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Article

Determination of Complex Conductivity of Thin Strips with a Transmission Method

School of Engineering & Built Environment, Gold Coast Campus, Griffith University, Southport, QLD 4215, Australia
Electronics 2019, 8(1), 21; https://doi.org/10.3390/electronics8010021
Submission received: 6 December 2018 / Revised: 15 December 2018 / Accepted: 19 December 2018 / Published: 24 December 2018
(This article belongs to the Special Issue Nanoelectronic Materials, Devices and Modeling)

Abstract

:
Induced modes due to discontinuities inside the waveguide are dependent on the shape and material properties of the discontinuity. Reflection and transmission coefficients provide useful information about material properties of discontinuities inside the waveguide. A novel non-resonant procedure to measure the complex conductivity of narrow strips is proposed in this paper. The sample is placed inside a rectangular waveguide which is excited by its fundamental mode. Reflection and transmission coefficients are calculated by the assistance of the Green’s functions and enforcing the boundary conditions. We show that resistivity only impacts one of the terms in the reflection coefficient. The competency of the method is demonstrated with a comparison of theoretic results and full wave modelling of method of moments and finite element methods.

Graphical Abstract

1. Introduction

Developing new methods to measure various material parameters are of prominent importance as they enable one to perform precise measurements. Conventional methods to measure the conductivity of materials at microwave frequencies are the cavity, reflection and transmission methods [1,2]. Cavity methods [3,4,5,6,7,8,9,10,11,12] are generally based on the pertubation theory, where the sample under test (SUT) is placed inside a cavity and perturbs the natural modes of the cavity. Perturbations result in the shifts in the resonant frequency f r and quality factor Q. Material properties are extracted from the changes in f r and Q. In reflection methods [13,14,15,16], SUT is placed as the termination of the transmission line, and the material is characterized through investigation of the reflection coefficient. Transmission methods [1,17,18,19,20,21,22] are based on placing the object inside the transmission line, and both transmission and reflection coefficients are used. Cavity methods [3,4,5,6,7,8,9,10,11] are inherently narrowband, while reflection [13,15,16] and transimssion methods [18,19,20,21] are broadband methods. However, cavity methods are often considered as more accurate methods for material characterizations. Another method for measuring the permittivity and dielectric properties is recently proposed by Geyi and colleagues [23,24,25]. They place the unknown material in the near field of the antenna and use the variations in the reflection coefficient to find the dielectric constant. The limitation of the method is that SUT has to be electrically small (much smaller than wavelength λ ) so fields can be approximated in the antenna near zone. A mode matching technique based on the transmission methods is reported in [26].
In this paper, a method to measure the complex conductivity of the graphene and thin film materials is proposed. The method is based on the standard reflection/transmission methods, which are inherently broadband measurement methods. The whole aperture of the waveguide had to be covered with the sample under test in previous transmission methods (e.g., [20]) for surface conductivity measurement. As far as the authors are aware, this is the first time an analytic method for the conductivity of a thin strip is proposed, and it should be useful to measure the performance of materials that are synthesized in a strip shape. An example of such materials is graphene produced by reduction of the graphene oxide by laser [27,28] (although the reduction of graphene oxide hardly produces one-atom thick 2D layers of graphene, the product is still so thin compared to the wavelength of microwave frequencies that we can consider it as infinitely thin). The geometry of the problem in Bogle et al. [26] is similar to this contribution. The difference between this work and [26] is that a mode matching technique with optimisation solver was used to find the unknowns. On the other hand, Green’s functions are used here and variational formulations are provided that are approximated with some choice of basis functions.
The outline of the paper is as follows: initially, Section 2 provides rigorous field theory for a conductive strip inside a rectangular waveguide. Simplified results for the impedance of the conductive strip is discussed in Section 3 for uniform and cosinus hyperbolic distributions, and their corresponding fields on the aperture are reported in Section 4. Numerical results from the analytic theory are validated in Section 5 by modelling similar structure using full-wave commercial packages. Step by step procedure to measure the surface conductivity is also proposed (four steps). A time convention of the e j ω t is assumed throughout the paper and vector quantities are presented with bold symbols.

