaks are significant comparedwith low frequency range. Some changes in the peak level also can be found.

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    80F120F160F

    80F120F160F

    80F120F160F

    3 3.2 3.4 3.6 3.8 4 4.2 4.4 4.6 4.8 5-1500

    -1000

    -500

    Imag

    V/A

    3 3.2 3.4 3.6 3.8 4 4.2 4.4 4.6 4.8 5500

    1000

    1500

    Frequency kHz

    Magnitude

    V/A

    3 3.2 3.4 3.6 3.8 4 4.2 4.4 4.6 4.8 50

    200

    400

    600

    RealV/A

    Figure 2.10: Electrical impedance of the PZT bonded on the steel beam with temperature change

    80F100F120F

    140F160F

    70 72 74 76 78 800

    5

    10

    15

    20

    25

    30

    35

    40

    45

    Frequency kHz

    RealV/A

    Figure 2.11: Electrical impedance of the PZT bonded on the steel beam at high frequency range

    with temperature change

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    2.3 Compensation Technique

    As seen in the previous sections, the dynamic response of both PZTs and structures is

    dependent on temperature. The impedance variation associated with temperature change is

    similar to that produced by the presence of damage, and thus could lead to a wrong conclusion

    regarding the integrity of the structure in question. Therefore, a temperature compensation

    technique is necessary to minimize the effects of ambient or structural temperature changes in the

    impedance-based structural health monitoring.

    A couple of temperature compensation techniques were proposed at CIMSS, however,

    they are not practical. The method presented by Sun et al. [30], which uses cross correlation to

    correct the horizontal shift in the signature pattern, does not work if the signature has even a

    small distortion. The method presented by Krishnamurthy et al. [31] requires some preliminary

    impedance measurements of free PZTs and does not consider the temperature effects on the

    structure being monitored.

    Therefore, we have developed a new compensation technique [32] to minimize the

    effects of ambient or structural temperature changes. The temperature compensation technique

    should account for the temperature effects on the structure being monitored as well as the PZT

    sensor-actuators. Nevertheless, in complex real world structures, a compensation technique

    based on an analytical modeling of the temperature effects may not be practical due to the

    complex constitutive thermo-electrical-mechanical model of piezoelectric materials and the

    requirement of the complicated modeling of structures. Thus, an empirical approach is used to

    minimize the temperature effects in the impedance-based structural health monitoring technique.

    Fortunately, the vertical and horizontal shifts of impedance or admittance pattern can be

    considered as uniform in a narrow frequency range as seen in the previous section; that is, the

    entire signature pattern essentially translates vertically and horizontally. On the other hand, the

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    impedance or admittance variation due to structural damage is somewhat local and irregular.

    This feature allows us to remove the temperature effect from the impedance-based technique.

    The following is the procedure of the temperature compensation. At first, the vertical

    shift is simply corrected by the difference in overall average value of the original and the

    interrogated impedance patterns as shown below:

    v

    i

    i

    n

    i

    i

    n

    Z

    n

    Z

    n= = =

    Re( ) Re( ), ,21

    1

    1 (2.9)

    where v is the vertical shift, Zi ,1 is the original impedance at frequency interval i (baseline

    measurement), Zi ,2 interrogated impedance at frequency interval i (subsequent measurement),

    and n is the number of data points.

    Next, the data are interpolated to increase the frequency resolution if necessary. The

    number of data points or frequency lines, n , increases to N. Finally, the horizontal shift is

    searched by the iteration to minimize the damage metric, which is defined as follows:

    { }[ ]M Z Zi i vi

    N

    h= +

    =

    Re( ) Re( ), ,1 22

    1

    (2.10)

    where M is the damage metric (squared difference) and h is the horizontal shift (data point

    shift). The damage metric is constructed to give some indication of the level of damage

    compared with the baseline impedance measurement.

    Thus, the optimal v and h which minimize the effects of temperature variation are

    found and the measured impedance is compensated by vertical and horizontal translations.

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    The temperature compensation technique is applied to the data of the beam experiment.

    Figure 2.12 demonstrates the result. The solid 80 F line shows the baseline impedance

    measurement. Compared with Figure 2.11, it can be said that the temperature compensation

    technique successfully minimizes the temperature effects.

