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<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:oasis="http://docs.oasis-open.org/ns/oasis-exchange/table" xml:lang="en" dtd-version="3.0" article-type="research-article">
  <front>
    <journal-meta><journal-id journal-id-type="publisher">JSSS</journal-id><journal-title-group>
    <journal-title>Journal of Sensors and Sensor Systems</journal-title>
    <abbrev-journal-title abbrev-type="publisher">JSSS</abbrev-journal-title><abbrev-journal-title abbrev-type="nlm-ta">J. Sens. Sens. Syst.</abbrev-journal-title>
  </journal-title-group><issn pub-type="epub">2194-878X</issn><publisher>
    <publisher-name>Copernicus Publications</publisher-name>
    <publisher-loc>Göttingen, Germany</publisher-loc>
  </publisher></journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.5194/jsss-15-167-2026</article-id><title-group><article-title>Modeling and extraction of residual stresses in some MEMS multilayer systems</article-title><alt-title>Modeling and extraction of residual stresses</alt-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1">
          <name><surname>Long</surname><given-names>Li</given-names></name>
          <email>llong@cismst.de</email>
        <ext-link>https://orcid.org/0000-0002-7434-6181</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Long</surname><given-names>Frank</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Schwartz</surname><given-names>Bernhard</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-0033-1200</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Brokmann</surname><given-names>Geert</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Ortlepp</surname><given-names>Thomas</given-names></name>
          
        </contrib>
        <aff id="aff1"><label>1</label><institution>CiS Forschungsinstitut für Mikrosensorik GmbH, Konrad-Zuse-Str. 14, 99099 Erfurt, Germany</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>Max Planck Institute for Multidisciplinary Sciences, Am Fassberg 11, 37077 Göttingen, Germany</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Li Long (llong@cismst.de)</corresp></author-notes><pub-date><day>2</day><month>September</month><year>2026</year></pub-date>
      
      <volume>15</volume>
      <issue>2</issue>
      <fpage>167</fpage><lpage>175</lpage>
      <history>
        <date date-type="received"><day>27</day><month>February</month><year>2026</year></date>
           <date date-type="rev-recd"><day>28</day><month>July</month><year>2026</year></date>
           <date date-type="accepted"><day>5</day><month>August</month><year>2026</year></date>
      </history>
      <permissions>
        <copyright-statement>Copyright: © 2026 Li Long et al.</copyright-statement>
        <copyright-year>2026</copyright-year>
      <license license-type="open-access"><license-p>This work is licensed under the Creative Commons Attribution 4.0 International License. To view a copy of this licence, visit <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link></license-p></license></permissions><self-uri xlink:href="https://jsss.copernicus.org/articles/15/167/2026/jsss-15-167-2026.html">This article is available from https://jsss.copernicus.org/articles/15/167/2026/jsss-15-167-2026.html</self-uri><self-uri xlink:href="https://jsss.copernicus.org/articles/15/167/2026/jsss-15-167-2026.pdf">The full text article is available as a PDF file from https://jsss.copernicus.org/articles/15/167/2026/jsss-15-167-2026.pdf</self-uri>
      <abstract><title>Abstract</title>

      <p id="d2e120">The intrinsic stresses introduced during the MEMS multilayer deposition process and the thermal stresses introduced during operation can significantly impact the performance, reliability, and lifetime of the product. The mechanical properties of the MEMS multilayer system are analyzed. An accurate closed-form solution is obtained for the multilayer system, including both intrinsic stresses and thermal stresses, and validated by numerical FEM simulation. Thin films are deposited on silicon substrates, and wafer bending measurements are carried out. Based on this formalism, the residual stresses in various multilayer systems are extracted and analyzed using parameter estimation theory.</p>
  </abstract>
    
<funding-group>
<award-group id="gs1">
<funding-source>Bundesministerium für Wirtschaft und Klimaschutz</funding-source>
<award-id>49MF230027</award-id>
</award-group>
</funding-group>
</article-meta>
  </front>
<body>
      

<sec id="Ch1.S1" sec-type="intro">
  <label>1</label><title>Introduction</title>
      <p id="d2e132">Residual stress is the stress that exists in an equilibrium solid  without external loads. Physically, it is the sum of interatomic forces and the momentum flux intercepted by a (microscopically big) area element, divided by its area <xref ref-type="bibr" rid="bib1.bibx22" id="paren.1"/>. There are intrinsic and extrinsic residual stresses. Intrinsic residual stresses include stresses induced by lattice mismatch, plastic deformation, grain growth, and other processes. Extrinsic residual stresses are induced by changes in external environmental conditions, such as temperature or humidity, and are reversed when these conditions return to their original values. The generation and evolution of residual stresses have very different origins at many different scales. They can have microscopic origins, such as point defects in solids, or  mesoscopic origins, such as dislocations, grain boundaries, grains, and inclusions. They can also have macroscopic origins, such as inhomogeneity.</p>
      <p id="d2e138">Residual stresses in MEMS structures can affect the reproducibility, product lifetime, and reliability of the devices because they can modify the structural, electrical, and optical properties of many MEMS materials. Residual stresses can also affect the yield of the MEMS production process because they can distort the wafers and chips. The measurement of residual stresses is therefore very important (<xref ref-type="bibr" rid="bib1.bibx6" id="altparen.2"/>). Measurement methods include the X-ray method, Raman spectroscopy method, microscopic FIB method, and wafer bow method (<xref ref-type="bibr" rid="bib1.bibx1 bib1.bibx10" id="altparen.3"/>). The recent cross-sectional nano-diffraction method uses an X-ray beam with a diameter of <inline-formula><mml:math id="M1" display="inline"><mml:mn mathvariant="normal">50</mml:mn></mml:math></inline-formula> nm, which can resolve the stress gradients and measure the stress in thin films (<xref ref-type="bibr" rid="bib1.bibx26" id="altparen.4"/>). The X-ray method measures residual strain. To calculate the residual stress, Young's modulus is also used, like in the wafer bow method (<xref ref-type="bibr" rid="bib1.bibx8" id="altparen.5"/>). One limitation of this method is that it is not suitable for amorphous films. Raman spectroscopy can extract the residual stress from the Raman shift of the specific lattice vibration spectral line. The deformation potential involved in the extraction must be calculated or calibrated (<xref ref-type="bibr" rid="bib1.bibx14" id="altparen.6"/>). This method is  not useful for amorphous films (<xref ref-type="bibr" rid="bib1.bibx10" id="altparen.7"/>). MEMS technology involves many thin films. The most frequently used films, such as thermal oxide, CVD-deposited oxide, and nitride films, are amorphous. Therefore, the wafer bow measurement method is widely used for MEMS technology due to its non-destructive nature and ease of integration into the manufacturing process. Wafer bow measurements can be taken using the 3D laser line scanning method (<xref ref-type="bibr" rid="bib1.bibx19" id="altparen.8"/>) or a simple two-laser beam set-up (<xref ref-type="bibr" rid="bib1.bibx11" id="altparen.9"/>).</p>
      <p id="d2e173">The kinetic evolution of residual stresses in multicrystalline films has been systematically investigated (<xref ref-type="bibr" rid="bib1.bibx7" id="altparen.10"/>, and <xref ref-type="bibr" rid="bib1.bibx2" id="altparen.11"/>).  The results show a general tendency toward tensile stress due to the grain growth in the initial stage and compressive stress due to the net flux of atoms into the top of the grain boundary during film growth in the latter stage (<xref ref-type="bibr" rid="bib1.bibx3" id="altparen.12"/>). The formation and evolution of residual stresses in amorphous films are more complex and dependent on the growth process and history (<xref ref-type="bibr" rid="bib1.bibx15" id="altparen.13"/> and <xref ref-type="bibr" rid="bib1.bibx4" id="altparen.14"/>). Therefore, a convenient residual stress-monitoring and evaluation method would be useful.</p>
      <p id="d2e191">While the mechanical properties of multilayer systems can be numerically simulated through finite-element analysis, the modeling of realistic structures, such as large wafers composed of multiple thin layers with high aspect ratios, requires substantial computational resources. Its application to process optimization is even more demanding. Hence, an analytical solution is desirable. Stoney's formula (<xref ref-type="bibr" rid="bib1.bibx21" id="altparen.15"/>) of the bending of a double metal layer due to residual stresses from manufacturing was the first development in this direction and has led to the application of this geometrical method in many fields. For extrinsic residual stresses, i.e., thermal stresses, this theory has been extended to multilayer structures (<xref ref-type="bibr" rid="bib1.bibx17 bib1.bibx20" id="altparen.16"/>). For intrinsic residual stresses, an equivalent reference temperature (ERT) technique has been developed and combined with laminate theory to model multilayer structures (<xref ref-type="bibr" rid="bib1.bibx16" id="altparen.17"/>). In this paper we extend these formalisms to more general cases, including both intrinsic residual stresses and thermal stresses in multilayers simultaneously. The equilibrium conditions and continuity of strains in multilayer systems are used to derive the solution. Instead of the general anisotropic constitutive equation used in <xref ref-type="bibr" rid="bib1.bibx16" id="text.18"/>, a linear isotropic elastic property is assumed. This leads to an accurate closed-form solution. This approach can be conveniently used to extract residual stresses in multilayer systems and optimize the MEMS production process flow.</p>
      <p id="d2e207">Assuming that the residual stresses of underlying layers will not change during the deposition or etching of new layers, a methodology is proposed to extract residual stresses from multiple wafer bow measurements. Various multilayer structures are realized through successive deposition or successive etching. The wafer bows are measured using 3D laser line scanning, and the residual stresses in the different layers are extracted using the developed formalism. Unlike  the X-ray and Raman spectroscopy methods, which can extract stresses without layer geometry information, this model requires layer thickness and wafer size to be known. Because possible errors exist in the involved layer thicknesses, wafer bow measurements, and layer properties, we apply a parameter estimation theory to our formalism to study error propagation and parameter precision. Finally, the formalism, the residual stress extraction methodology, its potential applications, and the residual stresses extracted for the various layers are discussed.</p>
</sec>
<sec id="Ch1.S2">
  <label>2</label><title>The mechanical properties of a multilayer system</title>
<sec id="Ch1.S2.SS1">
  <label>2.1</label><title>General multilayer system</title>
      <p id="d2e225">We consider a beam with a multilayer structure of <inline-formula><mml:math id="M2" display="inline"><mml:mi>n</mml:mi></mml:math></inline-formula> layers with Young's modulus <inline-formula><mml:math id="M3" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, Poisson's ratio <inline-formula><mml:math id="M4" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ν</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, thermal expansion coefficient (TEC) <inline-formula><mml:math id="M5" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">α</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, intrinsic residual stress <inline-formula><mml:math id="M6" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, and homogeneous thickness <inline-formula><mml:math id="M7" display="inline"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> for layer <inline-formula><mml:math id="M8" display="inline"><mml:mi>i</mml:mi></mml:math></inline-formula>, where <inline-formula><mml:math id="M9" display="inline"><mml:mrow><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">…</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:math></inline-formula>. Due to the residual stresses presented in the layers, the multilayer structure may experience a bending with radius <inline-formula><mml:math id="M10" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula> to balance the residual stresses. The origin of the <inline-formula><mml:math id="M11" display="inline"><mml:mi>y</mml:mi></mml:math></inline-formula> axis is at the bottom of the first layer (Fig. <xref ref-type="fig" rid="F1"/>). The system is supposed to be at a temperature <inline-formula><mml:math id="M12" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>T</mml:mi></mml:mrow></mml:math></inline-formula> above the reference temperature <inline-formula><mml:math id="M13" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">r</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. Then, in the isotropic linear elastic approximation, the elastic stress  <inline-formula><mml:math id="M14" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mrow><mml:mi>x</mml:mi><mml:mi>i</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> at layer <inline-formula><mml:math id="M15" display="inline"><mml:mi>i</mml:mi></mml:math></inline-formula> can be expressed as