2. Theory

This study follows the procedure described by Collin ([29] Section 8.5) to find a reflection coefficient due to a narrow strip in a rectangular waveguide. The difference is that we assume a finite conductivity for the strip, while Collin assumed a perfect electric conductor (PEC) strip. We consider a waveguide with a cross section a × b in the x y plane as shown in Figure 1. An infinitely thin conductive strip with width 2 t and conductivity of σ is placed in x = x 0 and z = 0 , and is stretched from y = 0 to y = b . It is assumed that a tranverse electric mode T E 10 mode travels from z . Electric and magnetic fields due to this mode are denoted by E i and H i . Presence of the strip makes discontinuity in the waveguide, induces currents J on the strip, and scatters the wave in both directions. One way to represent the scattered fields is to use Green’s functions which satisfy the waveguide boundary value problem. One can write Green’s function for the scattered electric field due to a current J = J ( x ) y ^ inside rectangular waveguide as ([29], Section 5.6):
G e = j ω μ 0 a n = 1 1 γ n sin n π x a sin n π x a e γ n | z | y ^ ,
where γ n is
γ n = j ω 2 μ ϵ n 2 π 2 a 2
and defined as the complex propagation constant of mode n in the waveguide. The scattered electric field E s is
E s ( x , z ) = S G e ( x , x ) J ( x ) d x
and the total electric field inside the waveguide is E = E i + E s . Here, we assume the T E 10 mode with the incident field
E i = sin π x a e γ 1 z y ^ ,
H i = γ 1 j ω μ 0 sin π x a e γ 1 z x ^ π j ω μ 0 a cos π x a e γ 1 z z ^ .
Because the strip is made of conductive material, so-called standard impedance boundary conditions (SIBC) ([30], Section 2.4) are to be satisfied on the strip:
n ^ × ( E + + E ) = η ¯ ¯ · n ^ × n ^ × ( H + H ) ,
where η ¯ ¯ is the condition tensor of the sheet. In the following, we assume an isotropic non-magnetic sheet with conductivity of σ s . Therefore, η ¯ ¯ = ( 2 σ s ) 1 I ¯ ¯ , where I ¯ ¯ is the identity tensor. Plus and minus superscripts denote the field on z = 0 + or z = 0 , respectively. The tangential component of E has to be continuous at the junction. Therefore:
E + = E = sin π x a y ^ + G e ( x , x ) J ( x ) d x y ^ .
We also find H s by inserting Equation (1) in Equation (3), and × E s = j ω μ 0 H s . Tangential components of H s on each side of the boundary are:
H t s + = 1 a n = 1 sin n π x a sin n π x a J ( x ) d x x ^ ,
H t s = 1 a n = 1 sin n π x a sin n π x a J ( x ) d x x ^ .
The difference in the sign is due to the fact that one mode is propagating to z > 0 while the other propagates to z < 0 .
We juxtapose components into Equation (6):
2 sin π x a 2 j ω μ 0 a n = 1 1 γ n sin n π x a sin n π x a J ( x ) d x = 1 2 σ s 2 a n = 1 sin n π x a sin n π x a J ( x ) d x
The coefficient of the non-evanescent part of the scattered E s traveling in the z < 0 would be the reflection coefficient Γ :
Γ = j ω μ 0 a γ 1 sin π x a J ( x ) d x .
The transmission coefficient T is also equal to sum of incident wave and non-evanescent part of scattered wave traveling towards z > 0 :
T = 1 j ω μ 0 a γ 1 sin π x a J ( x ) d x .
From Equation (11) and Equation (12), one finds T = Γ + 1 relationship. Therefore, we can consider the strip discontinuity as a shunt element across a transmission line (see Figure 2). One can also show that Z s h u n t = Γ + 1 2 Γ . As a result, we find expressions for ( Γ + 1 ) / ( 2 Γ ) in some variational form.
We can re-arrange Equation (10) by taking the n = 1 term out of the series, and also moving all terms with n 2 to the right-hand side:
sin π x a j ω μ 0 a γ 1 sin π x a sin π x a J ( x ) d x = 1 2 a σ s n = 1 sin n π x a sin n π x a J ( x ) d x + n = 2 j ω μ 0 a γ n sin n π x a sin n π x a J ( x ) d x .
The left-hand side of (13) can be factorized as ( 1 + Γ ) sin π x a . Following the Collin’s procedure, we arrive at ( Γ + 1 ) / 2 Γ form by multiplying both sides by J ( x ) , integrating over x, and dividing both sides by 2 Γ . Therefore, the total shunt impedance is calculated as:
Z s h u n t = a γ 1 j 2 ω μ 0 1 sin π x a J ( x ) d x 2 1 2 a σ s n = 1 sin n π x a sin n π x a J ( x ) J ( x ) d x d x + n = 2 j ω μ 0 a γ n sin n π x a sin n π x a J ( x ) J ( x ) d x d x .
By direct comparison with the analytic case solved by Collin, we can identify the terms corresponding to the equivalent circuit proposed in Figure 2. Interestingly, the second term in (14) is identical to the result derived by Collin for a lossless strip inside a waveguide which is called j X a . On the other hand, Z c s is the contribution due to the material properties of the conductive strip ( R c s and X c s refer to the real and imaginary parts of Z c s ). Thus,
Z s h u n t = Z c s + j X a ,
where
Z c s = γ 1 j 4 ω μ 0 σ s n = 1 sin n π x a sin n π x a J ( x ) J ( x ) d x d x sin π x a J ( x ) d x 2 ,
j X a = γ 1 2 n = 2 1 γ n sin n π x a sin n π x a J ( x ) J ( x ) d x d x J ( x ) sin π x a d x 2 .
It should be noted that, for a waveguide with lossless walls, γ 1 is pure imaginary while γ n with n 2 are pure real numbers. This is due to the fact that the driving frequency f is chosen so that it is only above the cut-off frequency of the first mode and below the cut-off frequencies of all higher order modes. As a result, we see that j X a is always pure imaginary. On the other hand, Z c s is a complex number in general, due to complex conductivity σ s of the conductive strip.