    80F100F120F140F160F

    70 72 74 76 78 800

    5

    10

    15

    20

    25

    30

    35

    40

    45

    Frequency kHz

    RealV/A

    Figure 2.12: Compensated electrical impedance of the PZT bonded on the steel beam with

    temperature change

    2.4 Experimental Results

    A proof of concept experiment on a bolted pipe joint model, which is shown in Figure

    2.13, was carried out. There are two reasons why this kind of model was used: i) it is complex

    enough to validate the temperature compensation technique; and ii) temperature variation in

    pipeline systems are quite significant in the real world. The model consists of two 50 mm

    diameter, 150 mm long steel pipes and two flanges jointed by four 7/16 in. bolts. A PZT (Piezo

    Systems PSI-5A, 12.7 mm x 12.7 mm x 0.254 mm) was bonded on the flange and the same oven

    and impedance analyzer as the previous experiments were used. The impedance measurements

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    were taken over the selected frequency range (70 - 80 kHz) at five temperature levels; 80, 100,

    120, 140 and 160 F. Damage was simulated by loosening a bolt (1/6 turn) located across the

    PZT sensor-actuator at 120 F. All the impedance measurements were compensated by the

    technique presented in the previous section and were compared to the baseline measurement

    taken at 80 F.

    PZT

    Figure 2.13: Bolted pipe joint model in the oven

    Figure 2.14 shows the real part of the electrical impedance of the PZT bonded on the

    flange without temperature compensation. The impedance variation due to temperature changein this case is more complicated than that in the beam case and the amount of the variation is

    almost as same as due to damage. It is very hard to distinguish the impedance variation due to

    damage from that due to temperature change. However, this result may be closely describing the

    real world application.

    Figure 2.15 shows the compensated result. Even though the compensated curves are not

    perfectly matched up with the baseline measurement at 80 F, we can clearly observe the

    difference between the temperature change and the damage by the temperature compensation

    technique.

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    80F100F120F140F160FDamage

    71 72 73 74 75 76 77 78 798

    9

    10

    11

    12

    13

    14

    Frequency kHz

    RealV/A

    Figure 2.14: Uncompensated electrical impedance of the PZT bonded on the flange with

    temperature change and damage

    80F100F120F140F160FDamage

    71 72 73 74 75 76 77 78 798

    9

    10

    11

    12

    13

    14

    Frequency kHz

    RealV

    /A

    Figure 2.15: Compensated electrical impedance of the PZT bonded on the flange with

    temperature change and damage

    The damage metric chart (Figure 2.16) demonstrates the results more clearly. In the

    uncompensated case, temperature change may lead to an incorrect conclusion regarding the

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    integrity of the structure because the damage metric of 160 F is larger than that of damage. The

    presence of damage cannot be detected accurately in this temperature range without

    compensation. However, in the compensated case, the damage metric of damage is much larger

    than others and we can easily distinguish it. The temperature compensation technique minimizes

    the effects of temperature change to a great extent and is able to provide a definite signal to

    indicate the presence of damage.

    0

    200

    400

    600

    800

    1000

    100 F 120 F 140 F 160 F Damage

    Different Tests

    DamageMetric

    Uncompensated

    Compensated

    Figure 2.16: Damage metric of uncompensated and compensated impedance (reference 80 F)

    2.5 Conclusions

    The effects of temperature change on the impedance-based structural health monitoring

    was investigated theoretically and experimentally, and it was found that the temperature change

    significantly influenced both on the PZT sensor-actuators and the structure being monitored.

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    Basically, the temperature change causes vertical and horizontal shifts of the signature pattern in

    the impedance or admittance versus frequency plot, while damage causes somewhat irregular

    changes.

    An empirical temperature compensation technique was developed to remove the

    temperature effects from the impedance-based structural health monitoring. The advantages of

    the empirical approach include: i) it can be applied to complex real world structures since it does

    not require any model; and ii) it does not need temperature measurements. The compensation

    technique is a software correction based on vertical and horizontal translation of the signature

    pattern in the impedance or admittance plot.

    The experiment on a bolted pipe joint proved that the empirical temperature

    compensation technique could minimize the temperature effects. By this compensation

    procedure, we demonstrated the impedance-based structural health monitoring technique was

    now able to detect incipient-type damage such as loosening a bolt by 1/6 turn, even with some

    temperature variation.