            <disp-formula id="Ch1.E1" content-type="numbered"><label>1</label><mml:math id="M16" display="block"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mrow><mml:mi>x</mml:mi><mml:mi>i</mml:mi></mml:mrow></mml:msub><mml:mo>(</mml:mo><mml:mi>y</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:msub><mml:mi>E</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">ϵ</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi mathvariant="italic">α</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>T</mml:mi><mml:mo>)</mml:mo><mml:mo>+</mml:mo><mml:msub><mml:mi>E</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mi mathvariant="italic">κ</mml:mi><mml:mi>y</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mspace width="1em" linebreak="nobreak"/><mml:mo>(</mml:mo><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">…</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>)</mml:mo><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

          where <inline-formula><mml:math id="M17" display="inline"><mml:mrow><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mn mathvariant="normal">1</mml:mn><mml:mi>R</mml:mi></mml:mfrac></mml:mstyle></mml:mrow></mml:math></inline-formula> is the curvature of the bent structure, and <inline-formula><mml:math id="M18" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϵ</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> is the net strain. For a circular wafer with cylindrical symmetry, the biaxial modulus <inline-formula><mml:math id="M19" display="inline"><mml:mrow><mml:msubsup><mml:mi>E</mml:mi><mml:mi>i</mml:mi><mml:mo>′</mml:mo></mml:msubsup><mml:mo>=</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi mathvariant="italic">ν</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:math></inline-formula> is used for <inline-formula><mml:math id="M20" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. According to the virtual work principle, the system satisfies the equilibrium conditions of the total force and bending moment (<xref ref-type="bibr" rid="bib1.bibx17" id="altparen.19"/>). Solving the equilibrium equations, we obtain the following two parameters:

                <disp-formula specific-use="gather" content-type="numbered"><mml:math id="M21" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E2"><mml:mtd><mml:mtext>2</mml:mtext></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi>P</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:msub><mml:mi>I</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>P</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:msub><mml:mi>I</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:msub><mml:mi>I</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub><mml:mo>-</mml:mo><mml:msubsup><mml:mi>I</mml:mi><mml:mn mathvariant="normal">2</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mlabeledtr id="Ch1.E3"><mml:mtd><mml:mtext>3</mml:mtext></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msub><mml:mi mathvariant="italic">ϵ</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi>P</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:msub><mml:mi>I</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>P</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:msub><mml:mi>I</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>I</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:msub><mml:mi>I</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub><mml:mo>-</mml:mo><mml:msubsup><mml:mi>I</mml:mi><mml:mn mathvariant="normal">2</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr></mml:mtable></mml:math></disp-formula>

          where

                <disp-formula specific-use="gather" content-type="numbered"><mml:math id="M22" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E4"><mml:mtd><mml:mtext>4</mml:mtext></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msub><mml:mi>I</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:munderover><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mi>n</mml:mi></mml:munderover><mml:msub><mml:mi>E</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:msub><mml:mi>h</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mlabeledtr id="Ch1.E5"><mml:mtd><mml:mtext>5</mml:mtext></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msub><mml:mi>I</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:mfrac></mml:mstyle><mml:munderover><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mi>n</mml:mi></mml:munderover><mml:msub><mml:mi>E</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:msubsup><mml:mi>y</mml:mi><mml:mi>i</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>-</mml:mo><mml:msubsup><mml:mi>y</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>)</mml:mo><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mlabeledtr id="Ch1.E6"><mml:mtd><mml:mtext>6</mml:mtext></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msub><mml:mi>I</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mn mathvariant="normal">3</mml:mn></mml:mfrac></mml:mstyle><mml:munderover><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mi>n</mml:mi></mml:munderover><mml:msub><mml:mi>E</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:msubsup><mml:mi>y</mml:mi><mml:mi>i</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msubsup><mml:mo>-</mml:mo><mml:msubsup><mml:mi>y</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mn mathvariant="normal">3</mml:mn></mml:msubsup><mml:mo>)</mml:mo><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mlabeledtr id="Ch1.E7"><mml:mtd><mml:mtext>7</mml:mtext></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msub><mml:mi>P</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:munderover><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mi>n</mml:mi></mml:munderover><mml:mo>(</mml:mo><mml:msub><mml:mi>E</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:msub><mml:mi mathvariant="italic">α</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>T</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:msub><mml:mi>h</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mlabeledtr id="Ch1.E8"><mml:mtd><mml:mtext>8</mml:mtext></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msub><mml:mi>P</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:mfrac></mml:mstyle><mml:munderover><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mi>n</mml:mi></mml:munderover><mml:mo>(</mml:mo><mml:msub><mml:mi>E</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:msub><mml:mi mathvariant="italic">α</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>T</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>(</mml:mo><mml:msubsup><mml:mi>y</mml:mi><mml:mi>i</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>-</mml:mo><mml:msubsup><mml:mi>y</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>)</mml:mo><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr></mml:mtable></mml:math></disp-formula></p>
</sec>
<sec id="Ch1.S2.SS2">
  <label>2.2</label><title>Simplification in special cases</title>
      <p id="d2e998">For a two-layer system, <inline-formula><mml:math id="M23" display="inline"><mml:mrow><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula>, one obtains the following at the reference temperature, <inline-formula><mml:math id="M24" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>T</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>:

            <disp-formula id="Ch1.E9" content-type="numbered"><label>9</label><mml:math id="M25" display="block"><mml:mrow><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">6</mml:mn><mml:mo>(</mml:mo><mml:msub><mml:mi>E</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>E</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>)</mml:mo><mml:mo>(</mml:mo><mml:msub><mml:mi>h</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:msubsup><mml:mi>h</mml:mi><mml:mn mathvariant="normal">2</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>+</mml:mo><mml:msubsup><mml:mi>h</mml:mi><mml:mn mathvariant="normal">1</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:msub><mml:mi>h</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>E</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:msubsup><mml:mi>h</mml:mi><mml:mn mathvariant="normal">1</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>+</mml:mo><mml:msub><mml:mi>E</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:msubsup><mml:mi>h</mml:mi><mml:mn mathvariant="normal">2</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:msup><mml:mo>)</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:mn mathvariant="normal">4</mml:mn><mml:msub><mml:mi>E</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:msub><mml:mi>E</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:msub><mml:mi>h</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:msub><mml:mi>h</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>(</mml:mo><mml:msubsup><mml:mi>h</mml:mi><mml:mn mathvariant="normal">1</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>+</mml:mo><mml:msub><mml:mi>h</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:msub><mml:mi>h</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:msubsup><mml:mi>h</mml:mi><mml:mn mathvariant="normal">2</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>)</mml:mo></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>

          Furthermore, for a single thin film deposited on a substrate at the reference temperature, if the top layer (<inline-formula><mml:math id="M26" display="inline"><mml:mrow><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula>) is much thinner than the substrate (<inline-formula><mml:math id="M27" display="inline"><mml:mrow><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula>), i.e., <inline-formula><mml:math id="M28" display="inline"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>≪</mml:mo><mml:msub><mml:mi>h</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>, and the substrate is free of residual stress, <inline-formula><mml:math id="M29" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>, the above formula is reduced to the Stoney formula.

            <disp-formula id="Ch1.E10" content-type="numbered"><label>10</label><mml:math id="M30" display="block"><mml:mrow><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">6</mml:mn><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:msub><mml:mi>h</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:msubsup><mml:mi>h</mml:mi><mml:mn mathvariant="normal">1</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:math></disp-formula>

          A situation of interest is a thin multilayer on a thick substrate. If <inline-formula><mml:math id="M31" display="inline"><mml:mi>n</mml:mi></mml:math></inline-formula> thin layers are deposited on a residual-stress-free substrate with Young's modulus <inline-formula><mml:math id="M32" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and thickness <inline-formula><mml:math id="M33" display="inline"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, such that <inline-formula><mml:math id="M34" display="inline"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub><mml:mo>≫</mml:mo><mml:msubsup><mml:mo>∑</mml:mo><mml:mrow><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mi>n</mml:mi></mml:msubsup><mml:msub><mml:mi>h</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, then

            <disp-formula id="Ch1.E11" content-type="numbered"><label>11</label><mml:math id="M35" display="block"><mml:mrow><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mn mathvariant="normal">12</mml:mn><mml:msub><mml:mi>M</mml:mi><mml:mi mathvariant="normal">t</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mn mathvariant="normal">6</mml:mn><mml:msub><mml:mi>F</mml:mi><mml:mi mathvariant="normal">t</mml:mi></mml:msub><mml:msub><mml:mi>h</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:msubsup><mml:mi>h</mml:mi><mml:mi mathvariant="normal">s</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msubsup></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>

          The average elastic stress in layer <inline-formula><mml:math id="M36" display="inline"><mml:mi>i</mml:mi></mml:math></inline-formula> is approximately

            <disp-formula id="Ch1.E12" content-type="numbered"><label>12</label><mml:math id="M37" display="block"><mml:mtable rowspacing="0.2ex" class="split" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mrow><mml:mi>x</mml:mi><mml:mi>i</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:msub><mml:mi>M</mml:mi><mml:mi mathvariant="normal">t</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4</mml:mn><mml:msub><mml:mi>F</mml:mi><mml:mi mathvariant="normal">t</mml:mi></mml:msub><mml:msub><mml:mi>h</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub><mml:msubsup><mml:mi>h</mml:mi><mml:mi mathvariant="normal">s</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup></mml:mrow></mml:mfrac></mml:mstyle><mml:msub><mml:mi>E</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>E</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">α</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi mathvariant="italic">α</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>T</mml:mi></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mspace linebreak="nobreak" width="1em"/><mml:mo>(</mml:mo><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">…</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi><mml:mo>)</mml:mo><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>

          where <inline-formula><mml:math id="M38" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mi mathvariant="normal">t</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M39" display="inline"><mml:mrow><mml:msub><mml:mi>M</mml:mi><mml:mi mathvariant="normal">t</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> are the total linear force density and the total linear moment density of the thin-layer system:

                <disp-formula specific-use="gather" content-type="numbered"><mml:math id="M40" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E13"><mml:mtd><mml:mtext>13</mml:mtext></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msub><mml:mi>F</mml:mi><mml:mi mathvariant="normal">t</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:munderover><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mi>n</mml:mi></mml:munderover><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>E</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">α</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi mathvariant="italic">α</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>T</mml:mi><mml:mo>)</mml:mo><mml:msub><mml:mi>h</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mlabeledtr id="Ch1.E14"><mml:mtd><mml:mtext>14</mml:mtext></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msub><mml:mi>M</mml:mi><mml:mi mathvariant="normal">t</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:munderover><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mi>n</mml:mi></mml:munderover><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>E</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">α</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi mathvariant="italic">α</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>T</mml:mi><mml:mo>)</mml:mo><mml:msub><mml:mi>h</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:msub><mml:mi>y</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi mathvariant="normal">c</mml:mi></mml:mrow></mml:msub><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr></mml:mtable></mml:math></disp-formula>

          with <inline-formula><mml:math id="M41" display="inline"><mml:mrow><mml:msub><mml:mi>y</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mi mathvariant="normal">c</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> being the center position of thin layer <inline-formula><mml:math id="M42" display="inline"><mml:mi>i</mml:mi></mml:math></inline-formula>. This can be used in the sensor design to optimize the chip deformation and elastic stress in the function layer. It can also be used to design optical thin-film interference filters. By adjusting the thickness and residual stress of the individual films, a flat filter can be ensured. This is  because the alternative tensile and compressive residual stresses can be compensated for to achieve a small curvature.</p>

      <fig id="F1"><label>Figure 1</label><caption><p id="d2e1738"> The bent multilayer structure of <inline-formula><mml:math id="M43" display="inline"><mml:mi>n</mml:mi></mml:math></inline-formula> layers with corresponding elastic parameters <inline-formula><mml:math id="M44" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi mathvariant="italic">ν</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, residual stresses <inline-formula><mml:math id="M45" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, the thermal expansion coefficient <inline-formula><mml:math id="M46" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">α</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, and thickness <inline-formula><mml:math id="M47" display="inline"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. The bending radius is <inline-formula><mml:math id="M48" display="inline"><mml:mi>R</mml:mi></mml:math></inline-formula>.</p></caption>
          <graphic xlink:href="https://jsss.copernicus.org/articles/15/167/2026/jsss-15-167-2026-f01.png"/>

        </fig>

</sec>
<sec id="Ch1.S2.SS3">
  <label>2.3</label><title>Validation of the theory</title>
      <p id="d2e1821">To verify the theory, we simulate a double-layer cantilever composed of a 10 <inline-formula><mml:math id="M49" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> silicon layer and a 1 <inline-formula><mml:math id="M50" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> nitride layer with COMSOL. The cantilever is  200 <inline-formula><mml:math id="M51" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> in length. Assuming a residual stress of <inline-formula><mml:math id="M52" display="inline"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">8</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> Pa in the nitride layer, we obtain the elastic distribution at position <inline-formula><mml:math id="M53" display="inline"><mml:mrow><mml:mi>x</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">90</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M54" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>, as shown in Fig. <xref ref-type="fig" rid="F2"/>. According to the Saint-Venant principle, the effects of the boundary constraints can be neglected in a region sufficiently far from the boundary (<xref ref-type="bibr" rid="bib1.bibx25" id="altparen.20"/>). This elastic stress distribution can be compared with the results calculated using our theory (Fig. <xref ref-type="fig" rid="F2"/>), demonstrating good agreement between the calculated and simulated results.</p>

