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  <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-15-155-2026</article-id><title-group><article-title>High-resolution characterization of the size-of-source effect via a continuously variable aperture</article-title><alt-title>High-resolution characterization of the size-of-source effect</alt-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1">
          <name><surname>Mendez-Bohorquez</surname><given-names>Miguel-David</given-names></name>
          <email>miguel.mendez@mrt.uni-kassel.de</email>
        <ext-link>https://orcid.org/0009-0009-9168-747X</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Schmoll</surname><given-names>Robert</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-8785-8178</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Kroll</surname><given-names>Andreas</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-8052-9494</ext-link></contrib>
        <aff id="aff1"><label>1</label><institution>Measurement and Control Research Group, University of Kassel, Mönchebergstraße 7, 34125 Kassel, Germany</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Miguel-David Mendez-Bohorquez (miguel.mendez@mrt.uni-kassel.de)</corresp></author-notes><pub-date><day>6</day><month>August</month><year>2026</year></pub-date>
      
      <volume>15</volume>
      <issue>2</issue>
      <fpage>155</fpage><lpage>166</lpage>
      <history>
        <date date-type="received"><day>1</day><month>October</month><year>2025</year></date>
           <date date-type="rev-recd"><day>7</day><month>May</month><year>2026</year></date>
           <date date-type="accepted"><day>18</day><month>June</month><year>2026</year></date>
      </history>
      <permissions>
        <copyright-statement>Copyright: © 2026 Miguel-David Mendez-Bohorquez 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/15/155/2026/jsss-15-155-2026.html">This article is available from https://jsss.copernicus.org/articles/15/155/2026/jsss-15-155-2026.html</self-uri><self-uri xlink:href="https://jsss.copernicus.org/articles/15/155/2026/jsss-15-155-2026.pdf">The full text article is available as a PDF file from https://jsss.copernicus.org/articles/15/155/2026/jsss-15-155-2026.pdf</self-uri>
      <abstract><title>Abstract</title>

      <p id="d2e92">The size-of-source effect (SSE) is a major source of uncertainty in radiation thermometers and thermal imaging cameras. This effect is considered a systematic error and is typically evaluated by measuring changes in the detected signal as the size of the radiant source is varied using a set of circular apertures of different diameters. The accurate characterization of the SSE requires measurements over a wide range of object sizes with well-distributed sample points, which is both time-consuming and labor-intensive. This paper proposes a new approach in which the aperture of an iris diaphragm is continuously adjusted to vary the size of the radiant source. An experimental study was conducted to compare the results obtained with individual fixed apertures and to assess whether the camera frame rate and the iris-driving period influence the measured temperature. The proposed approach reproduced the SSE with the same accuracy as measurements made with individual apertures while providing a significantly larger number of measurement points and a notable reduction in the measurement time. Furthermore, the method showed no significant sensitivity to the driving speed of the iris or the camera's frame rate within the investigated range. However, temporal effects arising from the optical components were found to disturb the measurement.</p>
  </abstract>
    