3. Current Distribution on the Strip

The formulations for Z c s and X a in Equation (16) and Equation (17) are in the variational forms. This implies that choosing a testing function for J ( x ) does not make a huge influence on the results. Choosing an appropriate testing function, which is closer to the true current distribution, would undoubtedly improve the accuracy of the results. Nevertheless, trying different testing functions also assists with examining the numerical sensitivity to the choice of the testing functions.

3.1. Uniform Current

If the strip is reasonably thin t a , a rough approximation is to assume J ( x ) as uniform over the strip [29]
j X = γ 1 2 n = 2 1 n 2 γ n sin n π x 0 a sin n π t a 2 sin π x 0 a sin π t a 2 .
Collin also simplifies (18) for the case when the strip is exactly in the middle of the waveguide ( x 0 = a / 2 )
j X = γ 1 2 csc 2 π t a n = 3 , 5 , 1 n 2 γ n sin 2 n π t a .
Similarly, we also find expressions for Z c s :
Z c s = γ 1 j 4 ω μ 0 σ s n = 1 1 n 2 sin n π x 0 a sin n π t a 2 sin π x 0 a sin π t a 2 ,
and, for the case of the centered strip, we have:
Z c s = γ 1 j 4 ω μ 0 σ s csc 2 π t a n = 1 , 3 , 1 n 2 sin 2 n π t a .
This can be further simplified to (see Appendix A) [31]:
Z c s = γ 1 j 4 ω μ 0 σ s π 2 t 4 a csc 2 π t a .

3.2. Hyperbolic Cosine Distribution

A second current distribution of J ( x ) = J 0 cosh [ ( x x 0 ) b / t ] y ^ was also studied for this problem. The motivation for such choice of testing function is to analytically model the singularity on the H fields, especially H z component on the edges of the strip ( x x 0 ± t ). This effect significantly increases J near the edges (see Figure 3 for currents on a PEC strip). By the assumption on the current J ( x ) as hyper cosine distribution, we get the Z c s and j X a as
Z c s = γ 1 j 4 ω μ 0 σ s n = 1 I n 2 I 1 2 ,
j X a = γ 1 2 n = 2 1 γ n I n 2 I 1 2 ,
where
I n = x x + J ( x ) sin n π x a d x = A [ sin n π x + a + sin n π x a ] B [ cos n π x + a cos n π x a ] 2 exp ( b ) [ ( n π t ) 2 + ( a b ) 2 ]
b is the scaling factor in the cosh basis function, and A, B and x ± are:
A = a 2 b t ( exp ( 2 b ) 1 ) ,
B = π a t 2 ( exp ( 2 b ) + 1 ) ,
x ± = x 0 ± t .
It should be noted that I 1 is found by setting n = 1 in (25).

