<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article article-type="research-article" dtd-version="2.3" xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Physiol.</journal-id>
<journal-title>Frontiers in Physiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Physiol.</abbrev-journal-title>
<issn pub-type="epub">1664-042X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1537537</article-id>
<article-id pub-id-type="doi">10.3389/fphys.2025.1537537</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Physiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Optimized measurement methods and systems for the dielectric properties of active biological tissues in the 10Hz-100&#xa0;MHz frequency range</article-title>
<alt-title alt-title-type="left-running-head">Shi et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fphys.2025.1537537">10.3389/fphys.2025.1537537</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Shi</surname>
<given-names>Yueying</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Bai</surname>
<given-names>Xiaoxiao</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2908801/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Jingrong</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wu</surname>
<given-names>Xinyu</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wang</surname>
<given-names>Lei</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2025160/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>School of Stomatology</institution>, <institution>Xi&#x2019;an Medical University</institution>, <addr-line>Xi&#x2019;an</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Institute of Medical Research</institution>, <institution>Northwestern Polytechnical University</institution>, <addr-line>Xi&#x2019;an</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1124244/overview">Zhanqi Zhao</ext-link>, Guangzhou Medical University, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1318302/overview">Mukesh Roy</ext-link>, Baptist Health South Florida, United States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1724560/overview">Carlos Marcuello</ext-link>, Instituto de Nanociencia y Materiales de Arag&#xf3;n (INMA), Spain</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Lei Wang, <email>bmewanglei@nwpu.edu.cn</email>
</corresp>
<fn fn-type="equal" id="fn001">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>30</day>
<month>01</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1537537</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>12</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>13</day>
<month>01</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Shi, Bai, Yang, Wu and Wang.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Shi, Bai, Yang, Wu and Wang</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The dielectric properties of active biological tissues within the 10Hz-100&#xa0;MHz frequency range contain rich information about tissue morphology and function. Accurately understanding the dielectric properties of active human tissues holds significant value for disease diagnosis and electromagnetic protection. However, accurately measuring these properties has been challenging due to factors such as electrode polarization and distribution parameters. This study has developed a dual-purpose measuring cell that supports both four-electrode and two-electrode impedance measurements. Leveraging this development, we have established a system and methodology that is well-suited for the dielectric property measurement of active biological tissues within the frequency range of 10Hz to 100&#xa0;MHz. Our measurements of dielectric properties in NaCl solutions of varying concentrations and pig liver tissues demonstrate the system&#x2019;s high accuracy and repeatability. For NaCl solutions, the maximum relative deviation is only 6.34%, with an average deviation of less than 1.5%. For pig liver tissues, the overall relative deviation is below 6%. Through the integration of the four-electrode and two-electrode measurement systems, we have successfully addressed the challenges of electrode polarization at low frequencies and the influence of distribution parameters at high frequencies, achieving a significant improvement in measurement accuracy across the spectrum.</p>
</abstract>
<kwd-group>
<kwd>dielectric properties</kwd>
<kwd>active biological tissue</kwd>
<kwd>10Hz-100&#xa0;MHz frequency range</kwd>
<kwd>dualpurpose measuring cell</kwd>
<kwd>electrode polarization</kwd>
<kwd>distributed parameters</kwd>
<kwd>measurement correction</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Biophysics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>The dielectric properties of biological tissues are the characteristics of how the tissues respond to an externally applied electromagnetic field and are intrinsic to the tissues when subjected to such fields (<xref ref-type="bibr" rid="B33">Wang et al., 2021</xref>). Conductivity and permittivity are the crucial parameters among these characteristics.</p>
<p>Since Hermann first discovered the electrical conduction properties of skeletal muscle in 1871, research on the dielectric properties of biological tissues has spanned over 140&#xa0;years. During this period, significant advancements were made, such as the Cole-Cole model for the dielectric properties of biological tissues introduced by the Cole brothers (<xref ref-type="bibr" rid="B4">Cole and Cole, 1941</xref>), and Schwan&#x2019;s understanding of the <inline-formula id="inf1">
<mml:math id="m1">
<mml:mrow>
<mml:mi mathvariant="normal">&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf2">
<mml:math id="m2">
<mml:mrow>
<mml:mi mathvariant="normal">&#x3b2;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, and <inline-formula id="inf3">
<mml:math id="m3">
<mml:mrow>
<mml:mi mathvariant="normal">&#x3b3;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> dispersions in the dielectric properties of biological tissues (<xref ref-type="bibr" rid="B26">Schwan, 1957</xref>). These studies greatly enhanced our understanding of the manifestations and mechanisms underlying the dielectric properties of biological tissues.</p>
<p>At present, the consensus among scholars is that the dielectric properties of biological tissues can be categorized into four distinct dispersion regions, <inline-formula id="inf4">
<mml:math id="m4">
<mml:mrow>
<mml:mi mathvariant="normal">&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf5">
<mml:math id="m5">
<mml:mrow>
<mml:mi mathvariant="normal">&#x3b2;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> , <inline-formula id="inf6">
<mml:math id="m6">
<mml:mrow>
<mml:mi mathvariant="normal">&#x3b3;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf7">
<mml:math id="m7">
<mml:mrow>
<mml:mi mathvariant="normal">&#x3b4;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> dispersions (<xref ref-type="bibr" rid="B8">Foster and Schwan, 1989</xref>; <xref ref-type="bibr" rid="B2">Braun, Schmollngruber, and Steinhauser, 2017</xref>; <xref ref-type="bibr" rid="B19">Liu et al., 2024</xref>). The <inline-formula id="inf8">
<mml:math id="m8">
<mml:mrow>
<mml:mi mathvariant="normal">&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> dispersion region (10&#xa0;Hz &#x223c; 10<sup>3</sup>&#xa0;Hz), where the dielectric properties are closely related to the diffusion of ions. In <inline-formula id="inf9">
<mml:math id="m9">
<mml:mrow>
<mml:mi mathvariant="normal">&#x3b2;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> dispersion region (10<sup>3</sup>&#xa0;Hz &#x223c; 10<sup>7</sup>&#xa0;Hz), the dielectric properties are primarily associated with the capacitive effect of cell membranes, especially the Maxwell-Wagner effect caused by polarization at the membrane surface. The <inline-formula id="inf10">
<mml:math id="m10">
<mml:mrow>
<mml:mi mathvariant="normal">&#x3b3;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> dispersion region (10<sup>7</sup>&#xa0;Hz &#x223c; 10<sup>10</sup>&#xa0;Hz) in which the dielectric properties are mainly caused by the dipole motion of large molecules and organelles within cells. In <inline-formula id="inf11">
<mml:math id="m11">
<mml:mrow>
<mml:mi mathvariant="normal">&#x3b4;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> dispersion region (&#x3e;10<sup>10</sup>&#xa0;Hz), the dielectric properties are mainly caused by the dipole motion of water molecules and other large molecular substances.</p>
<p>Hence, it is evident that the dielectric properties of biological tissues are intricately tied to the tissues&#x2019; morphology, structure, composition, and functional state. Some studies have found that the conductivity of liver cancer tissue is more than 20% higher than that of healthy tissue, primarily due to the increased water content in cancer cells, which has a higher conductivity (<xref ref-type="bibr" rid="B31">Wang et al., 2014</xref>; <xref ref-type="bibr" rid="B25">Prakash et al., 2015</xref>). Other studies have shown that ischemia can lead to an increase in brain tissue impedance by over 15%, closely related to the reduction of blood and cell swelling (<xref ref-type="bibr" rid="B14">Harting et al., 2010</xref>; <xref ref-type="bibr" rid="B30">Song et al., 2018</xref>). Understanding these relationships is crucial for advancing our knowledge of biological processes and developing medical applications that leverage these properties.</p>
<p>From the mechanisms discussed, it is clear that the dielectric properties within the frequency band below 100&#xa0;MHz are highly related to the morphological and structural information at both the tissue and cellular level. Accurately understanding the dielectric properties in this frequency range is crucial for variety of applications, including disease diagnosis (<xref ref-type="bibr" rid="B1">Awal et al., 2024</xref>), electromagnetic protection (<xref ref-type="bibr" rid="B13">Hamedani et al., 2022</xref>), electrical impedance imaging (<xref ref-type="bibr" rid="B15">Kaatze, 2013</xref>; <xref ref-type="bibr" rid="B17">Lee et al., 2021</xref>), and disease treatment (<xref ref-type="bibr" rid="B11">Gaynor, Hagberg, and Gurfein, 2018</xref>). However, although the dielectric properties of biological tissues in the higher frequency range, particularly in the microwave frequency range show a high degree of consistency in their results (<xref ref-type="bibr" rid="B9">Gabriel and Peyman, 2006</xref>; <xref ref-type="bibr" rid="B23">Peyman et al., 2007</xref>; <xref ref-type="bibr" rid="B22">Peyman, 2011</xref>; <xref ref-type="bibr" rid="B20">Naqvi et al., 2021</xref>), the dielectric properties in the lower frequency range (<inline-formula id="inf12">