<funding-group>
<award-group id="gs1">
<funding-source>Bundesministerium für Wirtschaft und Klimaschutz</funding-source>
<award-id>KK5055007AB1</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="d2e104">Accurate temperature measurement with radiation thermometers and thermal imaging cameras is often compromised by the size-of-source effect (SSE) <xref ref-type="bibr" rid="bib1.bibx29 bib1.bibx25" id="paren.1"/>, where the detector signal depends on the apparent size of the target <xref ref-type="bibr" rid="bib1.bibx3" id="paren.2"/>. This effect can arise from multiple factors, including limitations in the performance of the optics or the electronics <xref ref-type="bibr" rid="bib1.bibx6" id="paren.3"/>, scattering both inside and outside the lens <xref ref-type="bibr" rid="bib1.bibx23 bib1.bibx34" id="paren.4"/>, other optical aberrations <xref ref-type="bibr" rid="bib1.bibx27" id="paren.5"/>, and reflections from internal sensor components <xref ref-type="bibr" rid="bib1.bibx9" id="paren.6"/>. The SSE is widely recognized as a systematic error and has been the subject of extensive research for multiple purposes. These efforts include quantifying its contribution to the uncertainty budget in temperature measurements using radiation thermometers <xref ref-type="bibr" rid="bib1.bibx3 bib1.bibx7" id="paren.7"/> and thermal imaging cameras (<xref ref-type="bibr" rid="bib1.bibx16" id="altparen.8"/>; <xref ref-type="bibr" rid="bib1.bibx19 bib1.bibx20 bib1.bibx18" id="altparen.9"/>), formulating mathematical models to describe the phenomenon <xref ref-type="bibr" rid="bib1.bibx32 bib1.bibx4 bib1.bibx29 bib1.bibx31" id="paren.10"/>, and developing strategies to compensate for its effects <xref ref-type="bibr" rid="bib1.bibx28 bib1.bibx30" id="paren.11"/>. Three measurement methods are commonly recognized as the principal procedures for evaluating the SSE. The first, known as the direct method (<xref ref-type="bibr" rid="bib1.bibx11 bib1.bibx13 bib1.bibx26 bib1.bibx33" id="altparen.12"/>; <xref ref-type="bibr" rid="bib1.bibx16" id="altparen.13"/>), involves varying the size of the radiant source by placing circular apertures of different diameters in front of a uniform heat source and recording the resulting changes in the detector signal for each aperture size. The second, referred to as the central obscuration or indirect method <xref ref-type="bibr" rid="bib1.bibx10 bib1.bibx12 bib1.bibx2 bib1.bibx28 bib1.bibx1" id="paren.14"/>, quantifies the stray or scattered radiant flux that reaches the detector from regions outside its nominal field of view. This is achieved by inserting a central disk that blocks the direct radiation from the source while allowing only the off-axis stray radiation to be measured. The resulting value is then subtracted from the signal variation obtained when changing the source diameter, providing a corrected evaluation of the SSE. The third method determines the SSE by mathematically analyzing the detector's measured point-spread function (PSF) and the total radiant flux reaching the detector for different source diameters under a known background temperature <xref ref-type="bibr" rid="bib1.bibx15 bib1.bibx21 bib1.bibx9" id="paren.15"/>. Each method offers distinct advantages and limitations, and each method's suitability depends on both the device under test and the objective of the measurement. The direct method is fast and readily automatable, but it also captures scattering effects originating both inside and outside the nominal field of view of the optics. The central obscuration (indirect) method mitigates this limitation; however, it is labor-intensive and can introduce source errors arising from sensor reflections or from the misalignment of the experimental setup. In addition, it is more susceptible to noise because the measurement relies on a residual signal that may have a critically low amplitude when the radiant source and the aperture are at similar temperatures. The choice of measurement method therefore depends on factors such as the sensitivity of the detector to signal changes, the complexity of the experimental setup, and the level of detail required to characterize the SSE. The appropriate sampling of the SSE curves is crucial, as it allows the identification of specific object size ranges in which the effects responsible for the SSE occur, as demonstrated by <xref ref-type="bibr" rid="bib1.bibx23" id="text.16"/>. Regarding compensation strategies, approaches based on optical optimization, such as those by <xref ref-type="bibr" rid="bib1.bibx34" id="text.17"/>, have largely been exhausted – especially for imaging devices – leading to the emergence of numerical methods <xref ref-type="bibr" rid="bib1.bibx30 bib1.bibx31" id="paren.18"/>. For these approaches, the SSE must be measured over a wide and representative range of object sizes with a sufficiently large number of data points. However, the effort and time required for SSE measurements increase proportionally with the number of source diameters tested, which often becomes a limiting factor. This paper presents a rapid variant of the direct method, in which a thermal imaging camera records the signal changes as the size of the radiant source is continuously varied using an iris diaphragm. This approach makes SSE analysis much more flexible, as it enables the selection of defined size ranges after data acquisition and allows for broader point sampling. As a result, it provides an improved description of the SSE across different regions of the curve, while significantly reducing the required measurement time. The paper is structured as follows: Sect. <xref ref-type="sec" rid="Ch1.S2"/> describes the experimental setup and the SSE assessment method. Section <xref ref-type="sec" rid="Ch1.S3"/> presents an experimental comparison alongside a temporal analysis. Finally, Sect. <xref ref-type="sec" rid="Ch1.S4"/> offers conclusions and an outlook on future research directions.</p>
</sec>
<sec id="Ch1.S2">
  <label>2</label><title>Materials and methods</title>
      <p id="d2e178">The SSE was measured using the direct method through two different approaches, the results of which are compared and analyzed. For the first approach (hereafter referred to as the discrete approach), a set of circular apertures of individual sizes is used, while for the second approach (hereafter referred to as the continuous method), a circular aperture with an iris diaphragm is used to vary the size of the radiating surface. In this section, the experimental setup and the evaluation methods are described.</p>
<sec id="Ch1.S2.SS1">
  <label>2.1</label><title>Experimental setup</title>
      <p id="d2e188">The measurement setup is shown in Fig. <xref ref-type="fig" rid="F1"/>. An Infrared Systems IR-150/301 heat plate radiator (label A in Fig. <xref ref-type="fig" rid="F1"/>) was used for the SSE measurements. The unit features a <inline-formula><mml:math id="M1" display="inline"><mml:mrow><mml:mn mathvariant="normal">304.8</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow><mml:mo>×</mml:mo><mml:mn mathvariant="normal">304.8</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula> flat black square emitting surface, with an emissivity of <inline-formula><mml:math id="M2" display="inline"><mml:mrow><mml:mi mathvariant="italic">ϵ</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.96</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">0.02</mml:mn></mml:mrow></mml:math></inline-formula> over the wavelength of range 1 to <inline-formula><mml:math id="M3" display="inline"><mml:mrow><mml:mn mathvariant="normal">99</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula>. It operates from ambient temperature up to <inline-formula><mml:math id="M4" display="inline"><mml:mrow><mml:mn mathvariant="normal">500</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="italic">°</mml:mi><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> and exhibits a short-term temporal stability of <inline-formula><mml:math id="M5" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.1 °C and a long-term stability of <inline-formula><mml:math id="M6" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.2 °C, according to the manufacturer. Temperature regulation is achieved via a PID controller (label B in Fig. <xref ref-type="fig" rid="F1"/>). Further details are provided in the data sheet of <xref ref-type="bibr" rid="bib1.bibx14" id="text.19"/>. Individual circular apertures (label C in Fig. <xref ref-type="fig" rid="F1"/>) were used to vary the area of the observed radiant surface. For the discrete method, circular patterns were cut into stainless steel sheets of <inline-formula><mml:math id="M7" display="inline"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula> thickness. Stainless steel was chosen for its high thermal conductivity, which ensures a uniform temperature distribution on the camera-facing side. To minimize the reflection of ambient radiation, this side was coated with certified paint providing <inline-formula><mml:math id="M8" display="inline"><mml:mrow><mml:mi mathvariant="italic">ϵ</mml:mi><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">0.9</mml:mn></mml:mrow></mml:math></inline-formula> in both the long-wavelength infrared (LWIR) and mid-wavelength infrared (MWIR) ranges. Further details are provided by <xref ref-type="bibr" rid="bib1.bibx17" id="text.20"/>. The radiator-facing side was left unpainted to reflect incident infrared radiation from the plate, thus slowing the heating of the aperture side observed by the camera. The holes were laser-cut to produce smooth burr-free circles and avoid the irregular conical patterns that conventional cutting tools can create for small-diameter apertures. An example aperture is shown in Fig. <xref ref-type="fig" rid="F2"/>a. For the continuous method, an iris diaphragm (hereafter referred to as the iris), manufactured by <xref ref-type="bibr" rid="bib1.bibx8" id="text.21"/> and featuring 18 blue tempered spring steel leaves with a pin lever actuator, was securely mounted within a 3D-printed bracket. The bracket design provides a balance between the smooth insertion of the iris and sufficient stiffness to prevent movement while adjusting the aperture size. The iris, the aperture, and the 3D-printed bracket are shown in Fig. <xref ref-type="fig" rid="F2"/>b. The aperture diameters and measurement distances were selected based on the area of the radiant heat source captured in the image, as determined by the camera optics. To enable comparison across different optical configurations, a relative diameter, <inline-formula><mml:math id="M9" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>, was defined to normalize the aperture sizes in the image. For a thermogram of an arbitrary aperture with diameter <inline-formula><mml:math id="M10" display="inline"><mml:mi mathvariant="italic">ϕ</mml:mi></mml:math></inline-formula> in <inline-formula><mml:math id="M11" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M12" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> in percent is calculated as follows:

            <disp-formula id="Ch1.E1" content-type="numbered"><label>1</label><mml:math id="M13" display="block"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>px</mml:mtext></mml:msub><mml:mo>⋅</mml:mo><mml:mn mathvariant="normal">100</mml:mn><mml:mo>/</mml:mo><mml:msub><mml:mi>V</mml:mi><mml:mtext>res</mml:mtext></mml:msub><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

          where <inline-formula><mml:math id="M14" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mi mathvariant="normal">px</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is the circle diameter in px, and <inline-formula><mml:math id="M15" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>res</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> is the image size in the vertical direction in px. The diameter of the circle in the image <inline-formula><mml:math id="M16" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mi mathvariant="normal">px</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> was obtained using the function <italic>HoughCircles</italic> of the library <italic>OpenCV</italic> <xref ref-type="bibr" rid="bib1.bibx5" id="paren.22"/>, version 4.11 <xref ref-type="bibr" rid="bib1.bibx24" id="paren.23"/>. Normalization via <inline-formula><mml:math id="M17" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>res</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> is adopted because, due to the sensor's landscape format and aspect ratio, it constitutes the primary constraint on spatial resolution. This approach facilitates not only the assessment of the SSE for different optical systems but also its compensation. Compensation methods, such as the one presented by <xref ref-type="bibr" rid="bib1.bibx30" id="text.24"/>, address subsequent applications in practical end-user scenarios for regions of the thermograms whose dimensions are entirely contained within the image. However, it is important to note that saturation of the SSE is independent of <inline-formula><mml:math id="M18" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mtext>res</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> and does not necessarily occur at <inline-formula><mml:math id="M19" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">100</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="italic">%</mml:mi></mml:mrow></mml:math></inline-formula> (<inline-formula><mml:math id="M20" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>px</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>V</mml:mi><mml:mtext>res</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>). The SSE measurements were performed using an MWIR thermal imaging camera (see Table <xref ref-type="table" rid="T1"/>), which was mounted on a sliding carriage (label D in Fig. <xref ref-type="fig" rid="F1"/>). The carriage moves along two parallel rails fixed to an optical bench, allowing the distance between the camera and the apertures to be adjusted for measurements under different optical configurations. A multi-axis platform (label E in Fig. <xref ref-type="fig" rid="F1"/>) was mounted on top of the carriage in a vertical configuration to hold the camera. The platform can be precisely adjusted along both horizontal and vertical axes with a resolution of <inline-formula><mml:math id="M21" display="inline"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula>, facilitating the accurate and repeatable centering of the aperture in the image. The ambient temperature and air humidity were measured during the measurements to monitor possible drift that could affect the results. Different camera configurations were not considered, as no dependency of the measurement method on the camera technology was expected. Therefore, the results presented in this paper should be generally applicable for evaluating the measurement of the SSE in infrared thermal imaging devices, when an iris diaphragm is used to vary the size of the radiant source.</p>

      <fig id="F1" specific-use="star"><label>Figure 1</label><caption><p id="d2e515">Measurement stand: the heat plate radiator (label A) is positioned next to the optical bench. Its radiance temperature is set and regulated by a controller (label B). The size of the radiant source is varied using circular apertures (label C). The camera is mounted on a sliding carriage (label D), which allows the adjustment of the distance between the infrared camera and the aperture (<inline-formula><mml:math id="M22" display="inline"><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mtext>CD</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>). The aperture is aligned with the image center by adjusting the vertical and horizontal positions of the multi-axis platform (label E).</p></caption>
          <graphic xlink:href="https://jsss.copernicus.org/articles/15/155/2026/jsss-15-155-2026-f01.png"/>

        </fig>

</sec>
<sec id="Ch1.S2.SS2">
  <label>2.2</label><title>Size-of-source effect measurement and assessment</title>
      <p id="d2e543">The SSE measurement was performed by first setting a radiance temperature <inline-formula><mml:math id="M23" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mtext>set</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> on the controller and waiting for the surface temperature of the heat plate radiator to reach steady state. The thermal imaging camera was then focused on the edge of the circular apertures, and non-uniformity correction (NUC) was performed before measuring each optical configuration.</p>
<sec id="Ch1.S2.SS2.SSS1">
  <label>2.2.1</label><title>Discrete approach</title>
      <p id="d2e564">Each aperture was placed in front of the heat plate radiator, after which a set of 50 thermograms (<inline-formula><mml:math id="M24" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mtext>frames</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">50</mml:mn></mml:mrow></mml:math></inline-formula>) was recorded using the thermal imaging camera. The next aperture was placed after a 2 min waiting period, since the thermal equilibrium of the heat plate surface is disturbed shortly after the metal sheet apertures are positioned. This disturbance depends on the distance between the heat plate radiator and the apertures (<inline-formula><mml:math id="M25" display="inline"><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mtext>AC</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>; see Fig. <xref ref-type="fig" rid="F1"/>), the exposed area of the aperture plate and the measurement sequence. When using an ascending order of aperture diameters, the first aperture reflects a large portion of the emitted radiation, causing its surface temperature to rise abruptly – an effect that the controller cannot compensate for quickly. A similar effect occurs as the diameter increases, although it becomes less pronounced compared with the first aperture. This results in a non-monotonic curve, which contrasts with the expected SSE behavior <xref ref-type="bibr" rid="bib1.bibx4" id="paren.25"/>. This behavior can be mitigated through the adjustment of <inline-formula><mml:math id="M26" display="inline"><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mtext>AC</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>, as demonstrated in a previous experimental study <xref ref-type="bibr" rid="bib1.bibx22" id="paren.26"/> that employed the same heat plate radiator, controller, aperture holder, and rigid frame used in the present work. In that study, the effect of this parameter was analyzed for four distances <inline-formula><mml:math id="M27" display="inline"><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mtext>AC</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> between <inline-formula><mml:math id="M28" display="inline"><mml:mn mathvariant="normal">80</mml:mn></mml:math></inline-formula> and <inline-formula><mml:math id="M29" display="inline"><mml:mrow><mml:mn mathvariant="normal">300</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula>. Since the measurements tended toward stability for <inline-formula><mml:math id="M30" display="inline"><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mtext>AC</mml:mtext></mml:msub><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">250</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula>, this value (<inline-formula><mml:math id="M31" display="inline"><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mtext>AC</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">250</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula>) was adopted for the experiments described herein. To evaluate the SSE, the 50 thermograms for each aperture were pixelwise-averaged to obtain an average thermogram <inline-formula><mml:math id="M32" display="inline"><mml:mi>M</mml:mi></mml:math></inline-formula> (see Fig. <xref ref-type="fig" rid="F2"/>c) and reduce temporal noise. Then, a temperature deviation <inline-formula><mml:math id="M33" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:mrow></mml:math></inline-formula> caused by the diameter change was calculated:

              <disp-formula id="Ch1.E2" content-type="numbered"><label>2</label><mml:math id="M34" display="block"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>j</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mtext>ref</mml:mtext></mml:msub><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

            where <inline-formula><mml:math id="M35" display="inline"><mml:mi>j</mml:mi></mml:math></inline-formula> represents an arbitrary aperture, and <inline-formula><mml:math id="M36" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is the mean temperature value obtained over a concentric circular region of interest, with a radius of 5 px. This spatial averaging was performed to reduce spatial noise in the measurements. In Eq. (<xref ref-type="disp-formula" rid="Ch1.E2"/>), <inline-formula><mml:math id="M37" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mtext>ref</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> corresponds to the reference temperature used to determine the temperature deviations associated with the SSE. It was defined as the value of <inline-formula><mml:math id="M38" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mi>j</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> at the largest aperture.</p>

      <fig id="F2" specific-use="star"><label>Figure 2</label><caption><p id="d2e775">Apertures used to measure the SSE: <bold>(a)</bold> an exemplary aperture for the discrete approach. <bold>(b)</bold> A bracket to hold the iris diaphragm. <bold>(c)</bold> An example of an average thermogram <inline-formula><mml:math id="M39" display="inline"><mml:mi>M</mml:mi></mml:math></inline-formula>. The region of interest considered for the evaluation of the SSE is represented by the red circle.</p></caption>
            <graphic xlink:href="https://jsss.copernicus.org/articles/15/155/2026/jsss-15-155-2026-f02.png"/>

          </fig>

</sec>
<sec id="Ch1.S2.SS2.SSS2">
  <label>2.2.2</label><title>Continuous approach</title>
      <p id="d2e808">For the continuous method, temperature changes throughout a complete iris closing–opening cycle were recorded as a sequence of thermograms. The iris was operated manually, and efforts were made to maintain a constant opening speed across the entire range of motion. It was assumed that this did not introduce significant deviations since the camera's response is faster than the rate of change in the aperture diameter. Furthermore, the movement of the iris blades is not expected to disrupt the thermal equilibrium of the radiator. While rapid iris adjustment could potentially alter the local thermal boundary layer, the volume of air displaced is insufficient to affect the surface temperature of the radiator, especially given its high thermal inertia. Unlike the discrete method, this approach requires more extensive post-processing to evaluate the SSE, as the image diameter varies continuously and a representative sample cannot be obtained simply by averaging a fixed number of frames. The evolution of the image diameter depends on both the camera's frame rate and the speed at which the iris lever is operated. Nevertheless, this method offers the flexibility to select the size ranges and level of detail for SSE analysis after the measurements have been performed.</p>
      <p id="d2e811">To evaluate the SSE, a set of relative diameters <inline-formula><mml:math id="M40" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">Φ</mml:mi><mml:mtext>sample</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> was defined for sampling:

              <disp-formula id="Ch1.Ex1"><mml:math id="M41" display="block"><mml:mrow><mml:msub><mml:mi mathvariant="normal">Φ</mml:mi><mml:mtext>sample</mml:mtext></mml:msub><mml:mo>:=</mml:mo><mml:mo mathvariant="italic">{</mml:mo><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel,0</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">6</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="italic">%</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel,1</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">8</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="italic">%</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">…</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel,nd</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mi mathvariant="normal">Dr</mml:mi><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="italic">%</mml:mi><mml:mo mathvariant="italic">}</mml:mo><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

            where nd corresponds to the number of sampled points and Dr is the largest relative diameter. In this study, <inline-formula><mml:math id="M42" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">Φ</mml:mi><mml:mtext>sample</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> covered <inline-formula><mml:math id="M43" display="inline"><mml:mrow><mml:mn mathvariant="normal">6</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="italic">%</mml:mi><mml:mo>≤</mml:mo><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel</mml:mtext></mml:msub><mml:mo>≤</mml:mo><mml:mn mathvariant="normal">50</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="italic">%</mml:mi></mml:mrow></mml:math></inline-formula>, using <inline-formula><mml:math id="M44" display="inline"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="italic">%</mml:mi></mml:mrow></mml:math></inline-formula> as the step size between points and <inline-formula><mml:math id="M45" display="inline"><mml:mrow><mml:mn mathvariant="normal">5</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="italic">%</mml:mi></mml:mrow></mml:math></inline-formula> for <inline-formula><mml:math id="M46" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel</mml:mtext></mml:msub><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">50</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="italic">%</mml:mi></mml:mrow></mml:math></inline-formula>. These values were chosen because, in the first range, the SSE curves do not exhibit a proportional progression, whereas beyond this point, they typically grow in proportion to the diameter of the aperture <xref ref-type="bibr" rid="bib1.bibx10" id="paren.27"/>. This flexible definition is not constrained by technical limits and can be tailored to focus on specific regions of the object-size range. Each frame in the thermogram sequence is analyzed to identify those in which the difference between the instantaneous relative diameter <inline-formula><mml:math id="M47" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> and any reference value in <inline-formula><mml:math id="M48" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">Φ</mml:mi><mml:mtext>sample</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> is below <inline-formula><mml:math id="M49" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.5 %. After processing the full sequence, an average thermogram is computed for every sampled diameter in <inline-formula><mml:math id="M50" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">Φ</mml:mi><mml:mtext>sample</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>. These averaged thermograms are then used to evaluate the SSE, as described in Sect. <xref ref-type="sec" rid="Ch1.S2.SS2.SSS1"/>. An example of a continuous-method measurement is shown in Fig. <xref ref-type="fig" rid="F3"/>. In this case, the SSE was measured using a telescopic lens (see Table <xref ref-type="table" rid="T2"/>) while the camera operated at frame rate <inline-formula><mml:math id="M51" display="inline"><mml:mrow><mml:mi>f</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">200</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mrow class="unit"><mml:mi mathvariant="normal">Hz</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula>, and the iris was manually closed and reopened over a period <inline-formula><mml:math id="M52" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="script">T</mml:mi><mml:mtext>iris</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> of <inline-formula><mml:math id="M53" display="inline"><mml:mrow><mml:mn mathvariant="normal">18</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mrow class="unit"><mml:mi mathvariant="normal">s</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula> (<inline-formula><mml:math id="M54" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="script">T</mml:mi><mml:mtext>iris</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">18</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mrow class="unit"><mml:mi mathvariant="normal">s</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula>). Figure <xref ref-type="fig" rid="F3"/>a shows that the temperature in the region of interest (ROI) <inline-formula><mml:math id="M55" display="inline"><mml:mi mathvariant="italic">θ</mml:mi></mml:math></inline-formula> decreases as the relative diameter <inline-formula><mml:math id="M56" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> is reduced and increases again as the iris reopens. Figure <xref ref-type="fig" rid="F3"/>b presents the relationship between <inline-formula><mml:math id="M57" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M58" display="inline"><mml:mi mathvariant="italic">θ</mml:mi></mml:math></inline-formula> for all frames. This is an initial representation of the SSE, which can be fitted to a functional form, such as those described by <xref ref-type="bibr" rid="bib1.bibx4" id="text.28"/>. An example of the sampling process is shown in Fig. <xref ref-type="fig" rid="F3"/>c. The number of sampled frames <inline-formula><mml:math id="M59" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mtext>frames</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> differs for each sampled diameter and, in most cases, is less than 50. This value depends on the frame rate <inline-formula><mml:math id="M60" display="inline"><mml:mi>f</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M61" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="script">T</mml:mi><mml:mtext>iris</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> (open–close–open time), whose influence on the SSE evaluation is discussed in Sect. <xref ref-type="sec" rid="Ch1.S3.SS2"/>.</p>