4. Field on the Conductive Strip

It is instrumental to study the E and H fields on the discontinuity since they provide deeper insights into the problem. One can also check whether appropriate boundary conditions (here SIBC) were satisfied or not.
In the previous section, we have assumed that induced current is in the form of J = J 0 y ^ or J ( x ) = J 0 cosh [ ( x x 0 ) / t ] y ^ , where J 0 is a complex number. One finds J 0 from (11) after computing the LHS from the results of Section 3. The scattered field E x s is then found by using (3):
E x s = n E n s sin n π x a ,
where E n s is in the following form for uniform and cosh distributions, respectively:
E n s = γ 1 Γ n γ n cos n π a ( x 0 t ) cos n π a ( x 0 + t ) cos π a ( x 0 t ) cos π a ( x 0 + t ) ,
E n s = γ 1 Γ n γ n I n I 1 .

5. Numerical Results

Intuitive tests can be readily performed to validate the rationality of results. If the strip is assumed as PEC, then σ s , Therefore, Equation (14) would also reduces to Equation (17). On the other hand, Z c s goes to infinity if we presume that the strip in the waveguide aperture has very low conductivity ( σ s 0 ). This is equivalent to replacing Z c s with an open circuit in the equivalent circuit (see Figure 2). Therefore, no reflections occur at zero conductivity, which resembles no discontinuity on the aperture.
To show the competency of the method, we compare our analytic method with modelling results. A general purpose programming tool [32] was used to find analytic results from Equations (18) and (22) or Equations (23) and (24). We used two commercial electromagnetic packages with a finite element method (FEM) solver [33] and method of moments (MoM) solver [34] to simulate the structures. Two different values are chosen for the complex conductivity of the strips as 0.01 j 0.01 S m 1 and 0.001 j 0.001 S m 1 which are chosen close to conductivity of the graphene at X-band.

5.1. Reflection and Transmission Coefficients

Figure 4 and Figure 5 illustrate the magnitude and phase of the reflection and transmission coefficients caused by the conductive strip discontinuity. In the modelling, we de-embedded the excitation ports to the plane of the discontinuity, in order to achieve the correct phase for Γ and T.
A good agreement between analytic and simulation results are obtained for both current distribution (see Figure 4 and Figure 5). However, it is evident that the Γ and T from cosh assumption are much closer to full wave modelling results. This is best illustrated on the magnitude of T and Γ coefficients. It is also observed that MoM simulations lie closer to the theoretical calculations.
Comparing Figure 4 and Figure 5, we see a relatively drop in T and a jump in the Γ with an increase in surface conductivity σ s . This is expected as the higher σ s causes more reflection and reduces the transmission of the wave through the waveguide.

5.2. Fields on the Aperture

A perture fields on the strip discontinuity are examined in this subsection. Fields depicted in Figure 6 and Figure 7 are the total fields (incident+scattered) for a strip with 1 m m width. The frequency is set to 10 G Hz . The fields from both current approximations are close to the simulation results when | x x 0 | > 2 t . Particularly, E x and H z components by our approximations and full-wave solver are almost identical even on the conductive strip. H x component by cosh approximation disagrees slightly with results from other methods that are due to the choice of the basis function; although such a disagreement is only observed on the conductive strip and everywhere else, they are in total agreement. The singular like behaviour of the H z near the edges of the strip is to make a closed loop of H field around the strip (also see Figure 3).
It is interesting to see that there is a drop in E y and a significant jump in H x field to satisfy the imposed boundary conditions. To understand this phenomena, we start by recalling that the ratio of E y and H x at distances far from the discontinuity is set by the characteristic impedance of the waveguide Z 0 = j ω μ γ 1 . For a WR90 waveguide at 10 G Hz , Z 0 is around 499 Ω . However, the conductivity of the strip dictates the ratios of the transverse components of E and H by enforcing (6). In Figure 6 and Figure 7, 1 | 2 σ s | is 353.53 Ω and 35.353 Ω , respectively. Therefore, comparing Figure 7 with Figure 6, a significant drop in E and also a larger jump in H x are needed to satisfy the boundary conditions in Figure 7.