<mml:math id="m12">
<mml:mrow>
<mml:mi mathvariant="normal">&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf13">
<mml:math id="m13">
<mml:mrow>
<mml:mi mathvariant="normal">&#x3b2;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> dispersion region) continue to be a focus of ongoing research and debate.</p>
<p>In addition to the source and nature of the samples, a key factor contributing to this outcome is the measurement method. The selection of an appropriate measurement technique is essential for achieving consistent results. Techniques such as the open-ended coaxial probe method (<xref ref-type="bibr" rid="B16">La Gioia et al., 2018</xref>), the Transmission/Reflection line method (<xref ref-type="bibr" rid="B29">Smith et al., 2024</xref>), and the Resonant Technique (<xref ref-type="bibr" rid="B3">Choi et al., 2022</xref>) each have their limitations, especially at lower frequencies, where factors like electrode polarization and tissue impedance can introduce considerable variability in the measurements (<xref ref-type="bibr" rid="B28">Shetty et al., 2020</xref>).</p>
<p>Impedance measurement method is a technique used to measure the impedance of biological tissues within the mid-low frequency band, mainly employing two-electrode and four-electrode method. Each of these methods comes with its own set of advantages and limitations. The two-electrode method utilizes the same pair of electrodes for both current application and voltage measurement. This can lead to inaccuracies, particularly in the <inline-formula id="inf14">
<mml:math id="m14">
<mml:mrow>
<mml:mi mathvariant="normal">&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> dispersion region, due to the influence of contact impedance and the electrode resistance on the measurement results (<xref ref-type="bibr" rid="B5">Dai, Xue, and Zhang, 2014</xref>; <xref ref-type="bibr" rid="B18">Lee et al., 2022</xref>). The four-electrode method uses two separate pairs of electrodes-one for applying a known current and the other for voltage measurement. This approach helps to minimize the contact impedance and electrode resistance. However, distributed parameters include inductance and capacitance can affect the performance of the measurement circuit, especially in the radio frequency band (<inline-formula id="inf15">
<mml:math id="m15">
<mml:mrow>
<mml:mi mathvariant="normal">&#x3b2;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> dispersion region) (<xref ref-type="bibr" rid="B24">Pradhan et al., 2021</xref>; <xref ref-type="bibr" rid="B27">Sekine, 2020</xref>).</p>
<p>In summary, electrode polarization and distributed parameter issues are key factors affecting the dielectric property measurements of biological tissues in the <inline-formula id="inf16">
<mml:math id="m16">
<mml:mrow>
<mml:mi mathvariant="normal">&#x3b1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf17">
<mml:math id="m17">
<mml:mrow>
<mml:mi mathvariant="normal">&#x3b2;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> dispersion regions. A challenge in this field is how to suppress the electrode polarization effects in the low-frequency band and control the distributed parameter effects in the radio frequency band while maintaining tissue viability, in order to accurately measure the dielectric properties of tissues.</p>
<p>This study introduces a novel measurement method that integrates the four-electrode and two-electrode approaches to measure the dielectric properties of biological tissues in the frequency range of 10&#xa0;Hz&#x2013;100&#xa0;MHz. A two/four-electrode dual-purpose measuring cell has been developed to enable rapid switching between the four-electrode and two-electrode methods. The four-electrode method was used to measure the impedance below 1&#xa0;MHz to eliminate the polarization effects of the electrodes and contact resistance. The two-electrode method was used to measure the impedance above 1&#xa0;MHz to eliminate the effect of stray capacitance and inductance.</p>
<p>By combining these two methods, this novel measurement technique adeptly tackles the challenges posed by electrode polarization and distributed parameters. It ensures uniformity in measurement conditions, which is paramount for enhancing the precision of dielectric property measurements. Moreover, this approach provides a more nuanced and detailed view of the dielectric behavior of biological tissues across a wide range of frequencies. It allows researchers to capture the complex interactions between electrical fields and biological matter with greater accuracy, which is crucial for applications in medicine, biotechnology, and other fields where understanding tissue dielectric properties is key.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Two/four-electrode dual-purpose measuring cell</title>
<p>We have designed a cylindrical dielectric property measuring cell tailored for biological soft tissues, as shown in <xref ref-type="fig" rid="F1">Figure 1</xref>, to meet the requirements of both two-electrode and four-electrode methods. The measuring cell is made of transparent organic glass, with the inner diameter is 5mm, the outer diameter is 8mm, and the length is 15&#xa0;mm. At both ends, two circular silver electrodes with a thickness of 0.4&#xa0;mm are fixed to the organic glass box cover and can be conveniently removed with the cover for filling the tissue to be measured or for cleaning.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Two/four-electrode dual-purpose measuring cell.</p>
</caption>
<graphic xlink:href="fphys-16-1537537-g001.tif"/>
</fig>
<p>An O-ring made of rubber is placed between the box cover and the box body to prevent leakage. Two annular silver electrodes with a thickness of 0.4&#xa0;mm are embedded in the middle section of the box, with the inner side of the rings maintaining the same cylindrical surface as the inner cavity of the box. The two annular electrodes are spaced 7.5&#xa0;mm apart. The box body features two round holes with a diameter of 1mm, which can be used for liquid injection and gas release.</p>
<p>During dielectric property measurements, the excitation signal is injected through the two circular electrodes at the ends, and the response signal can be directly measured from these two electrodes (two-electrode method), or it can be measured through the intermediate annular electrodes embedded in the box (four-electrode method).</p>
<p>Before measuring, it is necessary to immerse the electrodes in 75% medical alcohol for more than 10&#xa0;min to perform sterilization. Then, soak them in saline solution for more than 30&#xa0;min to maintain a relatively stable polarization state of the electrodes. This procedure ensures that the electrodes are clean and free from contaminants that could affect the accuracy of the measurements, and it helps to stabilize the electrode polarization, which is crucial for obtaining consistent and reliable results in dielectric property measurements.</p>
</sec>
<sec id="s2-2">
<title>2.2 Four-electrode system for dielectric property measurement</title>
<p>The four-electrode measurement system presented in <xref ref-type="fig" rid="F2">Figure 2</xref>, comprises a Solartron 1260A frequency response analyzer and a Solartron 1,294 impedance measurement interface (Schlumberger, United Kingdom). The excitation terminals of the Solartron 1,294 are connected to the circular electrodes at both ends of the measuring cell, while the measurement terminals are connected to the annular electrodes in the middle section of the cell (<xref ref-type="fig" rid="F2">Figure 2B</xref>). The entire process of sample installation and measurement is conducted in an infant incubator to maintain a stable temperature (37&#xb0;C) and humidity (90%) environment within 30&#xa0;min.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Four-electrode system for dielectric property measurement. <bold>(A)</bold> Measuring cell. <bold>(B)</bold> The measuring cell is placed on a measuring board which serves as the bridge connecting the measuring cell and the impedance measurement system. <bold>(C)</bold> The measuring board and the measuring cell are placed inside an infant incubator and connected to the impedance measurement system.</p>
</caption>
<graphic xlink:href="fphys-16-1537537-g002.tif"/>
</fig>
<p>The system is connected to the main control computer via USB-GPIB, and measurement methods and parameter settings are selected and configured using the Zplot measurement software. This software allows for the measurement of the real part, imaginary part, modulus, and phase of the complex impedance of the target under test. Additionally, these parameters can be mathematically converted into equivalent capacitance and admittance of the target and saved to the computer.</p>
<p>Due to the significant impact of the distributed parameters of electrode leads at high frequencies, this system is primarily used for dielectric property measurements in the frequency range of 1Hz to 1&#xa0;MHz. Since the Solartron 1,294 impedance measurement interface supports true differential four-terminal connections, it has high input impedance and sensitivity to both voltage and current. Therefore, this system can more effectively suppress the influence of high electrode impedance caused by electrode polarization, achieving high-precision measurements in the low frequencies.</p>
</sec>
<sec id="s2-3">
<title>2.3 Two-electrode system for dielectric property measurement</title>