      <fig id="F3" specific-use="star"><label>Figure 3</label><caption><p id="d2e1156">Post-processing steps of an SSE measurement using the continuous approach: the optical configuration corresponds to the telescopic lens (see Table <xref ref-type="table" rid="T2"/>) at <inline-formula><mml:math id="M62" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mtext>set</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">120</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="italic">°</mml:mi><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>, with the camera operating at a frame rate of <inline-formula><mml:math id="M63" display="inline"><mml:mrow><mml:mi>f</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">200</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mrow class="unit"><mml:mi mathvariant="normal">Hz</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula>. <bold>(a)</bold> Temporal evolution of the measured temperature <inline-formula><mml:math id="M64" display="inline"><mml:mi mathvariant="italic">θ</mml:mi></mml:math></inline-formula> (red, left axis) and the identified relative diameters <inline-formula><mml:math id="M65" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> (black, right axis) for each frame in the sequence. <bold>(b)</bold> Relationship between <inline-formula><mml:math id="M66" display="inline"><mml:mi mathvariant="italic">θ</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M67" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> for all thermograms. <bold>(c)</bold> SSE measurement obtained with the continuous approach, sampled at the defined <inline-formula><mml:math id="M68" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> values. The number of sampled frames <inline-formula><mml:math id="M69" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mtext>frames</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> is shown on the left axis. The temperature <inline-formula><mml:math id="M70" display="inline"><mml:mi mathvariant="italic">θ</mml:mi></mml:math></inline-formula> measured from the averaged frames is indicated by the filled circular markers on the right axis, and the error bars represent the standard deviation of <inline-formula><mml:math id="M71" display="inline"><mml:mi mathvariant="italic">θ</mml:mi></mml:math></inline-formula> calculated with the sampled frames.</p></caption>
            <graphic xlink:href="https://jsss.copernicus.org/articles/15/155/2026/jsss-15-155-2026-f03.png"/>

          </fig>

</sec>
</sec>
</sec>
<sec id="Ch1.S3">
  <label>3</label><title>Results and discussion</title>
      <p id="d2e1296">An experimental study was conducted to assess the results of SSE measurements using the continuous approach by analyzing different key aspects. First, the degree of agreement between the results from the two approaches was examined to determine if the SSE is reproduced similarly in both cases. Second, the influence of the camera's frame rate and the opening and closing speed of the iris was evaluated to determine whether they affect the measured temperature. Finally, the limitations of the continuous approach when measuring the SSE in optical systems with temporal dependencies were investigated. The technical details of the MWIR camera are presented in Table <xref ref-type="table" rid="T1"/>. The considered distance for the measurements and the diameters of the apertures used in each case are listed in Table <xref ref-type="table" rid="T2"/>.</p>

<table-wrap id="T1"><label>Table 1</label><caption><p id="d2e1306">Technical data of the camera.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="2">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="left"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Specification</oasis:entry>
         <oasis:entry colname="col2">Value</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">Spectral range in <inline-formula><mml:math id="M72" 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="col2"><inline-formula><mml:math id="M73" display="inline"><mml:mn mathvariant="normal">2.0</mml:mn></mml:math></inline-formula> to <inline-formula><mml:math id="M74" display="inline"><mml:mn mathvariant="normal">5.7</mml:mn></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Detector element type</oasis:entry>
         <oasis:entry colname="col2">Cooled InSb</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Detector format <inline-formula><mml:math id="M75" display="inline"><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mi mathvariant="normal">res</mml:mi></mml:msub><mml:mo>×</mml:mo><mml:msub><mml:mi>V</mml:mi><mml:mi mathvariant="normal">res</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> in px</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M76" display="inline"><mml:mrow><mml:mn mathvariant="normal">640</mml:mn><mml:mo>×</mml:mo><mml:mn mathvariant="normal">512</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Detector pitch in <inline-formula><mml:math id="M77" 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="col2">15</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Measurement range in °C</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M78" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>40 to <inline-formula><mml:math id="M79" display="inline"><mml:mn mathvariant="normal">3000</mml:mn></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Uncertainty</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M80" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>1 K  (0–100) °C or <inline-formula><mml:math id="M81" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>1 %</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">NETD <inline-formula><mml:math id="M82" display="inline"><mml:mrow><mml:mn mathvariant="normal">30</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="italic">°</mml:mi><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> in mK</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M83" display="inline"><mml:mo>&lt;</mml:mo></mml:math></inline-formula> <inline-formula><mml:math id="M84" display="inline"><mml:mn mathvariant="normal">25</mml:mn></mml:math></inline-formula></oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