5.3. Conductivity Estimation

In the following, we demonstrate how one can use the analytic results of Section 3 to measure the real and imaginary part of the conductivity of a thin strip. The measurement apparatus should basically include a vector network analyser and waveguides. The diagram in Figure 8 shows the required steps in a typical apparatus. For the uniform current approximation, Δ is found from
Δ = γ 1 j 4 ω μ 0 csc 2 π t a n = 1 , 3 , 1 n 2 sin 2 n π t a ,
while Δ , for cosh distribution, is:
Δ = γ 1 j 4 ω μ 0 I 1 2 n = 1 I n 2 .
We used the modelling results of the full-wave simulators (FEM and MoM) as the input to examine the measurement procedure. S-parameters from the modelling packages are fed into the Matlab®code to estimate the values of the conductivity based on the presented theory with uniform and cosh approximations. Figure 9 and Figure 10 illustrate the computed conductivity by our method for a conductive strip of 0.001 j 0.001 S m 1 and 0.01 j 0.01 S m 1 , respectively.
Generally, the theory presented in this paper is valid for the various positions of the conductive strip inside the waveguide and along its long side. When the strip is placed at the center of the guide, the maximum reflection from the strip occurs. The interaction with the fundamental mode is stronger with the conductive strip in the middle, which improves the dynamic range of the measurement method. Further investigations are needed to explore the accuracy and sensitivity of this method to various parameters in the apparatus.
To examine the method, conductivity of a material with σ s = 45 deg is swept over a range of 0.0001 S m 1 to 10,000 S m 1 . Reflection and transmission coefficients are plotted in Figure 11 at 10 GHz for a strip with a width of 2 t = 1 mm , which is placed at the centre of the waveguide. Both Γ and T change reasonably as long as the 10 4 σ s 10 2 S m 1 . On the other hand, they have minimal changes if the surface conductivity is out of the specified range (it is hard to measure the S 11 30 dB with current status quo). This method would be most instrumental to measure the surface conductivity of the materials in the above range.

6. Conclusions

In this paper, a method to measure the conductivity of thin layers is proposed which is based on the reflection and transmission of the T E modes in a rectangular waveguide. Other transmission–reflection methods need sample under test to cover the aperture of the waveguide; however, our method needs SUT to only cover a small portion of the cross section. An equivalent circuit of the problem is proposed which is of assistance for intuitive understanding. We provide analytic formulas for the reflection Γ and transmission T coefficients, and derive terms related to each component in the equivalent circuit. Distribution of the fields and currents over the SUT are also reported. The reflection and transmission coefficients from a resistive sheet are compared with S-parameters from the commercial software with FEM and MoM solvers. A reasonable agreement is observed for Γ and T coefficients, as well as fields and currents over the aperture.

Funding

This work was partly supported by the Australian Research Council grant DP130102098.

Acknowledgments

The author is grateful to Prof. David Thiel of Griffith University for pointing out this problem as well as fruitful discussions. The manuscript was also greatly benefited by suggestions of Trevor Bird of Antengenuity, as well as his simplified closed form formula for n = 1 , 3 , sin 2 n x / n 2 . Finally, the author thanks Mohammad Albooyeh of UC Irvine and Dr. Mehdi Sadatgol of MTU Houghton for quickly reviewing a draft of the manuscript.

Conflicts of Interest

The author declares no conflict of interest.

Appendix A. The Simplification of Series in Equation (21)

In Equation (21), we have a series in the form of:
S 2 ( x ) = n = 1 , 3 , 1 n 2 sin 2 n x ,
where x = ( π t / a ) . This series can be slow to converge under some conditions and it is useful to obtain a closed form solution. It is recognized that this series is the difference of two infinite series containing all terms. Thus:
S 2 ( x ) = n = 1 , 2 , 1 n 2 sin 2 n x 1 4 k = 1 , 2 , 1 n 2 sin 2 2 k x = S ( x ) 1 4 S ( 2 x ) ,
where S ( x ) is:
S ( x ) = n = 1 , 2 , 1 n 2 sin 2 n x .
Using 2 sin 2 z = 1 cos 2 z , we find S ( x ) :
S ( x ) = 1 2 n = 1 , 2 , 1 n 2 1 2 n = 1 , 2 , 1 n 2 cos 2 n x ,
where the first series is known as the Euler’s result [35]
n = 1 , 2 , 1 n 2 = π 2 6 .
The second series is looked up from the tables ([36], Section 1.443) with a change of variable of x 2 x with a restriction of 0 x π / 2 :
n = 1 , 2 , 1 n 2 cos 2 n x = π 2 6 π x + x 2 .
Therefore:
S = 1 2 π x x 2 .
Finally, using Equation (A7) twice in Equation (A2) results in
S 2 ( x ) = n = 1 , 3 , 1 n 2 sin 2 n x = π x 4 ,
where 0 x π / 2 .