      <fig id="F2"><label>Figure 2</label><caption><p id="d2e1901"> The elastic stress distribution in the double layer simulated with this theory (red line) and with COMSOL (dotted blue line).</p></caption>
          <graphic xlink:href="https://jsss.copernicus.org/articles/15/167/2026/jsss-15-167-2026-f02.png"/>

        </fig>

</sec>
</sec>
<sec id="Ch1.S3">
  <label>3</label><title>Application to MEMS technology</title>
      <p id="d2e1919">The equibiaxial residual stress problem in a deposited circular wafer is axisymmetric. It can be shown that the 2D-axisymmetric problem is equivalent to the beam problem from the previous section, with the symmetric center at at the fixed end of the beam (<xref ref-type="bibr" rid="bib1.bibx24" id="altparen.21"/>). The same formalism (Sect. <xref ref-type="sec" rid="Ch1.S2.SS1"/>) for the beam can be applied, with the axial residual stress interpreted as the value of the equibiaxial stress. In MEMS technology, many implantations, depositions, and annealing processes are involved. These processes induce residual stresses, resulting in wafer bending and chip deformation. This formalism can be used to ensure that the wafer bow remains within the process tolerance throughout the entire process flow by optimizing the film thickness and process parameters. To do so, the process-dependent residual stresses must be known. This can be achieved through the inverse problem of the formalism by starting with the measured wafer curvature and deducing the residual stresses. </p>
<sec id="Ch1.S3.SS1">
  <label>3.1</label><title>Extraction of residual stresses of the multilayer system</title>
      <p id="d2e1935">If the residual stresses are kept constant after deposition, they can be extracted with wafer bow measurements. We consider a MEMS structure involving <inline-formula><mml:math id="M55" display="inline"><mml:mi>n</mml:mi></mml:math></inline-formula> layers with <inline-formula><mml:math id="M56" display="inline"><mml:mi>l</mml:mi></mml:math></inline-formula> unknown residual stresses that need to be extracted. Then, <inline-formula><mml:math id="M57" display="inline"><mml:mrow><mml:mi>l</mml:mi><mml:mo>≤</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:math></inline-formula>, because the residual stress in some layers may be known or assumed to be stress free. One designs an experiment with <inline-formula><mml:math id="M58" display="inline"><mml:mi>m</mml:mi></mml:math></inline-formula> wafers with different layer structures from the same process flow. These different film-stacking structures can be achieved by inserting or taking out wafers from the same process flow. This is the successive deposition approach, where the deflection of each deposited wafer is measured. The same can be achieved after the entire process by etching the deposited wafer layer by layer. This is the successive-etching approach, where the deflection of each etched wafer is measured. This yields a data set of <inline-formula><mml:math id="M59" display="inline"><mml:mi>m</mml:mi></mml:math></inline-formula> measurements. The flat wafer bends due to the residual stress of the deposited thin films. The bending profile can be approximated by a spherical cap with curvature <inline-formula><mml:math id="M60" display="inline"><mml:mi mathvariant="italic">κ</mml:mi></mml:math></inline-formula>. The wafer center shifts a deflection <inline-formula><mml:math id="M61" display="inline"><mml:mi>g</mml:mi></mml:math></inline-formula> (wafer bow) relative to the wafer rim. The deflections of the wafers are measured using 3D laser line scanning based on the principle of optical triangulation (<xref ref-type="bibr" rid="bib1.bibx19" id="altparen.22"/>). For a wafer of diameter <inline-formula><mml:math id="M62" display="inline"><mml:mi>d</mml:mi></mml:math></inline-formula>, one can obtain the deflection from the bending curvature (<inline-formula><mml:math id="M63" display="inline"><mml:mi mathvariant="italic">κ</mml:mi></mml:math></inline-formula>) as

            <disp-formula id="Ch1.E15" content-type="numbered"><label>15</label><mml:math id="M64" display="block"><mml:mrow><mml:mi>g</mml:mi><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msup><mml:mi>d</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow><mml:mn mathvariant="normal">8</mml:mn></mml:mfrac></mml:mstyle><mml:mi mathvariant="italic">κ</mml:mi></mml:mrow></mml:math></disp-formula>

          if the bending radius is much bigger than the wafer size. One can thus get <inline-formula><mml:math id="M65" display="inline"><mml:mi>m</mml:mi></mml:math></inline-formula> equations for the <inline-formula><mml:math id="M66" display="inline"><mml:mi>l</mml:mi></mml:math></inline-formula> unknown residual stresses. The residual stress of a given layer is assumed to be the same when it appears in different combinations of layer stacks because it is formed in the same process and under the same conditions. With an optimization method, one can extract the <inline-formula><mml:math id="M67" display="inline"><mml:mi>l</mml:mi></mml:math></inline-formula> residual stresses if <inline-formula><mml:math id="M68" display="inline"><mml:mi>m</mml:mi></mml:math></inline-formula> is bigger than or equal to <inline-formula><mml:math id="M69" display="inline"><mml:mi>l</mml:mi></mml:math></inline-formula>. A Python program was written for data analysis. The <monospace>fsolve</monospace> and <monospace>minimize</monospace> functions of the <monospace>scipy</monospace> module <monospace>optimize</monospace> are used for  stress extraction in the cases of <inline-formula><mml:math id="M70" display="inline"><mml:mrow><mml:mi>m</mml:mi><mml:mo>=</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M71" display="inline"><mml:mrow><mml:mi>m</mml:mi><mml:mo>&gt;</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:math></inline-formula>, respectively.</p>
      <p id="d2e2107">This formalism can be generalized to analyze inhomogeneous residual stresses in a multilayer system. In this case, small  cantilever test structures should be implemented on the wafer. In <xref ref-type="bibr" rid="bib1.bibx9" id="text.23"/>, cantilevers were fabricated, and the local residual stress in a single overlay was analyzed using the Stoney formula. Our formalism can be applied to a multilayered cantilever by replacing the wafer radius with the cantilever length. Instead of using the biaxial modulus for the wafer bow, the original Young's modulus should be used for the cantilever deflection.</p>
</sec>
<sec id="Ch1.S3.SS2">
  <label>3.2</label><title>Parameter error estimation</title>
      <p id="d2e2121">The precision of the fitted residual stress depends not only on the fitting residuals themselves, but also on the measurement errors of deflection and thickness, as well as the parameter errors of  Young's modulus and the thermal expansion coefficient of the films. Here, we neglect the effect of possible uncertainties in Poisson's ratios. These errors can propagate to the uncertainty in the extracted residual stresses. For measurement <inline-formula><mml:math id="M72" display="inline"><mml:mi>j</mml:mi></mml:math></inline-formula>, the theoretical deflections are

            <disp-formula id="Ch1.E16" content-type="numbered"><label>16</label><mml:math id="M73" display="block"><mml:mtable rowspacing="0.2ex" class="split" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>g</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mo>=</mml:mo><mml:mi>f</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mi mathvariant="normal">…</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi>l</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>h</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mn mathvariant="normal">..</mml:mn><mml:mo>,</mml:mo><mml:msub><mml:mi>h</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>E</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mi mathvariant="normal">…</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi>E</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi mathvariant="italic">α</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mi mathvariant="normal">…</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi mathvariant="italic">α</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mspace linebreak="nobreak" width="1em"/><mml:mo>(</mml:mo><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">…</mml:mi><mml:mo>,</mml:mo><mml:mi>m</mml:mi><mml:mo>)</mml:mo><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>

          The total standard deviation of deflection <inline-formula><mml:math id="M74" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">δ</mml:mi><mml:mi mathvariant="normal">t</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> is therefore