<p>As shown in <xref ref-type="fig" rid="F3">Figure 3</xref>, the two-electrode measurement system is primarily based on the Agilent 4294A Impedance Analyzer (Agilent Technologies, United States). The Agilent 42942A Terminal Adapter is used to transform the four-terminal configuration of the impedance analyzer&#x2019;s measurement ends into a 7&#xa0;mm two-terminal configuration (<xref ref-type="fig" rid="F3">Figure 3A</xref>). The Agilent 16092A clamp serves as the interface to connect the circular electrodes at both ends of the dual-purpose measuring cell to the measurement system. The Agilent 16092A clamp, along with the measuring cell, is installed together in a temperature-controlled incubator to maintain the sample temperature (37&#xb0;C). The system is connected to the main control computer via GBIP, and Intuilink software is integrated within Office software, allowing measurement data to be imported into Excel for analysis (<xref ref-type="fig" rid="F3">Figure 3B</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Tour-electrode system for dielectric property measurement. <bold>(A)</bold> The Agilent 16092A clamp along with the measuring cell is connected to the Agilent 42942A Terminal Adapter. <bold>(B)</bold> The measuring cell placed in a temperature-controlled incubator is connected to the Agilent 4294A Impedance Analyzer.</p>
</caption>
<graphic xlink:href="fphys-16-1537537-g003.tif"/>
</fig>
<p>The two-electrode measurement system is used to measure the real and imaginary parts of the impedance of biological tissues in the frequency range of 40Hz to 100&#xa0;MHz. Then mathematically convert them into equivalent conductance and capacitance. Before measurement, Agilent 42942A and Agilent 16092A are calibrated with standard calibration terminals provided by the manufacturer to ensure accuracy and reliability of the data obtained.</p>
</sec>
<sec id="s2-4">
<title>2.4 Measurement error correction and dielectric parameter extraction</title>
<p>In dielectric property measurements, there are some sources of systematic error, including the dimensions of the measuring cell, the nonlinearity of the measuring instruments, and the distributed parameters of electrodes and connecting wires. To improve the accuracy of the measurements, these errors need to be corrected. Corrections for both four-electrode and two-electrode methods are based on the 12.88&#xa0;m/cm (25&#xb0;C) standard conductivity solution produced by Mettler Toledo.</p>
<sec id="s2-4-1">
<title>2.4.1 Four-electrode method measurement correction</title>
<p>Recognizing that the impact of distributed parameters is less significant in the low-frequency band, the systematic errors are primarily due to deviations in the dimensions of the measuring cell and the nonlinearity of the measuring systems.</p>
<p>Therefore, following the method of Gabriel et al. (<xref ref-type="bibr" rid="B10">Gabriel, Peyman, and Grant, 2009</xref>), we use the ratio of the nominal value to the measured value of a standard conductivity solution to determine the measuring cell constant (<inline-formula id="inf18">
<mml:math id="m18">
<mml:mrow>
<mml:mi mathvariant="normal">K</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>), and correct the measurement results accordingly.<disp-formula id="equ1">
<mml:math id="m19">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">&#x3c3;</mml:mi>
<mml:mrow>
<mml:mi mathvariant="bold-italic">m</mml:mi>
<mml:mi mathvariant="bold-italic">e</mml:mi>
<mml:mi mathvariant="bold-italic">a</mml:mi>
<mml:mi mathvariant="bold-italic">s</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi mathvariant="bold-italic">&#x3c9;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi mathvariant="bold-italic">&#x3c3;</mml:mi>
<mml:mrow>
<mml:mi mathvariant="bold-italic">r</mml:mi>
<mml:mi mathvariant="bold-italic">a</mml:mi>
<mml:mi mathvariant="bold-italic">w</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi mathvariant="bold-italic">&#x3c9;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi mathvariant="bold-italic">K</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi mathvariant="bold-italic">&#x3c9;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula id="equ2">
<mml:math id="m20">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">&#x3b5;</mml:mi>
<mml:mrow>
<mml:mi mathvariant="bold-italic">r</mml:mi>
<mml:mi mathvariant="bold-italic">e</mml:mi>
<mml:mi mathvariant="bold-italic">a</mml:mi>
<mml:mi mathvariant="bold-italic">l</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi mathvariant="bold-italic">&#x3c9;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mo>&#x22C5;</mml:mo>
<mml:mi mathvariant="bold-italic">K</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi mathvariant="bold-italic">&#x3c9;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">&#x3b5;</mml:mi>
<mml:mrow>
<mml:mi mathvariant="bold-italic">m</mml:mi>
<mml:mi mathvariant="bold-italic">e</mml:mi>
<mml:mi mathvariant="bold-italic">a</mml:mi>
<mml:mi mathvariant="bold-italic">s</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi mathvariant="bold-italic">&#x3c9;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi mathvariant="bold-italic">I</mml:mi>
<mml:mi mathvariant="bold-italic">m</mml:mi>
<mml:mo>&#x22C5;</mml:mo>
<mml:mi mathvariant="bold-italic">K</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi mathvariant="bold-italic">&#x3c9;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="bold-italic">&#x3c9;</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="bold-italic">R</mml:mi>
<mml:mi mathvariant="bold-italic">e</mml:mi>
</mml:mrow>
<mml:mn mathvariant="bold">2</mml:mn>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="bold-italic">I</mml:mi>
<mml:mi mathvariant="bold-italic">m</mml:mi>
</mml:mrow>
<mml:mn mathvariant="bold">2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x22C5;</mml:mo>
<mml:msub>
<mml:mi mathvariant="bold-italic">&#x3b5;</mml:mi>
<mml:mrow>
<mml:mi mathvariant="bold-italic">m</mml:mi>
<mml:mi mathvariant="bold-italic">e</mml:mi>
<mml:mi mathvariant="bold-italic">a</mml:mi>
<mml:mi mathvariant="bold-italic">s</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi mathvariant="bold-italic">&#x3c9;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>Where, <inline-formula id="inf19">
<mml:math id="m21">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">&#x3c3;</mml:mi>
<mml:mtext>meas</mml:mtext>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf20">
<mml:math id="m22">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">&#x3c3;</mml:mi>
<mml:mtext>raw</mml:mtext>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are the measured conductivity and standard conductivity, respectively. <inline-formula id="inf21">
<mml:math id="m23">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">&#x3b5;</mml:mi>
<mml:mtext>real</mml:mtext>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the corrected value of measured permittivity <inline-formula id="inf22">
<mml:math id="m24">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">&#x3b5;</mml:mi>
<mml:mtext>raw</mml:mtext>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. The coefficient <inline-formula id="inf23">
<mml:math id="m25">
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>I</mml:mi>
<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>&#x3c9;</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:msup>
<mml:mi>e</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>I</mml:mi>
<mml:msup>
<mml:mi>m</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</inline-formula> is the equivalent capacitance of the tested object which can be obtained through the impedance measurement instrument or through the calculation using an equivalent circuit model. Re and Im are the real part and imaginary part of measured impedance at angle frequency <inline-formula id="inf24">
<mml:math id="m26">
<mml:mrow>
<mml:mi>&#x3c9;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>.</p>
</sec>
<sec id="s2-4-2">
<title>2.4.2 Two-electrode method measurement correction</title>
<p>The two-electrode method developed in this study has reduced the stray capacitance caused by electrode leads using specialized adapters and clamps. Moreover, the impact of distributed parameters has been further minimized through internal calibration of the instrument before measurement. However, in actual measurement, stray capacitance caused by the leakage of electrical lines from wires and the electrodes at both ends of the measuring cell, as well as the residual inductance of the connecting wires, still impact measurements in high-frequency range. Therefore, based on the equivalent circuit model shown in <xref ref-type="fig" rid="F4">Figure 4</xref>, we have developed the following correction method.<disp-formula id="equ3">
<mml:math id="m27">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mi mathvariant="bold-italic">s</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mi mathvariant="bold-italic">i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mn mathvariant="bold">1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mi mathvariant="bold-italic">&#x3c9;</mml:mi>
<mml:mn mathvariant="bold">2</mml:mn>
</mml:msup>
<mml:msub>
<mml:mi mathvariant="bold-italic">L</mml:mi>
<mml:mi mathvariant="bold-italic">r</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mi mathvariant="bold-italic">i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi mathvariant="bold-italic">L</mml:mi>
<mml:mi mathvariant="bold-italic">r</mml:mi>
</mml:msub>
<mml:msup>
<mml:msub>
<mml:mi mathvariant="bold-italic">G</mml:mi>
<mml:mi mathvariant="bold-italic">i</mml:mi>
</mml:msub>
<mml:mn mathvariant="bold">2</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mn mathvariant="bold">1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mi mathvariant="bold-italic">&#x3c9;</mml:mi>
<mml:mn mathvariant="bold">2</mml:mn>
</mml:msup>
<mml:msub>
<mml:mi mathvariant="bold-italic">L</mml:mi>
<mml:mi mathvariant="bold-italic">r</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mi mathvariant="bold-italic">i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn mathvariant="bold">2</mml:mn>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi mathvariant="bold-italic">&#x3c9;</mml:mi>
<mml:msub>
<mml:mi mathvariant="bold-italic">L</mml:mi>
<mml:mi mathvariant="bold-italic">r</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi mathvariant="bold-italic">G</mml:mi>
<mml:mi mathvariant="bold-italic">i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn mathvariant="bold">2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mi mathvariant="bold-italic">r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula id="equ4">
<mml:math id="m28">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">G</mml:mi>
<mml:mi mathvariant="bold-italic">s</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:msub>
<mml:mi mathvariant="bold-italic">G</mml:mi>
<mml:mi mathvariant="bold-italic">i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mn mathvariant="bold">1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mi mathvariant="bold-italic">&#x3c9;</mml:mi>