<table-wrap id="T2" specific-use="star"><label>Table 2</label><caption><p id="d2e1508">Distances and diameters considered for the measurement of the SSE.</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="left"/>
     <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>
         <oasis:entry colname="col1">Aperture type</oasis:entry>
         <oasis:entry colname="col2">Lens</oasis:entry>
         <oasis:entry colname="col3">Distance <inline-formula><mml:math id="M89" display="inline"><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mtext>CD</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4">Aperture diameter</oasis:entry>
         <oasis:entry colname="col5">Aperture diameter</oasis:entry>
         <oasis:entry colname="col6">Relative diameter</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3">in mm</oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M90" display="inline"><mml:mi mathvariant="italic">ϕ</mml:mi></mml:math></inline-formula> in mm</oasis:entry>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M91" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>px</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> in px</oasis:entry>
         <oasis:entry colname="col6"><inline-formula><mml:math id="M92" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>  in <inline-formula><mml:math id="M93" display="inline"><mml:mi mathvariant="italic">%</mml:mi></mml:math></inline-formula></oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">Individual</oasis:entry>
         <oasis:entry colname="col2">T100</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M94" display="inline"><mml:mn mathvariant="normal">1920</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M95" display="inline"><mml:mrow><mml:mo mathvariant="italic">{</mml:mo><mml:mn mathvariant="normal">8</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">15</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">25.4</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">35</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M96" display="inline"><mml:mrow><mml:mo mathvariant="italic">{</mml:mo><mml:mn mathvariant="normal">28</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">52</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">87</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">120</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6"><inline-formula><mml:math id="M97" display="inline"><mml:mrow><mml:mo mathvariant="italic">{</mml:mo><mml:mn mathvariant="normal">5</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">10</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">17</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">24</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M98" display="inline"><mml:mrow><mml:mn mathvariant="normal">50</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">75</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">100</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">122</mml:mn><mml:mo mathvariant="italic">}</mml:mo></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M99" display="inline"><mml:mrow><mml:mn mathvariant="normal">172</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">258</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">344</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">419</mml:mn><mml:mo mathvariant="italic">}</mml:mo></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6"><inline-formula><mml:math id="M100" display="inline"><mml:mrow><mml:mn mathvariant="normal">34</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">51</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">68</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">83</mml:mn><mml:mo mathvariant="italic">}</mml:mo></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Iris</oasis:entry>
         <oasis:entry colname="col2">T100</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M101" display="inline"><mml:mn mathvariant="normal">1920</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M102" display="inline"><mml:mrow><mml:mo>[</mml:mo><mml:mn mathvariant="normal">6</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">…</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">120</mml:mn><mml:mo>]</mml:mo></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M103" display="inline"><mml:mrow><mml:mo>[</mml:mo><mml:mn mathvariant="normal">3</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">…</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">414</mml:mn><mml:mo>]</mml:mo></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6"><inline-formula><mml:math id="M104" display="inline"><mml:mrow><mml:mo>[</mml:mo><mml:mn mathvariant="normal">6</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">…</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">80</mml:mn><mml:mo>]</mml:mo></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Individual</oasis:entry>
         <oasis:entry colname="col2">N25</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M105" display="inline"><mml:mn mathvariant="normal">500</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M106" display="inline"><mml:mrow><mml:mo mathvariant="italic">{</mml:mo><mml:mn mathvariant="normal">8</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">15</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">25.4</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">35</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M107" display="inline"><mml:mrow><mml:mo mathvariant="italic">{</mml:mo><mml:mn mathvariant="normal">17</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">32</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">54</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">74</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6"><inline-formula><mml:math id="M108" display="inline"><mml:mrow><mml:mo mathvariant="italic">{</mml:mo><mml:mn mathvariant="normal">5</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">9</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">16</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">22</mml:mn><mml:mo>,</mml:mo></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M109" display="inline"><mml:mrow><mml:mn mathvariant="normal">50</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">75</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">100</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">122</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">140</mml:mn><mml:mo mathvariant="italic">}</mml:mo></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M110" display="inline"><mml:mrow><mml:mn mathvariant="normal">106</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">158</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">211</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">257</mml:mn><mml:mo mathvariant="italic">}</mml:mo></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6"><inline-formula><mml:math id="M111" display="inline"><mml:mrow><mml:mn mathvariant="normal">34</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">46</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">74</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">80</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">85</mml:mn><mml:mo mathvariant="italic">}</mml:mo></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Iris</oasis:entry>
         <oasis:entry colname="col2">N25</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M112" display="inline"><mml:mn mathvariant="normal">370</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M113" display="inline"><mml:mrow><mml:mo>[</mml:mo><mml:mn mathvariant="normal">6</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">…</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">120</mml:mn><mml:mo>]</mml:mo></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M114" display="inline"><mml:mrow><mml:mo>[</mml:mo><mml:mn mathvariant="normal">30</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">…</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">500</mml:mn><mml:mo>]</mml:mo></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6"><inline-formula><mml:math id="M115" display="inline"><mml:mrow><mml:mo>[</mml:mo><mml:mn mathvariant="normal">6</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">…</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">95</mml:mn><mml:mo>]</mml:mo></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Iris</oasis:entry>
         <oasis:entry colname="col2">T100 <inline-formula><mml:math id="M116" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula> CL500</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M117" display="inline"><mml:mn mathvariant="normal">500</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M118" display="inline"><mml:mrow><mml:mo>[</mml:mo><mml:mn mathvariant="normal">1.5</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">…</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">34.0</mml:mn><mml:mo>]</mml:mo></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M119" display="inline"><mml:mrow><mml:mo>[</mml:mo><mml:mn mathvariant="normal">36</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">…</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">440</mml:mn><mml:mo>]</mml:mo></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6"><inline-formula><mml:math id="M120" display="inline"><mml:mrow><mml:mo>[</mml:mo><mml:mn mathvariant="normal">6</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">…</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">85</mml:mn><mml:mo>]</mml:mo></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table><table-wrap-foot><p id="d2e1511"> T100: telescopic lens <inline-formula><mml:math id="M85" display="inline"><mml:mrow><mml:mn mathvariant="normal">100</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula>; N25:  normal lens <inline-formula><mml:math id="M86" display="inline"><mml:mrow><mml:mn mathvariant="normal">25</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula>; T100 <inline-formula><mml:math id="M87" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula> CL500: telescopic lens <inline-formula><mml:math id="M88" display="inline"><mml:mrow><mml:mn mathvariant="normal">100</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mrow class="unit"><mml:mi mathvariant="normal">mm</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula> with close-up lens.</p></table-wrap-foot></table-wrap>

<sec id="Ch1.S3.SS1">
  <label>3.1</label><title>Experimental validation</title>
      <p id="d2e2276">The SSE was measured using both approaches – continuous and discrete – employing a telescopic lens at <inline-formula><mml:math id="M121" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mtext>set</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">120</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="italic">°</mml:mi><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> and a normal lens at <inline-formula><mml:math id="M122" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mtext>set</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">200</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="italic">°</mml:mi><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>, respectively. The results are shown in Fig. <xref ref-type="fig" rid="F4"/>. For the optical configurations considered, the curves obtained from both measurement approaches exhibit a similar monotonically increasing behavior. The measured deviation <inline-formula><mml:math id="M123" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:mrow></mml:math></inline-formula> is nearly identical across the entire range of <inline-formula><mml:math id="M124" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>, resulting in an almost complete overlap of the curves in each case. These observations indicate that both approaches reproduce the SSE to the same extent.</p>

      <fig id="F4" specific-use="star"><label>Figure 4</label><caption><p id="d2e2344">SSE measured with the discrete and continuous approaches: <bold>(a)</bold> telescopic lens at <inline-formula><mml:math id="M125" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mtext>set</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">120</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="italic">°</mml:mi><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> and <bold>(b)</bold> normal lens at <inline-formula><mml:math id="M126" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mtext>set</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">200</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="italic">°</mml:mi><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>. The continuous black line corresponds to <inline-formula><mml:math id="M127" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">θ</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="italic">°</mml:mi><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>.</p></caption>
          <graphic xlink:href="https://jsss.copernicus.org/articles/15/155/2026/jsss-15-155-2026-f04.png"/>