            <disp-formula id="Ch1.E17" content-type="numbered"><label>17</label><mml:math id="M75" display="block"><mml:mtable rowspacing="0.2ex" class="split" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd><mml:mrow><mml:msubsup><mml:mi mathvariant="italic">δ</mml:mi><mml:mi mathvariant="normal">t</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>(</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mo>=</mml:mo><mml:msup><mml:mi mathvariant="normal">res</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>(</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>+</mml:mo><mml:msup><mml:mi mathvariant="italic">δ</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>(</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>+</mml:mo><mml:munderover><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mi>n</mml:mi></mml:munderover><mml:msup><mml:mfenced close=")" open="("><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mo>∂</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:msub><mml:mi>h</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mi mathvariant="italic">δ</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi>h</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:mfenced><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mo>+</mml:mo><mml:munderover><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mi>n</mml:mi></mml:munderover><mml:msup><mml:mfenced close=")" open="("><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mo>∂</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:msub><mml:mi>E</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mi mathvariant="italic">δ</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi>E</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:mfenced><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:munderover><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mi>n</mml:mi></mml:munderover><mml:msup><mml:mfenced close=")" open="("><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mo>∂</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:msub><mml:mi mathvariant="italic">α</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mi mathvariant="italic">δ</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">α</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:mfenced><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mspace width="1em" linebreak="nobreak"/><mml:mo>(</mml:mo><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">…</mml:mi><mml:mo>,</mml:mo><mml:mi>m</mml:mi><mml:mo>)</mml:mo><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>

          where <inline-formula><mml:math id="M76" display="inline"><mml:mrow><mml:mi mathvariant="normal">res</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> is the fitting residual, which directly determines the fitting error;  <inline-formula><mml:math id="M77" display="inline"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> is the measurement error of the deflection of the <inline-formula><mml:math id="M78" display="inline"><mml:mi>j</mml:mi></mml:math></inline-formula>th measurement; <inline-formula><mml:math id="M79" display="inline"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi>h</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> is the thickness error of the <inline-formula><mml:math id="M80" display="inline"><mml:mi>i</mml:mi></mml:math></inline-formula>th layer; and <inline-formula><mml:math id="M81" display="inline"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi>E</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M82" display="inline"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">α</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> are the parameter errors of Young's modulus and the thermal expansion coefficient of the <inline-formula><mml:math id="M83" display="inline"><mml:mi>i</mml:mi></mml:math></inline-formula>th layer, respectively. They determine the propagated error of the fitted residual stresses. One can obtain the uncertainties in the <inline-formula><mml:math id="M84" display="inline"><mml:mi>l</mml:mi></mml:math></inline-formula> fitted unknown residual stresses from sensitivity analysis (<xref ref-type="bibr" rid="bib1.bibx5" id="altparen.24"/>). The <inline-formula><mml:math id="M85" display="inline"><mml:mrow><mml:mi>m</mml:mi><mml:mo>×</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:math></inline-formula> Jacobian matrix <inline-formula><mml:math id="M86" display="inline"><mml:mi mathvariant="bold">J</mml:mi></mml:math></inline-formula>, also known as the sensitivity matrix, can be calculated numerically with the following elements:

            <disp-formula id="Ch1.E18" content-type="numbered"><label>18</label><mml:math id="M87" display="block"><mml:mrow><mml:msub><mml:mi mathvariant="bold">J</mml:mi><mml:mrow><mml:mi>j</mml:mi><mml:mi>k</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mo>∂</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mo>∂</mml:mo><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi>k</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mspace width="1em" linebreak="nobreak"/><mml:mo>(</mml:mo><mml:mi>j</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">…</mml:mi><mml:mo>,</mml:mo><mml:mi>m</mml:mi><mml:mo>)</mml:mo><mml:mspace width="1em" linebreak="nobreak"/><mml:mo>(</mml:mo><mml:mi>k</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">…</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>)</mml:mo><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>

          The <inline-formula><mml:math id="M88" display="inline"><mml:mrow><mml:mi>l</mml:mi><mml:mo>×</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:math></inline-formula> Fisher information matrix of the fitted parameters is approximately (<xref ref-type="bibr" rid="bib1.bibx18" id="altparen.25"/>)

            <disp-formula id="Ch1.E19" content-type="numbered"><label>19</label><mml:math id="M89" display="block"><mml:mrow><mml:mi mathvariant="bold">F</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mi mathvariant="bold">J</mml:mi><mml:mi>T</mml:mi></mml:msup><mml:mi mathvariant="bold">GJ</mml:mi><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

          where

            <disp-formula id="Ch1.E20" content-type="numbered"><label>20</label><mml:math id="M90" display="block"><mml:mrow><mml:mi mathvariant="bold">G</mml:mi><mml:mo>=</mml:mo><mml:mi mathvariant="normal">diag</mml:mi><mml:mfenced open="(" close=")"><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mrow><mml:msubsup><mml:mi mathvariant="italic">δ</mml:mi><mml:mi mathvariant="normal">t</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>(</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mrow><mml:msubsup><mml:mi mathvariant="italic">δ</mml:mi><mml:mi mathvariant="normal">t</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>(</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo><mml:mi mathvariant="normal">…</mml:mi><mml:mo>,</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mrow><mml:msubsup><mml:mi mathvariant="italic">δ</mml:mi><mml:mi mathvariant="normal">t</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>(</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>

          The inversion of Fisher's information matrix is the covariance matrix <inline-formula><mml:math id="M91" display="inline"><mml:mi mathvariant="bold">C</mml:mi></mml:math></inline-formula> of fitting parameters <inline-formula><mml:math id="M92" display="inline"><mml:mrow><mml:mi mathvariant="bold">C</mml:mi><mml:mo>=</mml:mo><mml:msup><mml:mi mathvariant="bold">F</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>. The standard deviations, the correlation matrix, and the confidence intervals of the fitted residual stresses can be calculated from the covariance matrix (<xref ref-type="bibr" rid="bib1.bibx23" id="altparen.26"/>). The relative error of the <inline-formula><mml:math id="M93" display="inline"><mml:mi>k</mml:mi></mml:math></inline-formula>th fitted residual stress is

            <disp-formula id="Ch1.E21" content-type="numbered"><label>21</label><mml:math id="M94" display="block"><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:msqrt><mml:mrow><mml:msub><mml:mi mathvariant="bold">C</mml:mi><mml:mrow><mml:mi>k</mml:mi><mml:mi>k</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:msqrt><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi>k</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mspace linebreak="nobreak" width="1em"/><mml:mo>(</mml:mo><mml:mi>k</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">…</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>)</mml:mo><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>

          With nonzero errors, <inline-formula><mml:math id="M95" display="inline"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi>g</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M96" display="inline"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi>h</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M97" display="inline"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi>E</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>, and <inline-formula><mml:math id="M98" display="inline"><mml:mrow><mml:mi mathvariant="italic">δ</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">α</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>, one can see the error propagation.</p>
</sec>
<sec id="Ch1.S3.SS3">
  <label>3.3</label><title>Residual stress extraction with successive deposition method</title>
      <p id="d2e3021">We designed an experiment (experiment I) to study the residual stresses of four thin films – oxidation layer (FOX), MoSi, CVD oxide, and stress-reduced LPCVD nitride – to investigate the generation and evolution of residual stresses in different layers involved in a MEMS production process. Since the MoSi layer will be annealed, we designed a five-step experiment using five starting wafers of (100)-Si with a thickness of 390 <inline-formula><mml:math id="M99" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>. After the thermal oxidation process, wafer 1 was removed from the flow. A MoSi layer was then deposited on the remaining wafers, after which wafer 2 was removed from the flow. The remaining three wafers were annealed, and wafer 3 was removed from the flow. LPCVD oxide deposition was performed on the remaining two wafers, after which wafer 4 was removed from the flow. Finally, a stress-reduced LPCVD nitride deposition was performed on wafer 5. The process steps and the wafers used are shown in Table <xref ref-type="table" rid="T1"/>. The wafer bows of the five  wafers with different layer stacking were measured using 3D laser line scanning. As an example, Fig. <xref ref-type="fig" rid="F3"/> shows the wafer scans for wafer 2 (with the MoSi layer as deposited) and wafer 3 (after high-temperature annealing of the deposited MoSi layer). The wafer bending profiles aligned well with the arc of a circle, except for the rim of the wafer. This agrees with the Saint-Venant principle. This demonstrates that the curvature can be easily calculated from wafer deflection using Eq. (<xref ref-type="disp-formula" rid="Ch1.E15"/>). The results indicate that the stress in the MoSi layer changed drastically after annealing. The mechanical properties of the layers involved in this paper are shown in Table <xref ref-type="table" rid="T2"/>. For stress extraction, the wafer bows shown in Table <xref ref-type="table" rid="T1"/>, which have been corrected with the initial wafer bow, are used. Using the error analysis theory (Sect. <xref ref-type="sec" rid="Ch1.S3.SS2"/>), we calculated the relative fitting errors with ideal experimental parameters and the total relative errors, which took into account the propagated error from the 1 % relative error in wafer deflection, and the same relative error in thickness, Young's modulus, and the thermal expansion coefficient of all involved layers. The layer thicknesses, the extracted residual stresses, the relative fitting errors, and the total relative errors of fitted residual stresses are shown in Table <xref ref-type="table" rid="T3"/>. The results show that the residual stress of oxide depends on the preparation method and preceding layers. The exact kinetics are still unknown and must be studied using more systematic technological parameters. Furthermore, the correlation matrix of the fitted parameters is shown in Table <xref ref-type="table" rid="T4"/>, which also includes the propagated errors. A  large anticorrelation coefficient is observed between the residual stresses of annealed MoSi and oxide. Although the total relative error of the fitted parameters is small, this correlation distorts the confidence ellipse from an ideal circle and will increase the size of the profile confidence interval (<xref ref-type="bibr" rid="bib1.bibx12" id="altparen.27"/>).</p>