<mml:mn mathvariant="bold">2</mml:mn>
</mml:msup>
<mml:msub>
<mml:mi mathvariant="bold-italic">L</mml:mi>
<mml:mi mathvariant="bold-italic">r</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mi mathvariant="bold-italic">i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn mathvariant="bold">2</mml:mn>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:mi mathvariant="bold-italic">&#x3c9;</mml:mi>
<mml:msub>
<mml:mi mathvariant="bold-italic">L</mml:mi>
<mml:mi mathvariant="bold-italic">r</mml:mi>
</mml:msub>
<mml:msub>
<mml:mi mathvariant="bold-italic">G</mml:mi>
<mml:mi mathvariant="bold-italic">i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn mathvariant="bold">2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>Where, <inline-formula id="inf25">
<mml:math id="m29">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf26">
<mml:math id="m30">
<mml:mrow>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are the equivalent parallel capacitance and conductance, respectively. <inline-formula id="inf27">
<mml:math id="m31">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf28">
<mml:math id="m32">
<mml:mrow>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> represent the measured capacitance and conductance, respectively. <inline-formula id="inf29">
<mml:math id="m33">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf30">
<mml:math id="m34">
<mml:mrow>
<mml:msub>
<mml:mi>L</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are the stray capacitance and residual inductance, respectively. Stray capacitance <inline-formula id="inf31">
<mml:math id="m35">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> can be calculated using measurements from two or more known dielectric materials (in this study, distilled water and air are used) as follows:<disp-formula id="equ5">
<mml:math id="m36">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mi mathvariant="bold-italic">r</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mrow>
<mml:mi mathvariant="bold-italic">a</mml:mi>
<mml:mi mathvariant="bold-italic">i</mml:mi>
<mml:mi mathvariant="bold-italic">r</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">H</mml:mi>
<mml:mn mathvariant="bold">2</mml:mn>
</mml:msub>
<mml:mi mathvariant="bold-italic">O</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mrow>
<mml:mi mathvariant="bold-italic">a</mml:mi>
<mml:mi mathvariant="bold-italic">i</mml:mi>
<mml:mi mathvariant="bold-italic">r</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">&#x3b5;</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">H</mml:mi>
<mml:mn mathvariant="bold">2</mml:mn>
</mml:msub>
<mml:mi mathvariant="bold-italic">O</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi mathvariant="bold-italic">&#x3b5;</mml:mi>
<mml:mrow>
<mml:mi mathvariant="bold-italic">a</mml:mi>
<mml:mi mathvariant="bold-italic">i</mml:mi>
<mml:mi mathvariant="bold-italic">r</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>Where, <inline-formula id="inf32">
<mml:math id="m37">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf33">
<mml:math id="m38">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>H</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mi>O</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are the equivalent capacitance between the two excitation electrodes of the measuring cell when the box is filled with air and distilled water, respectively. <inline-formula id="inf34">
<mml:math id="m39">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b5;</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>H</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mi>O</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> represents the relative permittivity of air at 37&#xb0;C is approximately 1, and <inline-formula id="inf35">
<mml:math id="m40">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b5;</mml:mi>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> represents the relative permittivity of distilled water is approximately 78.36. Residual inductance <inline-formula id="inf36">
<mml:math id="m41">
<mml:mrow>
<mml:msub>
<mml:mi>L</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> can be calculated by the following equation:<disp-formula id="equ6">
<mml:math id="m42">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">L</mml:mi>
<mml:mi mathvariant="bold-italic">r</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mi mathvariant="bold-italic">s</mml:mi>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mi mathvariant="bold-italic">r</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi mathvariant="bold-italic">C</mml:mi>
<mml:mrow>
<mml:mi mathvariant="bold-italic">i</mml:mi>
<mml:mn mathvariant="bold">0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:msup>
<mml:msub>
<mml:mi mathvariant="bold-italic">G</mml:mi>
<mml:mrow>
<mml:mi mathvariant="bold-italic">i</mml:mi>
<mml:mn mathvariant="bold">0</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mn mathvariant="bold">2</mml:mn>
</mml:msup>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>Where, <inline-formula id="inf37">
<mml:math id="m43">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf38">
<mml:math id="m44">
<mml:mrow>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are the measured capacitance and conductance of a standard conductivity solution at low frequencies.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Distributed parameter equivalent circuit.</p>
</caption>
<graphic xlink:href="fphys-16-1537537-g004.tif"/>
</fig>
</sec>
</sec>
<sec id="s2-5">
<title>2.5 Experimental method</title>
<sec id="s2-5-1">
<title>2.5.1 Dielectric property measurement of NaCl</title>
<p>At 37&#xb0;C, NaCl solutions with concentrations of 0.01, 0.03, 0.05, and 0.07 Mol/L were prepared using distilled water and analytical-grade NaCl. Each solution was prepared to a volume of 500 mL. A portion of each solution was used to thoroughly rinse the measuring cell and electrodes, followed by an immersion of the cell and electrodes for over 30&#xa0;min to stabilize. Thereafter, the measuring cell was filled with a NaCl solution of the same concentration as the rinsing and soaking solutions. The measurement results were corrected based on the calibration parameters.</p>
</sec>
<sec id="s2-5-2">
<title>2.5.2 Dielectric property measurement of porcine liver</title>
<p>At 37&#xb0;C, the measuring cell is thoroughly rinsed and soaked in physiological saline for over 30&#xa0;min. The experimental subject is a 10&#xa0;kg (45 days old) pig, sourced from the Laboratory Animal Center of the Fourth Military Medical University, China. All experiments were approved by the Ethics Committee of the Fourth Military Medical University (approval no. FMMU-E-III-001 (1), 2007).</p>
<p>Following routine anesthesia, the pig is securely positioned supine on the dissection table. Under sterile conditions, the abdominal cavity is opened along the midline below the xiphoid process to expose the liver. Vessels are clamped with hemostatic forceps in the direction of the porta to block blood supply. Subsequently, the left lobe of the liver is meticulously excised. Six adjacent samples are then cut along the same direction, trimmed and moistened with physiological saline.</p>
<p>The length of these samples is 15mm, which is consistent with the length of the measuring cell. The width and height are both 5mm, which are consistent with the inner diameter of the measuring cell. This tailored fit not only facilitates the quick and easy loading of samples into the measurement cell but also ensures that the samples fill the cell completely without any gaps, thereby minimizing measurement errors. Then, all the samples were filled into six measuring cells for measurement. All operations are controlled within 30&#xa0;min starting from the clamping of the blood supply to reduce tissue degradation and ensure the freshness and viability of the samples. Finally, the measured results were corrected based on the calibration parameters.</p>
</sec>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>3 Results</title>
<sec id="s3-1">
<title>3.1 Optimal frequency range of the four-electrode and the two-electrode methods</title>
<p>The dielectric properties of the measured material were obtained using the four-electrode method for the frequency range of 10Hz to 1&#xa0;MHz and the two-electrode method for the frequency range of 40Hz to 100&#xa0;MHz. To verify the accuracy of the results and the valid frequency range of the measured data, we analyzed the conductivity of NaCl solutions at 0.01 Mol/L and 0.05 Mol/L, as well as the conductivity and permittivity of the porcine liver tissue.</p>
<p>
<xref ref-type="fig" rid="F5">Figures 5A, B</xref> present the measurement results and theoretical calculations for the conductivity of NaCl solutions. It can be observed that the conductivity measured via the four-electrode method below 1&#xa0;MHz closely aligns with theoretical values. The conductivity measured via the two-electrode method above 10&#xa0;kHz shows close agreement with theoretical values, while significant deviations are observed below 10&#xa0;kHz, with the deviation increasing rapidly as the frequency decreases. This suggests that the measurements using two-electrode method in this frequency range are greatly affected by electrode polarization, leading to poor credibility of the results.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Conductivity and permittivity measured using the four-electrode and two-electrode methods. <bold>(A)</bold> Conductivity of 0.01 Mol/L NaCl solution, <bold>(B)</bold> Conductivity of 0.05 Mol/L NaCl solution, <bold>(C)</bold> Conductivity of porcine liver tissue, <bold>(D)</bold> Permittivity of porcine liver tissue.</p>
</caption>
<graphic xlink:href="fphys-16-1537537-g005.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F5">Figures 5C, D</xref> shows the measured conductivity and permittivity of porcine liver tissue. Below 4&#xa0;kHz, due to the influence of contact impedance, the conductivity measured by the two-electrode method is lower than that measured by the four-electrode method. While the permittivity measured by the two-electrode method exceeds that obtained by the four-electrode method, with the difference widening as the frequency decreases. Above 400&#xa0;kHz, the conductivity and permittivity measured by the four-electrode method begin to deviate from those obtained by the two-electrode method due to the impact of distributed parameters. Between 4&#xa0;kHz and 400&#xa0;kHz, and particularly within the frequency range of 50&#xa0;kHz&#x2013;200&#xa0;kHz, there is a complete concordance between the results from both measurement methods.</p>