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Sample Availability: Matlab codes to reproduce the figures are accessible via the Code Oceans®, https://doi.org/10.24433/CO.742c3ef5-4861-4d48-92a2-b2c45c669d3d; Simulation models to verify the modelling results are available via FigShare®, https://figshare.com/s/1116824ed2b8477319d2.
Figure 1. Geometry of the problem; thin strip of width 2 t inside the rectangular waveguide.
Figure 1. Geometry of the problem; thin strip of width 2 t inside the rectangular waveguide.
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Figure 2. Equivalent circuit for a conductive strip inside waveguide.
Figure 2. Equivalent circuit for a conductive strip inside waveguide.
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Figure 3. Currents on the conductive strip (xy plane).
Figure 3. Currents on the conductive strip (xy plane).
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Figure 4. Magnitude and phase of the reflection Γ and transmission coefficient T from a strip with σ = 0.001 j 0.001 S m 1 .
Figure 4. Magnitude and phase of the reflection Γ and transmission coefficient T from a strip with σ = 0.001 j 0.001 S m 1 .
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Figure 5. Magnitude and phase of the reflection Γ and transmission coefficient T from a strip with σ = 0.01 j 0.01 S m 1 .
Figure 5. Magnitude and phase of the reflection Γ and transmission coefficient T from a strip with σ = 0.01 j 0.01 S m 1 .
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Figure 6. Fields on the aperture of the waveguide and discontinuity of conductive strip. E field at z = 0 and H fields at z = 0 + with conductivity of strip set to σ = 0.001 j 0.001 S m 1 .
Figure 6. Fields on the aperture of the waveguide and discontinuity of conductive strip. E field at z = 0 and H fields at z = 0 + with conductivity of strip set to σ = 0.001 j 0.001 S m 1 .
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Figure 7. Fields on the aperture of the waveguide and discontinuity of conductive strip. E field at z = 0 and H fields at z = 0 + with conductivity of strip set to σ = 0.01 j 0.01 S m 1 .
Figure 7. Fields on the aperture of the waveguide and discontinuity of conductive strip. E field at z = 0 and H fields at z = 0 + with conductivity of strip set to σ = 0.01 j 0.01 S m 1 .
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Figure 8. The procedure to measure the conductivity by the proposed method.
Figure 8. The procedure to measure the conductivity by the proposed method.
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Figure 9. Estimated conductivity for a strip with surface conductivity of ( 0.001 j 0.001 ) S m 1 . The solid black line shows the expected value; (top) real part (bottom) imaginary part of surface conductivity.
Figure 9. Estimated conductivity for a strip with surface conductivity of ( 0.001 j 0.001 ) S m 1 . The solid black line shows the expected value; (top) real part (bottom) imaginary part of surface conductivity.
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Figure 10. Estimated conductivity for a strip with surface conductivity of ( 0.01 j 0.01 ) S m 1 . The solid black line shows the expected value; (top) real part; (bottom) imaginary part of surface conductivity.
Figure 10. Estimated conductivity for a strip with surface conductivity of ( 0.01 j 0.01 ) S m 1 . The solid black line shows the expected value; (top) real part; (bottom) imaginary part of surface conductivity.
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Figure 11. Variation of Γ and T coefficients with sweeping conductivity.
Figure 11. Variation of Γ and T coefficients with sweeping conductivity.
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Shahpari, M. Determination of Complex Conductivity of Thin Strips with a Transmission Method. Electronics 2019, 8, 21. https://doi.org/10.3390/electronics8010021

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Shahpari M. Determination of Complex Conductivity of Thin Strips with a Transmission Method. Electronics. 2019; 8(1):21. https://doi.org/10.3390/electronics8010021

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Shahpari, Morteza. 2019. "Determination of Complex Conductivity of Thin Strips with a Transmission Method" Electronics 8, no. 1: 21. https://doi.org/10.3390/electronics8010021

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