        </fig>

      <p id="d2e2418">The main differences between the two methods lie in the number of sampled points on the curve, the measurement time, and the disk space required to store the data retrieved by the camera software. A summary of these three aspects is presented in Table <xref ref-type="table" rid="T3"/>. The curve resolution is markedly higher when the SSE is measured using the continuous approach, which makes it possible to detect the irregularity in the discrete-method curve at <inline-formula><mml:math id="M128" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M129" display="inline"><mml:mo>≈</mml:mo></mml:math></inline-formula> 25 % (see Fig. <xref ref-type="fig" rid="F4"/>a). At this location, the discrete data point is displaced, possibly due to temperature drift of the heat plate radiator – an effect related to the radiator's long-term stability. The continuous approach is less affected by this, since the range of aperture diameters to be measured is covered significantly faster than in the discrete approach (see Table <xref ref-type="table" rid="T3"/>). The closely spaced sampling of the continuous method clearly reveals the true progression of <inline-formula><mml:math id="M130" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:mrow></mml:math></inline-formula> in this region, which aligns with the trend obtained when the outlying point in the orange curve is disregarded and agrees with the proportional relationship in this region reported by other authors <xref ref-type="bibr" rid="bib1.bibx10" id="paren.29"/>. The difference of <inline-formula><mml:math id="M131" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:mrow></mml:math></inline-formula> at the smallest aperture in Fig. <xref ref-type="fig" rid="F4"/>b between both approaches could also be attributed to side effects, such as the temporal stability of the heat plate radiator or small differences in camera focus. These effects are more pronounced for small object sizes due to the resulting reduction in modulation at high spatial frequencies <xref ref-type="bibr" rid="bib1.bibx6" id="paren.30"/>. The improved sampling observed with the continuous approach allows for a clearer depiction of the actual progression curve in the range where the response is not proportional. Regarding storage requirements, the disk space needed is significantly larger for the continuous approach as a natural consequence of saving a greater number of thermograms.</p>

<table-wrap id="T3" specific-use="star"><label>Table 3</label><caption><p id="d2e2478">Measurement summary.</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" colsep="1"/>
     <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">Lens</oasis:entry>
         <oasis:entry namest="col2" nameend="col3" align="center" colsep="1">Telescopic </oasis:entry>
         <oasis:entry namest="col4" nameend="col5" align="center">Normal </oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Measurement method</oasis:entry>
         <oasis:entry colname="col2">discrete</oasis:entry>
         <oasis:entry colname="col3">continuous</oasis:entry>
         <oasis:entry colname="col4">discrete</oasis:entry>
         <oasis:entry colname="col5">continuous</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Total measurement time in s</oasis:entry>
         <oasis:entry colname="col2">1020</oasis:entry>
         <oasis:entry colname="col3">18</oasis:entry>
         <oasis:entry colname="col4">1150</oasis:entry>
         <oasis:entry colname="col5">26</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Number of samples obtained</oasis:entry>
         <oasis:entry colname="col2">8</oasis:entry>
         <oasis:entry colname="col3">29</oasis:entry>
         <oasis:entry colname="col4">9</oasis:entry>
         <oasis:entry colname="col5">30</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Required storage disk space for raw images in MB</oasis:entry>
         <oasis:entry colname="col2">163</oasis:entry>
         <oasis:entry colname="col3">1120</oasis:entry>
         <oasis:entry colname="col4">154</oasis:entry>
         <oasis:entry colname="col5">1844</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

</sec>
<sec id="Ch1.S3.SS2">
  <label>3.2</label><title>Influence of the camera frame rate and iris-driving period in the continuous approach</title>
      <p id="d2e2595">As stated earlier, the rate at which the image diameter changes in the thermogram sequence depends on both the iris-driving period <inline-formula><mml:math id="M132" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="script">T</mml:mi><mml:mtext>iris</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> and the camera frame rate <inline-formula><mml:math id="M133" display="inline"><mml:mi>f</mml:mi></mml:math></inline-formula>. To evaluate the influence of these parameters, a parametric study was carried out. The SSE was measured with the telescopic lens and the close-up lens at <inline-formula><mml:math id="M134" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mtext>set</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">275</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="italic">°</mml:mi><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>. The camera was operated at its maximum frame rate, <inline-formula><mml:math id="M135" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mtext>max</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">339</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mrow class="unit"><mml:mi mathvariant="normal">Hz</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula>, and the corresponding integration time for the selected measuring range was <inline-formula><mml:math id="M136" display="inline"><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mi mathvariant="normal">int</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">28</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula>. The iris was driven with three different periods, approximately <inline-formula><mml:math id="M137" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="script">T</mml:mi><mml:mtext>iris</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> = {2, 5, 10} <inline-formula><mml:math id="M138" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">s</mml:mi></mml:mrow></mml:math></inline-formula>, corresponding to a full close-and-reopen cycle (see Fig. <xref ref-type="fig" rid="F5"/>). These values serve as references and are not exact since the iris adjustments were performed manually.</p>

      <fig id="F5" specific-use="star"><label>Figure 5</label><caption><p id="d2e2700">Temporal evolution of <inline-formula><mml:math id="M139" display="inline"><mml:mi mathvariant="italic">θ</mml:mi></mml:math></inline-formula> for <inline-formula><mml:math id="M140" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="script">T</mml:mi><mml:mtext>iris</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> = {2, 5, 10} <inline-formula><mml:math id="M141" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">s</mml:mi></mml:mrow></mml:math></inline-formula> at <inline-formula><mml:math id="M142" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mtext>max</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">339</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mrow class="unit"><mml:mi mathvariant="normal">Hz</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula>. The SSE was measured with the telescopic lens and the close-up lens at <inline-formula><mml:math id="M143" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mtext>set</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">275</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="italic">°</mml:mi><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>.</p></caption>
          <graphic xlink:href="https://jsss.copernicus.org/articles/15/155/2026/jsss-15-155-2026-f05.png"/>

        </fig>

      <p id="d2e2774">For the case with the highest iris dynamics (<inline-formula><mml:math id="M144" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="script">T</mml:mi><mml:mtext>iris</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> = <inline-formula><mml:math id="M145" display="inline"><mml:mrow><mml:mn mathvariant="normal">2</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mrow class="unit"><mml:mi mathvariant="normal">s</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula>), the temporal change rate of the radius, <inline-formula><mml:math id="M146" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi>t</mml:mi><mml:mi mathvariant="normal">px</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>,  during the transit time <inline-formula><mml:math id="M147" display="inline"><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mi mathvariant="normal">tr</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> between the two limits can be approximated as