<p>Given the insights from our study, we have established the following guidelines for determining the dielectric properties of the target in our future research. For frequencies below 50&#xa0;kHz, we will rely on the measurement results from the four-electrode method. This decision is informed by the pronounced effects of contact impedance at these lower frequencies, which can significantly bias the results from the two-electrode method, leading to lower conductivity and higher permittivity.</p>
<p>For frequencies ranging from 50&#xa0;kHz to 200&#xa0;kHz, we will utilize a weighted average of the measurements from both the four-electrode and two-electrode methods. This approach is justified by the fact that, within this frequency band, both methods provide consistent results. By using a weighted average, we can leverage the combined precision and reliability of both techniques, thereby enhancing the overall accuracy of our dielectric property determinations.</p>
<p>For frequencies above 200&#xa0;kHz, we will rely on the measurement results from the two-electrode method. This decision stems from the observation that the four-electrode method&#x2019;s measurements begin to deviate from those of the two-electrode method at these higher frequencies. The deviation is likely attributed to the effects of distributed parameters, which can impair the accuracy of the four-electrode method&#x2019;s readings.</p>
</sec>
<sec id="s3-2">
<title>3.2 Measurement results of NaCl solution</title>
<p>Following the established protocols, we have determined the conductivities of NaCl solutions with concentrations of 0.01, 0.03, 0.05, and 0.07 Mol/L. <xref ref-type="fig" rid="F6">Figure 6</xref> depicts the frequency-dependent variation of both the measured and theoretical conductivity values for these four NaCl solutions. Notably, the comparison indicates a high degree of correspondence between the measured and theoretical values.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Theoretical and measured conductivity values of NaCl solutions with different concentrations.</p>
</caption>
<graphic xlink:href="fphys-16-1537537-g006.tif"/>
</fig>
<p>Furthermore, the average standard deviations for the four different concentrations were 1.76 &#xd7; 10<sup>&#x2212;3</sup>, 2.68 &#xd7; 10<sup>&#x2212;3</sup>, 4.66 &#xd7; 10<sup>&#x2212;3</sup>, and 5.95 &#xd7; 10<sup>&#x2212;3</sup>, representing 1.79%, 0.92%, 0.96%, and 0.88% of the mean values, respectively. Given that the measurement samples of the same concentration all came from the same solution and that sodium chloride solutions can maintain their chemical stability at 37&#xb0;C, the average standard deviations were mainly attributed to the measurement system and method. This minimal variability suggested the high stability and accuracy of our measurement system and methods.</p>
<p>Relative error <inline-formula id="inf39">
<mml:math id="m45">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">E</mml:mi>
<mml:mi mathvariant="normal">r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> was used to evaluate the accuracy of our methods for determining tissue conductivity across different measurement frequency ranges. Relative error quantifies the discrepancy between measured values and theoretical values, providing insight into measurement accuracy.<disp-formula id="equ7">
<mml:math id="m46">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">E</mml:mi>
<mml:mi mathvariant="bold-italic">r</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">f</mml:mi>
<mml:mi mathvariant="bold-italic">i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mfenced open="|" close="|" separators="&#x7c;">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">&#x3c3;</mml:mi>
<mml:mi mathvariant="bold-italic">m</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">f</mml:mi>
<mml:mi mathvariant="bold-italic">i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi mathvariant="bold-italic">&#x3c3;</mml:mi>
<mml:mi mathvariant="bold-italic">t</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">f</mml:mi>
<mml:mi mathvariant="bold-italic">i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">&#x3c3;</mml:mi>
<mml:mi mathvariant="bold-italic">t</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="&#x7c;">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">f</mml:mi>
<mml:mi mathvariant="bold-italic">i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#xd7;</mml:mo>
<mml:mn mathvariant="bold">100</mml:mn>
<mml:mo>%</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
</p>
<p>Where, <inline-formula id="inf40">
<mml:math id="m47">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>m</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf41">
<mml:math id="m48">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3c3;</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> represent measured and theoretical conductivity at the measured frequency <inline-formula id="inf42">
<mml:math id="m49">
<mml:mrow>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, respectively. The average and maximum value of <inline-formula id="inf43">
<mml:math id="m50">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are shown in <xref ref-type="table" rid="T1">Table 1</xref>. NaCl solution with concentrations of 0.01 Mol/L exhibits the highest average relative error <inline-formula id="inf44">
<mml:math id="m51">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>v</mml:mi>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and maximum relative error <inline-formula id="inf45">
<mml:math id="m52">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi mathvariant="italic">max</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, peaking at 1.46% and 6.34%. With an increase in the concentration of NaCl solutions, both <inline-formula id="inf46">
<mml:math id="m53">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>v</mml:mi>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf47">
<mml:math id="m54">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi mathvariant="italic">max</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> progressively diminish, dropping to 0.47% and 1.27% when the solution concentration reaches 0.07 Mol/L. This might be attributed to the ions in the solution. At lower concentrations, fewer ions are available, resulting in a weaker signal and greater susceptibility to various interfering factors, which in turn leads to a larger <inline-formula id="inf48">
<mml:math id="m55">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. As the concentration increases, the ion count rises, enhancing the signal and consequently reducing the <inline-formula id="inf49">
<mml:math id="m56">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. The regression coefficients <inline-formula id="inf50">
<mml:math id="m57">
<mml:mrow>
<mml:msup>
<mml:mi>R</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> for the four concentrations of sodium chloride solution are all above 0.98, indicating an exceptionally strong linear relationship between the measured values and the theoretical values. This suggests that the experimental data is highly reliable and accurate.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Average and maximum relative errors between measured and theoretical conductivity of NaCl solutions with different concentrations.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Concentration (Mol/L)</th>
<th align="center">Average relative error <inline-formula id="inf51">
<mml:math id="m58">
<mml:mrow>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>v</mml:mi>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> (%)</th>
<th align="center">Maximum relative error <inline-formula id="inf52">
<mml:math id="m59">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">E</mml:mi>
<mml:mrow>
<mml:mi mathvariant="normal">r</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi>max</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> (%)</th>
<th align="center">Regression coefficient <inline-formula id="inf53">
<mml:math id="m60">
<mml:mrow>
<mml:msup>
<mml:mi>R</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">0.01</td>
<td align="center">1.46</td>
<td align="center">6.34</td>
<td align="center">0.9876</td>
</tr>
<tr>
<td align="center">0.03</td>
<td align="center">0.85</td>
<td align="center">3.01</td>
<td align="center">0.9916</td>
</tr>
<tr>
<td align="center">0.05</td>
<td align="center">0.48</td>
<td align="center">1.75</td>
<td align="center">0.9971</td>
</tr>
<tr>
<td align="center">0.07</td>
<td align="center">0.47</td>
<td align="center">1.27</td>
<td align="center">0.9983</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-3">
<title>3.3 Measurement results of porcine liver tissue</title>
<p>
<xref ref-type="fig" rid="F7">Figures 7A, B</xref> display the measured conductivity and permittivity of six porcine liver tissue samples, while <xref ref-type="fig" rid="F7">Figure 7C</xref> summarizes the mean value and standard deviation for both conductivity and permittivity. Notably, the dielectric properties of these samples are found to be close to each other. To assess the consistency of these measurements, we calculated the relative deviation (standard deviation as a percentage of the mean) for conductivity across all six samples at each frequency (<xref ref-type="fig" rid="F7">Figure 7D</xref>). The observed deviations, ranging from 3% to 6%, which is relatively small, indicating good repeatability of our measurement method. This consistency suggests that the method is reliable for accurately determining the dielectric properties of the tissue.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Variation of <bold>(A)</bold> conductivity, <bold>(B)</bold> permittivity, <bold>(C)</bold> the mean value and standard deviation for these properties, and <bold>(D)</bold> the coefficient of variation with measurement frequency for porcine liver tissues.</p>
</caption>
<graphic xlink:href="fphys-16-1537537-g007.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>4 Discussion</title>