      <fig id="F3" specific-use="star"><label>Figure 3</label><caption><p id="d2e3056"> The wafer profile measured using laser scanning (dotted red line) and the fitting to an arc (blue line) for wafer 2 (left) and wafer 3 (right). Wafer 2, with an as-deposited MoSi layer, exhibits tensile stress. Wafer 3, with an annealed MoSi layer at 1000 °C for 30 min, shows a compressive stress.</p></caption>
          <graphic xlink:href="https://jsss.copernicus.org/articles/15/167/2026/jsss-15-167-2026-f03.png"/>

        </fig>

<table-wrap id="T1"><label>Table 1</label><caption><p id="d2e3068">The process flow and wafer bows in <inline-formula><mml:math id="M100" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> of experiment I.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="6">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="right"/>
     <oasis:colspec colnum="6" colname="col6" align="right"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Process step</oasis:entry>
         <oasis:entry colname="col2">Wafer 5</oasis:entry>
         <oasis:entry colname="col3">Wafer 4</oasis:entry>
         <oasis:entry colname="col4">Wafer 3</oasis:entry>
         <oasis:entry colname="col5">Wafer 2</oasis:entry>
         <oasis:entry colname="col6">Wafer 1</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">Oxidation</oasis:entry>
         <oasis:entry colname="col2">–</oasis:entry>
         <oasis:entry colname="col3">–</oasis:entry>
         <oasis:entry colname="col4">–</oasis:entry>
         <oasis:entry colname="col5">–</oasis:entry>
         <oasis:entry colname="col6"><inline-formula><mml:math id="M101" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.26</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">MoSi</oasis:entry>
         <oasis:entry colname="col2">–</oasis:entry>
         <oasis:entry colname="col3">–</oasis:entry>
         <oasis:entry colname="col4">–</oasis:entry>
         <oasis:entry colname="col5">6.82</oasis:entry>
         <oasis:entry colname="col6"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Annealing</oasis:entry>
         <oasis:entry colname="col2">–</oasis:entry>
         <oasis:entry colname="col3">–</oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M102" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>53.74</oasis:entry>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">LP oxide</oasis:entry>
         <oasis:entry colname="col2">–</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M103" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>8.95</oasis:entry>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">LP nitride</oasis:entry>
         <oasis:entry colname="col2">57.25</oasis:entry>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

<table-wrap id="T2"><label>Table 2</label><caption><p id="d2e3249">Mechanical properties.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="4">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:thead>
       <oasis:row>
         <oasis:entry colname="col1">Material</oasis:entry>
         <oasis:entry colname="col2">Young's module</oasis:entry>
         <oasis:entry colname="col3">Poisson's</oasis:entry>
         <oasis:entry colname="col4">TEC in</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">in Pa</oasis:entry>
         <oasis:entry colname="col3">ratio</oasis:entry>
         <oasis:entry colname="col4">K<sup>−1</sup></oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">Silicon</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M105" display="inline"><mml:mrow><mml:mn mathvariant="normal">1.7</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">11</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">0.064</oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M106" display="inline"><mml:mrow><mml:mn mathvariant="normal">2.6</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">6</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">SiO<sub>2</sub></oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M108" display="inline"><mml:mrow><mml:mn mathvariant="normal">7.0</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">10</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">0.17</oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M109" display="inline"><mml:mrow><mml:mn mathvariant="normal">5.0</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">7</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Si<sub>3</sub>N<sub>4</sub></oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M112" display="inline"><mml:mrow><mml:mn mathvariant="normal">2.5</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">11</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">0.23</oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M113" display="inline"><mml:mrow><mml:mn mathvariant="normal">2.3</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">6</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Polysilicon</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M114" display="inline"><mml:mrow><mml:mn mathvariant="normal">1.6</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">11</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">0.22</oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M115" display="inline"><mml:mrow><mml:mn mathvariant="normal">2.6</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">6</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">MoSi</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M116" display="inline"><mml:mrow><mml:mn mathvariant="normal">4.4</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">11</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">0.16</oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M117" display="inline"><mml:mrow><mml:mn mathvariant="normal">8.5</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">6</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

<table-wrap id="T3" specific-use="star"><label>Table 3</label><caption><p id="d2e3560">Layer thicknesses, extracted residual stresses, relative fitting errors, and total relative errors of the extracted residual stresses of experiment I.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="5">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="right"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Thickness in nm</oasis:entry>
         <oasis:entry colname="col3">Res. stress in Pa</oasis:entry>
         <oasis:entry colname="col4">Rel. fitting error</oasis:entry>
         <oasis:entry colname="col5">Total rel. error</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Starting wafer</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M118" display="inline"><mml:mn mathvariant="normal">350</mml:mn></mml:math></inline-formula> <inline-formula><mml:math id="M119" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">FOX</oasis:entry>
         <oasis:entry colname="col2">70</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M120" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1.4</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">7</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M121" display="inline"><mml:mrow><mml:mn mathvariant="normal">8.9</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">8</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M122" display="inline"><mml:mrow><mml:mn mathvariant="normal">1.4</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">MoSi</oasis:entry>
         <oasis:entry colname="col2">130</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M123" display="inline"><mml:mrow><mml:mn mathvariant="normal">2.0</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">8</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M124" display="inline"><mml:mrow><mml:mn mathvariant="normal">3.6</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">9</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M125" display="inline"><mml:mrow><mml:mn mathvariant="normal">1.4</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">MoSi annealed</oasis:entry>
         <oasis:entry colname="col2">102</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M126" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1.5</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">9</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M127" display="inline"><mml:mrow><mml:mn mathvariant="normal">9.5</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">10</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M128" display="inline"><mml:mrow><mml:mn mathvariant="normal">1.4</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Oxide</oasis:entry>
         <oasis:entry colname="col2">100</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M129" display="inline"><mml:mrow><mml:mn mathvariant="normal">1.7</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">9</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M130" display="inline"><mml:mrow><mml:mn mathvariant="normal">1.1</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">9</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M131" display="inline"><mml:mrow><mml:mn mathvariant="normal">2.3</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Nitride</oasis:entry>
         <oasis:entry colname="col2">500</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M132" display="inline"><mml:mrow><mml:mn mathvariant="normal">4.9</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">8</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M133" display="inline"><mml:mrow><mml:mn mathvariant="normal">7.2</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">10</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M134" display="inline"><mml:mrow><mml:mn mathvariant="normal">2.0</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