<p>The dielectric properties of biological tissues within the frequency range of 10&#xa0;Hz&#x2013;100&#xa0;MHz are intricately linked to tissue types, functional states, and the morphological structure of cells and organelles. These properties are crucial for their significant potential in biomedical research and clinical practice. This study has developed a novel standardized method for measuring the dielectric properties of active biological tissues in the frequency range of 10&#xa0;Hz&#x2013;100&#xa0;MHz. Our method is designed to significantly reduce the effects of electrode polarization and the influence of distributed parameters, thereby enhancing the accuracy and reliability of the measurement outcomes.</p>
<sec id="s4-1">
<title>4.1 The advantage of the measuring cell</title>
<p>The measuring cell designed in this study is a novel approach that addresses specific challenges associated with <italic>in vivo</italic> tissue measurements. It is engineered to provide a controlled environment for tissue samples, ensuring that the electric field is distributed uniformly and predictably. This design not only minimizes the effects of tissue boundary changes and the influence of surrounding tissues on the electric field, but also prevents tissue from being subjected to undue pressure during the measurement process, thus avoiding deformation that can skew results.</p>
<p>What&#x2019;s more important is that this versatile device can swiftly and flexibly switch between the two-electrode and four-electrode methods, accommodating the measurement requirements for dielectric characteristics across a broad spectrum of frequencies. It is beneficial for diminishing the impact of electrode polarization and the distributed parameters of the measurement system on these properties, thereby ensuring the acquisition of accurate dielectric characteristics.</p>
</sec>
<sec id="s4-2">
<title>4.2 Integrating the four-electrode method with the two-electrode method</title>
<p>In pursuit of more precise dielectric properties of biological tissues up to 100&#xa0;MHz, we have synergized the four-electrode method with the two-electrode method. The four-electrode method was used to measure the impedance below 1&#xa0;MHz to eliminate the polarization effects of the electrodes and contact resistance. The two-electrode method was used to measure the impedance above 1&#xa0;MHz to eliminate the effect of stray capacitance and inductance.</p>
<p>To accommodate the measurement demands of four-electrode and two-electrode methods, we have implemented specific enhancements for each. For the four-electrode impedance measurement system, we have integrated the Solartron 1,294 impedance interface, which boasts higher input impedance and greater measurement precision. This addition significantly reduces the effects of electrode polarization, leading to improved accuracy in low-frequency measurements.</p>
<p>For the two-electrode method, we have designed a measurement system with minimal lead length using the Agilent 4294A impedance analyzer, along with the Agilent 42942A terminal adapter and Agilent 16092A clamps. Additionally, we have developed advanced calibration techniques to further mitigate the impact of distributed parameters, thereby enhancing the reliability of high-frequency measurement outcomes.</p>
<p>Based on the analysis of the optimal frequency range (<xref ref-type="fig" rid="F5">Figure 5</xref>), we have proposed recommendations for measuring the dielectric properties of biological tissues across the frequency range from 10&#xa0;Hz to 100&#xa0;MHz. The four-electrode method is found to be most effective for frequencies below 50kHz, whereas the two-electrode method demonstrates superior performance at frequencies above 200&#xa0;kHz. For the intermediate frequencies, an optimal result can be achieved by utilizing a weighted average of the two methods.</p>
<p>The integrated methodology allows us to maintain a low level of measurement deviation across the entire spectrum up to 100&#xa0;MHz. For NaCl solution, the maximum relative deviation observed is 6.34%, and the average deviation is less than 1.5% (<xref ref-type="fig" rid="F6">Figure 6</xref>; <xref ref-type="table" rid="T1">Table 1</xref>). For porcine liver tissue, the relative deviation is kept below 6% overall (<xref ref-type="fig" rid="F7">Figure 7</xref>). These improvements are significantly lower than the 10% deviation reported in literature (25), highlighting the superior performance of our method in meeting the stringent demands for measuring biological tissues. This synergy approach not only broadens the frequency range for accurate measurements but also ensures that the results are consistent and reliable across the entire spectrum of frequencies. It provides a robust framework for accurate impedance measurements, particularly in the context of biological applications where precision is paramount.</p>
</sec>
<sec id="s4-3">
<title>4.3 Preserving the vitality of biological tissues</title>
<p>As documented in various studies, measurement conditions such as temperature, humidity, and the duration that tissue is kept <italic>ex vivo</italic> can significantly influence the measurement results of dielectric property of biological tissues (<xref ref-type="bibr" rid="B6">Di Meo et al., 2022</xref>; <xref ref-type="bibr" rid="B7">Fallahi, Sebek, and Prakash, 2021</xref>; <xref ref-type="bibr" rid="B12">Halonen et al., 2022</xref>; <xref ref-type="bibr" rid="B32">Wang et al., 2023</xref>). In this study, we have adopted the following measures to make the environment of the tissue samples as similar as possible to their <italic>in vivo</italic> conditions, thereby ensuring that the dielectric properties of the <italic>ex vivo</italic> tissues closely approximate those <italic>in vivo</italic>.</p>
<p>The samples are maintained in incubator with the same temperature and humidity as <italic>in vivo</italic>. The samples are immersed in physiological saline to replicate the <italic>in vivo</italic> interstitial and tissue fluid environment. All sample measurements were completed within 30&#xa0;min after clamping the hepatic portal vessels and stopping blood supply to the liver. The short period of tissue ischemia ensures that the tissue remains in an active state similar to that <italic>in vivo</italic> (<xref ref-type="bibr" rid="B33">Wang et al., 2021</xref>).</p>
<p>As we look to the future, the implementation of automated sampling and specimen preparation has the potential to significantly reduce the duration of <italic>ex vivo</italic> measurements. This innovation not only streamlines the process but also promises to bridge the gap between <italic>ex vivo</italic> and <italic>in vivo</italic> data, enhancing the correlation between the two. Such progress is expected to yield more reliable and accurate measurement outcomes, thereby reinforcing the significance of the measuring cell as an indispensable tool in biological tissue analysis. Furthermore, by integrating the dielectric property measurement techniques with magnetic property techniques, a more comprehensive understanding of the biophysical characteristics of diseases can be achieved, which in turn provides more accurate guidance for clinical diagnosis and treatment (<xref ref-type="bibr" rid="B21">O&#x27;Callaghan et al., 2017</xref>; <xref ref-type="bibr" rid="B34">Winkler R et al., 2023</xref>).</p>
<p>In the future, we will develop the automated sampling and specimen preparation technologies to reduce the duration of <italic>ex vivo</italic> measurements. Concurrently, we will focus on refining our calibration methods to further minimize system measurement errors. Furthermore, we recognize the importance of considering the sensitivity of the measurement method. This involves not only assessing the method&#x2019;s reproducibility but also its ability to detect subtle changes in dielectric properties. These efforts will significantly enhance the reliability of the measurement system and methods employed in this study, paving the way for more advanced and reliable dielectric property measurement of active biological tissues across the 10&#xa0;Hz to 100&#xa0;MHz frequency range.</p>
<p>In summary, this study has introduced an innovative measurement technique for determining the dielectric properties of active biological tissues within the frequency range of 10Hz to 100MHz, leveraging a newly developed two/four-electrode dual-purpose measuring cell. The efficacy of this method was confirmed by assessing the dielectric properties of NaCl solutions with varying concentrations and porcine liver tissues. The findings highlight the method&#x2019;s aptness for quantifying dielectric properties in active biological tissues and underscore its potential to serve as a solid foundation for future research in this critical field.</p>
</sec>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="ethics-statement" id="s6">
<title>Ethics statement</title>
<p>The animal study was approved by Ethics Committee of the Fourth Military Medical University. The study was conducted in accordance with the local legislation and institutional requirements.</p>
</sec>
<sec sec-type="author-contributions" id="s7">
<title>Author contributions</title>
<p>YS: Data curation, Formal Analysis, Investigation, Methodology, Project administration, Resources, Writing&#x2013;original draft. XB: Formal Analysis, Investigation, Software, Validation, Visualization, Writing&#x2013;review and editing. JY: Software, Validation, Writing&#x2013;review and editing. XW: Resources, Validation, Writing&#x2013;review and editing. LW: Conceptualization, Formal Analysis, Funding acquisition, Methodology, Project administration, Resources, Supervision, Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. The authors declare that financial support was received for the research, authorship, and/or publication of this article. This work was supported in part by the Key Research and Development Program of Shaanxi under Grant (2024SF-YBXM-451), in part by the Xijing hospital medical staff training and promotion fund, interdisciplinary medical research project (XJZT24JC29).</p>
</sec>
<ack>
<p>The authors thank all the subjects for their participation in this study.</p>
</ack>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="s10">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="s11">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Awal</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Janani</surname>
<given-names>A. S.</given-names>
</name>
<name>
<surname>Rezaeieh</surname>
<given-names>S. A.</given-names>
</name>
<name>
<surname>Macdonald</surname>
<given-names>G. A.</given-names>
</name>
<name>
<surname>Abbosh</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Towards non-invasive liver health monitoring: comprehensive microwave dielectric spectroscopy of freshly excised human abdominal tissues</article-title>. <source>IEEE J. Electromagn. Rf Microwaves Med. Biol.</source>, <fpage>1</fpage>&#x2013;<lpage>13</lpage>. <pub-id pub-id-type="doi">10.1109/jerm.2024.3416758</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Braun</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Schmollngruber</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Steinhauser</surname>
<given-names>O.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Towards a complete characterization of the &#x3b4;-dispersion in dielectric spectroscopy of protein-water systems</article-title>. <source>Phys. Chem. Chem. Phys.</source> <volume>19</volume> (<issue>39</issue>), <fpage>26980</fpage>&#x2013;<lpage>26985</lpage>. <pub-id pub-id-type="doi">10.1039/c7cp05216b</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Choi</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Barker</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Abduljabar</surname>
<given-names>A. A.</given-names>
</name>
<name>
<surname>Anumba</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Porch</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Cervical tissue hydration level monitoring by a resonant microwave coaxial probe</article-title>. <source>Sensors</source> <volume>22</volume> (<issue>23</issue>), <fpage>9527</fpage>. <pub-id pub-id-type="doi">10.3390/s22239527</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cole</surname>
<given-names>K. S.</given-names>
</name>
<name>
<surname>Cole</surname>
<given-names>R. H.</given-names>
</name>
</person-group> (<year>1941</year>). <article-title>Dispersion and absorption in dielectrics I. Alternating current characteristics</article-title>. <source>J. Chem. Phys.</source> <volume>9</volume> (<issue>4</issue>), <fpage>341</fpage>&#x2013;<lpage>351</lpage>. <pub-id pub-id-type="doi">10.1063/1.1750906</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dai</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Xue</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>J. X.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Drilling electrode for real-time measurement of electrical impedance in bone tissues</article-title>. <source>Ann. Biomed. Eng.</source> <volume>42</volume> (<issue>3</issue>), <fpage>579</fpage>&#x2013;<lpage>588</lpage>. <pub-id pub-id-type="doi">10.1007/s10439-013-0938-8</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Di Meo</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Bonello</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Farhat</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Farrugia</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Pasian</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Podesta</surname>
<given-names>M. T. C.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>The variability of dielectric permittivity of biological tissues with water content</article-title>. <source>J. Electromagn. Waves Appl.</source> <volume>36</volume> (<issue>1</issue>), <fpage>48</fpage>&#x2013;<lpage>68</lpage>. <pub-id pub-id-type="doi">10.1080/09205071.2021.1956375</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fallahi</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Sebek</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Prakash</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Broadband dielectric properties of <italic>ex vivo</italic> bovine liver tissue characterized at ablative temperatures</article-title>. <source>Ieee Trans. Biomed. Eng.</source> <volume>68</volume> (<issue>1</issue>), <fpage>90</fpage>&#x2013;<lpage>98</lpage>. <pub-id pub-id-type="doi">10.1109/tbme.2020.2996825</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Foster</surname>
<given-names>K. R.</given-names>
</name>
<name>
<surname>Schwan</surname>
<given-names>H. P.</given-names>
</name>
</person-group> (<year>1989</year>). <article-title>Dielectric properties of tissues and biological materials: a critical review</article-title>. <source>Crit. Rev. Biomed. Eng.</source> <volume>17</volume> (<issue>1</issue>), <fpage>25</fpage>&#x2013;<lpage>104</lpage>.</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gabriel</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Peyman</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Dielectric measurement: error analysis and assessment of uncertainty</article-title>. <source>Phys. Med. Biol.</source> <volume>51</volume> (<issue>23</issue>), <fpage>6033</fpage>&#x2013;<lpage>6046</lpage>. <pub-id pub-id-type="doi">10.1088/0031-9155/51/23/006</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gabriel</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Peyman</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Grant</surname>
<given-names>E. H.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Electrical conductivity of tissue at frequencies below 1 MHz</article-title>. <source>Phys. Med. Biol.</source> <volume>54</volume> (<issue>16</issue>), <fpage>4863</fpage>&#x2013;<lpage>4878</lpage>. <pub-id pub-id-type="doi">10.1088/0031-9155/54/16/002</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gaynor</surname>
<given-names>J. S.</given-names>
</name>
<name>
<surname>Hagberg</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Gurfein</surname>
<given-names>B. T.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Veterinary applications of pulsed electromagnetic field therapy</article-title>. <source>Res. Veterinary Sci.</source> <volume>119</volume>, <fpage>1</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1016/j.rvsc.2018.05.005</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Halonen</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Ovissi</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Boyd</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Kari</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Kronstr&#xf6;m</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Kosunen</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Human <italic>in vivo</italic> liver and tumor bioimpedance measured with biopsy needle</article-title>. <source>Physiol. Meas.</source> <volume>43</volume> (<issue>1</issue>), <fpage>015006</fpage>. <pub-id pub-id-type="doi">10.1088/1361-6579/ac4d38</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hamedani</surname>
<given-names>B. G.</given-names>
</name>
<name>
<surname>Goliaei</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Shariatpanahi</surname>
<given-names>S. P.</given-names>
</name>
<name>
<surname>Nezamtaheri</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>An overview of the biological effects of extremely low frequency electromagnetic fields combined with ionizing radiation</article-title>. <source>Prog. Biophysics and Mol. Biol.</source> <volume>172</volume>, <fpage>50</fpage>&#x2013;<lpage>59</lpage>. <pub-id pub-id-type="doi">10.1016/j.pbiomolbio.2022.04.008</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Harting</surname>
<given-names>M. T.</given-names>
</name>
<name>
<surname>Smith</surname>
<given-names>C. T.</given-names>
</name>
<name>
<surname>Radhakrishnan</surname>
<given-names>R. S.</given-names>
</name>
<name>
<surname>Aroom</surname>
<given-names>K. R.</given-names>
</name>
<name>
<surname>Dash</surname>
<given-names>P. K.</given-names>
</name>
<name>
<surname>Gill</surname>
<given-names>B.</given-names>
</name>
<etal/>
</person-group> (<year>2010</year>). <article-title>Regional differences in cerebral edema after traumatic brain injury identified by impedance analysis</article-title>. <source>J. Surg. Res.</source> <volume>159</volume> (<issue>1</issue>), <fpage>557</fpage>&#x2013;<lpage>564</lpage>. <pub-id pub-id-type="doi">10.1016/j.jss.2008.10.014</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kaatze</surname>
<given-names>U.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Measuring the dielectric properties of materials. Ninety-year development from low-frequency techniques to broadband spectroscopy and high-frequency imaging</article-title>. <source>Meas. Sci. Technol.</source> <volume>24</volume> (<issue>1</issue>), <fpage>012005</fpage>. <pub-id pub-id-type="doi">10.1088/0957-0233/24/1/012005</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>La Gioia</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Porter</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Merunka</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Shahzad</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Salahuddin</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Jones</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Open-ended coaxial probe technique for dielectric measurement of biological tissues: challenges and common practices</article-title>. <source>Diagnostics</source> <volume>8</volume> (<issue>2</issue>), <fpage>40</fpage>. <pub-id pub-id-type="doi">10.3390/diagnostics8020040</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lee</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Gweon</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Um</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>K. R.</given-names>
</name>
<name>
<surname>Yoo</surname>
<given-names>H. J.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>A 9.6-mW/Ch 10-MHz wide-bandwidth electrical impedance tomography IC with accurate phase compensation for early breast cancer detection</article-title>. <source>Ieee J. Solid-State Circuits</source> <volume>56</volume> (<issue>3</issue>), <fpage>887</fpage>&#x2013;<lpage>898</lpage>. <pub-id pub-id-type="doi">10.1109/jssc.2020.3032723</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lee</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Ko</surname>
<given-names>S. A.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>S. N.</given-names>
</name>
<name>
<surname>Choy</surname>
<given-names>Y. B.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>