<table-wrap id="T4" specific-use="star"><label>Table 4</label><caption><p id="d2e3955">Symmetrical correlation matrix of the extracted residual stresses of experiment I.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="6">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="right"/>
     <oasis:colspec colnum="6" colname="col6" align="right"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">FOX</oasis:entry>
         <oasis:entry colname="col3">MoSi</oasis:entry>
         <oasis:entry colname="col4">MoSi annealed</oasis:entry>
         <oasis:entry colname="col5">Oxide</oasis:entry>
         <oasis:entry colname="col6">Nitride</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">FOX</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M135" display="inline"><mml:mn mathvariant="normal">1.0</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M136" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3.7</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M137" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2.2</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M138" display="inline"><mml:mrow><mml:mn mathvariant="normal">1.0</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">10</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6"><inline-formula><mml:math id="M139" display="inline"><mml:mrow><mml:mn mathvariant="normal">1.5</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">9</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">MoSi</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M140" display="inline"><mml:mn mathvariant="normal">1.0</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M141" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">6.9</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M142" display="inline"><mml:mrow><mml:mn mathvariant="normal">3.1</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">9</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6"><inline-formula><mml:math id="M143" display="inline"><mml:mrow><mml:mn mathvariant="normal">4.7</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">8</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">MoSi annealed</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M144" display="inline"><mml:mn mathvariant="normal">1.0</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M145" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">7.3</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6"><inline-formula><mml:math id="M146" display="inline"><mml:mrow><mml:mn mathvariant="normal">7.7</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">7</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Oxide</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M147" display="inline"><mml:mn mathvariant="normal">1.0</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6"><inline-formula><mml:math id="M148" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3.6</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Nitride</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"><inline-formula><mml:math id="M149" display="inline"><mml:mn mathvariant="normal">1.0</mml:mn></mml:math></inline-formula></oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>


</sec>
<sec id="Ch1.S3.SS4">
  <label>3.4</label><title>Residual stress extraction with successive-etching method </title>
      <p id="d2e4309">For experiment II, we start from a 100 mm diameter n-type (100) silicon wafer, which was oxidized with 60 nm silicon dioxide and deposited with 1 <inline-formula><mml:math id="M150" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> silicon nitride with LPCVD. The silicon nitride layer was deposited with a high <inline-formula><mml:math id="M151" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">DCS</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="normal">dichlorosilane</mml:mi><mml:mo>)</mml:mo><mml:mo>:</mml:mo><mml:msub><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> flow ratio to effectively reduce the residual stress (<xref ref-type="bibr" rid="bib1.bibx27" id="altparen.28"/>). To extract the residual stress in the thin layers, the layer thickness and wafer bow are measured at different stages of multilayer etching. The first bow measurement, D1, was made for the initial processed wafer without any etching. The second bow measurement, D2, was made after the backside nitride layer was removed. The third bow measurement, D3, was made after the backside oxide layer was removed.  The fourth bow measurement, D4, was made after the topside nitride layer was removed. Finally, the fifth bow measurement, D5, was made after the topside oxide layer was removed. The experimental results, the extracted residual stresses, the relative fitting errors, and the total relative errors in the fitted residual stresses (as in Sect. <xref ref-type="sec" rid="Ch1.S3.SS3"/>) are shown in Table <xref ref-type="table" rid="T5"/>. The results show that the relative fitting error is very small. The fitted residual stress of the nitride film, <inline-formula><mml:math id="M152" display="inline"><mml:mrow><mml:mn mathvariant="normal">1.3</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">8</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> Pa,  agrees well with the value of <inline-formula><mml:math id="M153" display="inline"><mml:mrow><mml:mn mathvariant="normal">1.35</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">8</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> Pa presented in  <xref ref-type="bibr" rid="bib1.bibx27" id="text.29"/>. This also confirms the effectiveness of the high <inline-formula><mml:math id="M154" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">DCS</mml:mi><mml:mo>:</mml:mo><mml:msub><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> ratio in reducing the residual stress of LPCVD nitride films. The residual stresses of normal LPCVD nitride films is <inline-formula><mml:math id="M155" display="inline"><mml:mrow><mml:mn mathvariant="normal">1.3</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">9</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> Pa (Sect. <xref ref-type="sec" rid="Ch1.S3.SS5"/>), while the residual stress of nitride prepared in experiment I (Sect. <xref ref-type="sec" rid="Ch1.S3.SS3"/>) is only reduced to <inline-formula><mml:math id="M156" display="inline"><mml:mrow><mml:mn mathvariant="normal">4.9</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">8</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> Pa.</p>

<table-wrap id="T5" specific-use="star"><label>Table 5</label><caption><p id="d2e4437">Layer thicknesses, wafer bows, extracted residual stresses, relative fitting errors, and total relative errors of the extracted residual stresses of experiment II.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="7">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="right"/>
     <oasis:colspec colnum="6" colname="col6" align="right"/>
     <oasis:colspec colnum="7" colname="col7" align="right"/>
     <oasis:thead>
       <oasis:row>
         <oasis:entry colname="col1">Test</oasis:entry>
         <oasis:entry colname="col2">Bottom nitride</oasis:entry>
         <oasis:entry colname="col3">Bottom oxide</oasis:entry>
         <oasis:entry colname="col4">Substrate</oasis:entry>
         <oasis:entry colname="col5">Top oxide</oasis:entry>
         <oasis:entry colname="col6">Top nitride</oasis:entry>
         <oasis:entry colname="col7">Deflection</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">in nm</oasis:entry>
         <oasis:entry colname="col3">in nm</oasis:entry>
         <oasis:entry colname="col4">in <inline-formula><mml:math id="M157" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">in nm</oasis:entry>
         <oasis:entry colname="col6">in nm</oasis:entry>
         <oasis:entry colname="col7">in <inline-formula><mml:math id="M158" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">D1</oasis:entry>
         <oasis:entry colname="col2">1022</oasis:entry>
         <oasis:entry colname="col3">61</oasis:entry>
         <oasis:entry colname="col4">350</oasis:entry>
         <oasis:entry colname="col5">61</oasis:entry>
         <oasis:entry colname="col6">1022</oasis:entry>
         <oasis:entry colname="col7"><inline-formula><mml:math id="M159" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.5</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">D2</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3">22</oasis:entry>
         <oasis:entry colname="col4">350</oasis:entry>
         <oasis:entry colname="col5">61</oasis:entry>
         <oasis:entry colname="col6">1022</oasis:entry>
         <oasis:entry colname="col7">37.2</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">D3</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4">350</oasis:entry>
         <oasis:entry colname="col5">61</oasis:entry>
         <oasis:entry colname="col6">1022</oasis:entry>
         <oasis:entry colname="col7">34.3</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">D4</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4">350</oasis:entry>
         <oasis:entry colname="col5">61</oasis:entry>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"><inline-formula><mml:math id="M160" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>9.1</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">D5</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4">350</oasis:entry>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7">0</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Res. stress in Pa</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M161" display="inline"><mml:mrow><mml:mn mathvariant="normal">1.3</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">8</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M162" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4.0</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">8</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M163" display="inline"><mml:mrow><mml:mn mathvariant="normal">1.3</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">6</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M164" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4.5</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">8</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6"><inline-formula><mml:math id="M165" display="inline"><mml:mrow><mml:mn mathvariant="normal">1.3</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">8</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col7"/>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Rel. fitting error</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M166" display="inline"><mml:mn mathvariant="normal">0</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M167" display="inline"><mml:mn mathvariant="normal">0</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M168" display="inline"><mml:mn mathvariant="normal">0</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6"><inline-formula><mml:math id="M169" display="inline"><mml:mn mathvariant="normal">0</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col7"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Total rel. error</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M170" display="inline"><mml:mrow><mml:mn mathvariant="normal">4.5</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M171" display="inline"><mml:mrow><mml:mn mathvariant="normal">2.7</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M172" display="inline"><mml:mrow><mml:mn mathvariant="normal">1.0</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6"><inline-formula><mml:math id="M173" display="inline"><mml:mrow><mml:mn mathvariant="normal">1.3</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col7"/>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>