<italic>In-vivo</italic> estimation of tissue electrical conductivities of a rabbit eye for precise simulation of electric field distributions during ocular iontophoresis</article-title>. <source>Int. J. Numer. Methods Biomed. Eng.</source> <volume>38</volume> (<issue>1</issue>), <fpage>e3540</fpage>. <pub-id pub-id-type="doi">10.1002/cnm.3540</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>L. Y.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Lu</surname>
<given-names>Y. X.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>Y. Y.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>X. P.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>Y. G.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Interactions between electromagnetic radiation and biological systems</article-title>. <source>Iscience</source> <volume>27</volume> (<issue>3</issue>), <fpage>109201</fpage>. <pub-id pub-id-type="doi">10.1016/j.isci.2024.109201</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Naqvi</surname>
<given-names>S. A. R.</given-names>
</name>
<name>
<surname>Manoufali</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Mohammed</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Mobashsher</surname>
<given-names>A. T.</given-names>
</name>
<name>
<surname>Foong</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Abbosh</surname>
<given-names>A. M.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>
<italic>In vivo</italic> human skin dielectric properties characterization and statistical analysis at frequencies from 1 to 30 GHz</article-title>. <source>IEEE Trans. Instrum. Meas.</source> <volume>70</volume>, <fpage>1</fpage>&#x2013;<lpage>10</lpage>. <pub-id pub-id-type="doi">10.1109/tim.2020.3036767</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>O&#x27;Callaghan</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Holmes</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Powell</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Wells</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Ismail</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Harrison</surname>
<given-names>I. F.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Tissue magnetic susceptibility mapping as a marker of tau pathology in Alzheimer&#x27;s disease</article-title>. <source>Neuroimage</source> <volume>159</volume>, <fpage>334</fpage>&#x2013;<lpage>345</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuroimage.2017.08.003</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Peyman</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Dielectric properties of tissues; variation with age and their relevance in exposure of children to electromagnetic fields; state of knowledge</article-title>. <source>Prog. Biophysics and Mol. Biol.</source> <volume>107</volume> (<issue>3</issue>), <fpage>434</fpage>&#x2013;<lpage>438</lpage>. <pub-id pub-id-type="doi">10.1016/j.pbiomolbio.2011.08.007</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Peyman</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Holden</surname>
<given-names>S. J.</given-names>
</name>
<name>
<surname>Watts</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Perrott</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Gabriel</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>Dielectric properties of porcine cerebrospinal tissues at microwave frequencies: <italic>in vivo</italic>, <italic>in vitro</italic> and systematic variation with age</article-title>. <source>Phys. Med. Biol.</source> <volume>52</volume> (<issue>8</issue>), <fpage>2229</fpage>&#x2013;<lpage>2245</lpage>. <pub-id pub-id-type="doi">10.1088/0031-9155/52/8/013</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pradhan</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Raisa</surname>
<given-names>S. A.</given-names>
</name>
<name>
<surname>Kumar</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Kalkal</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Kumar</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Packirisamy</surname>
<given-names>G.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Optimization, fabrication, and characterization of four electrode-based sensors for blood impedance measurement</article-title>. <source>Biomed. Microdevices</source> <volume>23</volume> (<issue>1</issue>), <fpage>9</fpage>. <pub-id pub-id-type="doi">10.1007/s10544-021-00545-4</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Prakash</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Karnes</surname>
<given-names>M. P.</given-names>
</name>
<name>
<surname>Sequin</surname>
<given-names>E. K.</given-names>
</name>
<name>
<surname>West</surname>
<given-names>J. D.</given-names>
</name>
<name>
<surname>Hitchcock</surname>
<given-names>C. L.</given-names>
</name>
<name>
<surname>Nichols</surname>
<given-names>S. D.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>
<italic>Ex vivo</italic> electrical impedance measurements on excised hepatic tissue from human patients with metastatic colorectal cancer</article-title>. <source>Physiol. Meas.</source> <volume>36</volume> (<issue>2</issue>), <fpage>315</fpage>&#x2013;<lpage>328</lpage>. <pub-id pub-id-type="doi">10.1088/0967-3334/36/2/315</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schwan</surname>
<given-names>H. P.</given-names>
</name>
</person-group> (<year>1957</year>). <article-title>Electrical properties of tissue and cell suspensions</article-title>. <source>Adv. Biol. Med. Phys.</source> <volume>5</volume>, <fpage>147</fpage>&#x2013;<lpage>209</lpage>. <pub-id pub-id-type="doi">10.1016/b978-1-4832-3111-2.50008-0</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sekine</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>A modified technique of the finite-difference method calculations to mimic the four-terminal method measurements of electrical impedance and admittance of skeletal muscles</article-title>. <source>J. Phys. D-Applied Phys.</source> <volume>53</volume> (<issue>47</issue>), <fpage>475401</fpage>. <pub-id pub-id-type="doi">10.1088/1361-6463/abaa6d</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shetty</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Anushree</surname>
<given-names>U.</given-names>
</name>
<name>
<surname>Kumar</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Bharati</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Electrical conductivity spectra of hepatic tumors reflect hepatocellular carcinoma progression in mice</article-title>. <source>Biomed. Phys. and Eng. Express</source> <volume>6</volume> (<issue>6</issue>), <fpage>065019</fpage>. <pub-id pub-id-type="doi">10.1088/2057-1976/abbbd5</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Smith</surname>
<given-names>C. S.</given-names>
</name>
<name>
<surname>Julius</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Arbeeny</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Stevens</surname>
<given-names>J. D.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Additively manufactured rectangular waveguides for the electromagnetic characterization of materials using the transmission/reflection line method</article-title>. <source>Rapid Prototyp. J.</source> <volume>30</volume> (<issue>2</issue>), <fpage>270</fpage>&#x2013;<lpage>276</lpage>. <pub-id pub-id-type="doi">10.1108/rpj-06-2023-0197</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Song</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>Z.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Electrical impedance changes at different phases of cerebral edema in rats with ischemic brain injury</article-title>. <source>BioMed Res. Int.</source> <volume>2018</volume>, <fpage>9765174</fpage>. <pub-id pub-id-type="doi">10.1155/2018/9765174</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>He</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Yan</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>You</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Fu</surname>
<given-names>F.</given-names>
</name>
<etal/>
</person-group> (<year>2014</year>). <article-title>Dielectric properties of human liver from 10 Hz to 100 MHz: normal liver, hepatocellular carcinoma, hepatic fibrosis and liver hemangioma</article-title>. <source>Biomed. Mater. Eng.</source> <volume>24</volume>, <fpage>2725</fpage>&#x2013;<lpage>2732</lpage>. <pub-id pub-id-type="doi">10.3233/BME-141090</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>J. B.</given-names>
</name>
<name>
<surname>Ji</surname>
<given-names>Z. Y.</given-names>
</name>
<name>
<surname>Dong</surname>
<given-names>X. Z.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>X. T.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Bivariate polynomial for time-dependent dielectric properties of <italic>ex-vivo</italic> porcine and human liver tissue at frequencies below 100 MHz</article-title>. <source>Meas. Sci. Technol.</source> <volume>34</volume> (<issue>7</issue>), <fpage>074003</fpage>. <pub-id pub-id-type="doi">10.1088/1361-6501/acc884</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>C. H.</given-names>
</name>
<name>
<surname>Ji</surname>
<given-names>Z. Y.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>J. B.</given-names>
</name>
<name>
<surname>Dong</surname>
<given-names>X. Z.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Dielectric properties of human active liver, kidney and spleen compared to those of respective inactive tissues, porcine tissues and the data provided by a database in the frequency range of 10 Hz to 100 MHz</article-title>. <source>Ieee Trans. Biomed. Eng.</source> <volume>68</volume> (<issue>10</issue>), <fpage>3098</fpage>&#x2013;<lpage>3109</lpage>. <pub-id pub-id-type="doi">10.1109/tbme.2021.3065016</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Winkler</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Ciria</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Ahmad</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Plank</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Marcuello</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>A review of the current state of magnetic force microscopy to unravel the magnetic properties of nanomaterials applied in biological systems and future directions for quantum technologies</article-title>. <source>Nanomater. (Basel)</source> <volume>13</volume> (<issue>18</issue>), <fpage>2585</fpage>. <pub-id pub-id-type="doi">10.3390/nano13182585</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>