</sec>
<sec id="Ch1.S3.SS5">
  <label>3.5</label><title> Extraction of thermal stresses and intrinsic residual stresses</title>
      <p id="d2e4894">For experiment III, two 100 mm diameter n-type (100) silicon wafers, both 498 <inline-formula><mml:math id="M174" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula> thick, are deposited with 300 nm of silicon dioxide and 100.7 nm of silicon nitride, respectively. The deposited film on the backside is etched away. The Tencor FLX2900 system is used to perform wafer curvature measurements with temperatures scanned from 50  to 350 °C. For stress extraction, it is assumed that the intrinsic residual stresses and thermal expansion coefficient (TEC) of the films remain constant during wafer heating measurements. Figure <xref ref-type="fig" rid="F4"/> shows the measured and simulated wafer curvature as a function of temperature.  The fitted residual stress of silicon dioxide film is <inline-formula><mml:math id="M175" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1.3</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">8</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> Pa, and that of silicon nitride film is <inline-formula><mml:math id="M176" display="inline"><mml:mrow><mml:mn mathvariant="normal">1.3</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">9</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> Pa. The relative fitting errors are <inline-formula><mml:math id="M177" display="inline"><mml:mrow><mml:mn mathvariant="normal">8.4</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">5</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M178" display="inline"><mml:mrow><mml:mn mathvariant="normal">4.3</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> for silicon dioxide and silicon nitride films, respectively. The corresponding total relative errors are <inline-formula><mml:math id="M179" display="inline"><mml:mrow><mml:mn mathvariant="normal">1.3</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M180" display="inline"><mml:mrow><mml:mn mathvariant="normal">2.3</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula>, respectively, if the propagated errors are taken into account like in Sect. <xref ref-type="sec" rid="Ch1.S3.SS3"/>. The thermal stresses are induced by the TEC differences between the film and substrate. Because the experiments contain errors in both the curvature measurement and the temperature reading, the extracted residual stresses also contain propagated uncertainty. Using these parameters, one can calculate the average elastic stress in the thin layer, as illustrated in  Fig. <xref ref-type="fig" rid="F5"/>.</p>
      <p id="d2e5018">It has been demonstrated that this formalism can address both intrinsic and extrinsic residual stresses in a layered structure. This is a useful extension of established approaches. For example, the widely used Stoney formula (<xref ref-type="bibr" rid="bib1.bibx3" id="altparen.30"/>) can be applied to a single layer deposited on substrate. Thermal stresses can be analyzed in a layered structure with any number of layers (<xref ref-type="bibr" rid="bib1.bibx20" id="altparen.31"/>), but intrinsic stresses induced by manufacturing are not incorporated. The equivalent reference temperature method (<xref ref-type="bibr" rid="bib1.bibx16" id="altparen.32"/>) for dealing with intrinsic residual stresses can also model multilayer systems; however, no closed-form solution can be obtained. Therefore, it is difficult for them to be used in the reverse problem of general residual stress extraction. Furthermore, a systematic methodology for parameter extraction is presented using either successive deposition or etching methods, and a parameter estimation method is proposed. Additionally, this closed-form formalism can be incorporated into established device design flows and online stress-monitoring software as a software gadget to improve device performance and process yield.</p>

      <fig id="F4"><label>Figure 4</label><caption><p id="d2e5032"> Experiment IV – the measured (dot) and simulated (line) curvatures at different temperatures for wafer S5 (SiO<sub>2</sub> film, blue) and wafer S6 (Si<sub>3</sub>N<sub>4</sub> film, red).</p></caption>
          <graphic xlink:href="https://jsss.copernicus.org/articles/15/167/2026/jsss-15-167-2026-f04.png"/>

        </fig>

      <fig id="F5"><label>Figure 5</label><caption><p id="d2e5071"> Experiment IV – the average elastic stresses in thin film at different temperatures for wafer S5 (SiO<sub>2</sub> film, blue) and wafer S6 (Si<sub>3</sub>N<sub>4</sub> film, red).</p></caption>
          <graphic xlink:href="https://jsss.copernicus.org/articles/15/167/2026/jsss-15-167-2026-f05.png"/>

        </fig>

</sec>
</sec>
<sec id="Ch1.S4" sec-type="conclusions">
  <label>4</label><title>Discussion, summary, and outlooks</title>
      <p id="d2e5116">For properly designed experiments with either successive etching or successive deposition and wafer bow measurements, the residual stresses in different layers can be extracted. Except for a few special layers, the total relative errors (including all possible propagated errors) of the fitted residual stresses are reasonably small. It can be seen that, except for nitride and the as-deposited MoSi layer, all layers have compressive residual stress. The polycrystalline MoSi film exhibits compressive stress after high-temperature annealing, which agrees with the model (<xref ref-type="bibr" rid="bib1.bibx3" id="altparen.33"/>). We investigated how different processes affect residual stress, especially for LPCVD nitride, and confirmed the effectiveness of the procedure suggested in <xref ref-type="bibr" rid="bib1.bibx27" id="text.34"/> for reducing tensile stress.</p>
      <p id="d2e5125">Theoretical expressions have been derived for wafer bending of multilayer systems caused by isotropic, homogeneous residual stresses stemming from both process-induced and thermal stresses at arbitrary temperature. This is an extension of the thermal stress theory for multilayer systems (<xref ref-type="bibr" rid="bib1.bibx20" id="altparen.35"/>) and the equivalent reference temperature technique for the intrinsic stresses in layered structures (<xref ref-type="bibr" rid="bib1.bibx16" id="altparen.36"/>). A Python-based extraction procedure has been developed. Using this procedure, the residual stress in each layer can be determined from a set of wafer bow measurements. Error propagation and the total relative error are estimated for the extracted residual stresses by applying the parameter estimation theory to our cases. Although many error factors are involved in wafer bending, it has been shown that error propagation can be kept small. To improve parameter estimation, the layer structure should be chosen to minimize parameter correlation and error propagation for residual stress extraction. Once the residual stresses associated with the different process steps have been determined, the process flow and layer structure can be designed using the theory presented in Sect. <xref ref-type="sec" rid="Ch1.S2.SS1"/>. This allows the process to simultaneously achieve optimal chip performance and ensures a trouble-free flow. This increases the chance of success in a single run for the development of new devices.</p>
      <p id="d2e5136">In MEMS technology, layers are often patterned in periodic structures or a porous layer is applied. These form a type of metastructure. The equivalent elastic properties (<xref ref-type="bibr" rid="bib1.bibx13" id="altparen.37"/>) can be used in this formalism to carry out the wafer bow analysis. Some MEMS devices, such as microemitters, operate at high temperatures. The additional thermal stresses can accelerate electrochemical migration, influencing the stability and lifetime of the devices. Our measurements and calculations of thermal stress show that an embedded prestress can alleviate the problem. Thus, the design of microsensors and microactuators can be optimized to minimize chip bowing and maintain low elastic stresses in the functional layers under all operating conditions. This approach ensures a higher production yield and the long-term reliability of sensors and actuators.</p>
      <p id="d2e5142">Modern MEMS technology involves many layers in the process. To guarantee optical, electrical, and mechanical performance, process conditions are modified and optimized. This often results in the generation of residual stresses. These stresses can be modified or relaxed in subsequent processes. All of these factors make grasping residual stresses challenging. The induced wafer bow can affect process precision because lithographic steps must be performed on a deformed wafer. After processing, a deformed wafer can make the automated wafer-level test difficult. Therefore, managing residual stress generation and evolution throughout the entire process is important. On the other hand, wafer bending is a direct indicator of residual stress. The wafer bow test is a reliable, non-destructive method of measuring residual stress. The presented closed-form formalism can facilitate its application to multilayer systems. In the future, the kinetics of residual stress generation and evolution in amorphous films should be systematically investigated. In addition to the successive deposition and successive-etching procedures used for residual stress extraction, the production line should properly incorporate online measurements with quick and reliable residual stress evaluation.</p>
</sec>

      
      </body>
    <back><notes notes-type="codedataavailability"><title>Code and data availability</title>

      <p id="d2e5150">The theoretical derivation, code, and data used in this study are available from the corresponding author upon request.</p>
  </notes><notes notes-type="authorcontribution"><title>Author contributions</title>

      <p id="d2e5156">L. Long: theoretical derivation, F. Long: code and measurement, B. Schwartz: Tencor system measurement, G. Brokmann and T. Ortlepp: organization and discussion.</p>
  </notes><notes notes-type="competinginterests"><title>Competing interests</title>

      <p id="d2e5162">The contact author has declared that none of the authors has any competing interests.</p>
  </notes><notes notes-type="disclaimer"><title>Disclaimer</title>

      <p id="d2e5168">Publisher's note: Copernicus Publications remains neutral with regard to jurisdictional claims made in the text, published maps, institutional affiliations, or any other geographical representation in this paper. The authors bear the ultimate responsibility for providing appropriate place names. Views expressed in the text are those of the authors and do not necessarily reflect the views of the publisher.</p>
  </notes><notes notes-type="financialsupport"><title>Financial support</title>

      <p id="d2e5174">This research has been supported by the Bundesministerium für Wirtschaft und Klimaschutz (grant no. 49MF230027).</p>
  </notes><notes notes-type="reviewstatement"><title>Review statement</title>

      <p id="d2e5180">This paper was edited by Michele Penza and reviewed by two anonymous referees.</p>
  </notes><ref-list>
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