            <disp-formula id="Ch1.Ex2"><mml:math id="M148" display="block"><mml:mtable rowspacing="0.2ex" class="split" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi>t</mml:mi><mml:mi mathvariant="normal">px</mml:mi></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:msub><mml:mi>t</mml:mi><mml:mi mathvariant="normal">tr</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi>r</mml:mi><mml:mi mathvariant="normal">px</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>/</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:msub><mml:mi mathvariant="italic">τ</mml:mi><mml:mi mathvariant="normal">iris</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>/</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mi mathvariant="normal">px</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>/</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>⋅</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mrow class="unit"><mml:mi mathvariant="normal">s</mml:mi></mml:mrow></mml:mrow><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>/</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mfenced close=")" open="("><mml:mrow><mml:mn mathvariant="normal">440</mml:mn><mml:mtext>–</mml:mtext><mml:mn mathvariant="normal">36</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="normal">px</mml:mi></mml:mrow></mml:mfenced></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mo>=</mml:mo><mml:mn mathvariant="normal">4.95</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="normal">ms</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">px</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>

          Since <inline-formula><mml:math id="M149" display="inline"><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mi mathvariant="normal">int</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is significantly lower than <inline-formula><mml:math id="M150" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi>t</mml:mi><mml:mi mathvariant="normal">px</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, each frame in the datasets collected for this experiment can be considered discrete and unaffected by blur.</p>
      <p id="d2e2975">The results reveal that the continuous approach captures the reduction in image contrast caused by optical limitations <xref ref-type="bibr" rid="bib1.bibx6" id="paren.31"/>, as can be observed in Fig. <xref ref-type="fig" rid="F6"/>. The difference between the minimum and maximum values of <inline-formula><mml:math id="M151" display="inline"><mml:mi mathvariant="italic">θ</mml:mi></mml:math></inline-formula> is linked to this phenomenon and decreases down to a value of <inline-formula><mml:math id="M152" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> set by the modulation transfer function (MTF) of the optical system. The reproducibility of this measurement approach is demonstrated by these results, as the relationship between the measured temperature and the aperture diameter remains practically the same under varying conditions, across the entire range of the SSE curve. If the measurements are performed during the period in which thermal equilibrium is maintained, the SSE measurement is not significantly affected by systematic errors. For <inline-formula><mml:math id="M153" display="inline"><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="italic">%</mml:mi><mml:mo>&lt;</mml:mo><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel</mml:mtext></mml:msub><mml:mo>≤</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="italic">%</mml:mi></mml:mrow></mml:math></inline-formula>, the ROI is comparable to the iris-aperture diameter in the image, implying that the calculated <inline-formula><mml:math id="M154" display="inline"><mml:mi mathvariant="italic">θ</mml:mi></mml:math></inline-formula> may include pixels from the transition zone between the hot plate and the aperture. Pixels in this zone are strongly affected by the limited optical performance at high spatial frequencies.</p>

      <fig id="F6" specific-use="star"><label>Figure 6</label><caption><p id="d2e3036">Relationship between <inline-formula><mml:math id="M155" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M156" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>, for <inline-formula><mml:math id="M157" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="script">T</mml:mi><mml:mtext>iris</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> = {2, 5, 10} <inline-formula><mml:math id="M158" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">s</mml:mi></mml:mrow></mml:math></inline-formula> at <inline-formula><mml:math id="M159" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mtext>max</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">339</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mrow class="unit"><mml:mi mathvariant="normal">Hz</mml:mi></mml:mrow></mml:mrow></mml:math></inline-formula> for all thermograms. The temperature deviations <inline-formula><mml:math id="M160" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:mrow></mml:math></inline-formula> were calculated with the data presented in Fig. <xref ref-type="fig" rid="F5"/>, where <inline-formula><mml:math id="M161" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mtext>ref</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> was set at the maximum temperature of each measurement sequence.</p></caption>
          <graphic xlink:href="https://jsss.copernicus.org/articles/15/155/2026/jsss-15-155-2026-f06.png"/>

        </fig>

      <p id="d2e3128">To further assess the effect of the camera frame rate, the SSE measurements were downsampled to create new datasets. For each <inline-formula><mml:math id="M162" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="script">T</mml:mi><mml:mtext>iris</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>, a downsampled dataset was constructed by selecting thermograms <inline-formula><mml:math id="M163" display="inline"><mml:mrow><mml:msub><mml:mi>M</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> at the following indices:

            <disp-formula id="Ch1.Ex3"><mml:math id="M164" display="block"><mml:mrow><mml:mo mathvariant="italic">{</mml:mo><mml:mi>i</mml:mi><mml:mo>⋅</mml:mo><mml:mi>k</mml:mi><mml:mo>∣</mml:mo><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><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:msub><mml:mi>N</mml:mi><mml:mtext>total</mml:mtext></mml:msub><mml:mo mathvariant="italic">}</mml:mo><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

          where <inline-formula><mml:math id="M165" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mtext>total</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> is the total number of frames in the original sequence, <inline-formula><mml:math id="M166" display="inline"><mml:mi>i</mml:mi></mml:math></inline-formula> is the frame index, and <inline-formula><mml:math id="M167" display="inline"><mml:mi>k</mml:mi></mml:math></inline-formula> is an integer defining the sampling interval. This yields an effective downsampled frame rate <inline-formula><mml:math id="M168" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">si</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>:

            <disp-formula id="Ch1.E3" content-type="numbered"><label>3</label><mml:math id="M169" display="block"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">si</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mtext>si</mml:mtext></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:munderover><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi mathvariant="normal">is</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mtext>si</mml:mtext></mml:msub></mml:mrow></mml:munderover><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mi mathvariant="normal">is</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>t</mml:mi><mml:mrow><mml:mi mathvariant="normal">is</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mrow class="unit"><mml:mi mathvariant="normal">Hz</mml:mi></mml:mrow><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>

          <inline-formula><mml:math id="M170" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mtext>si</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> denotes the size of each downsampled dataset, and <inline-formula><mml:math id="M171" display="inline"><mml:mrow><mml:msub><mml:mi>t</mml:mi><mml:mi mathvariant="normal">is</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is the timestamp of each sampled thermogram, as originally recorded by the camera. In this study, the sampling steps <inline-formula><mml:math id="M172" display="inline"><mml:mrow><mml:mi>k</mml:mi><mml:mo>=</mml:mo><mml:mo mathvariant="italic">{</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">5</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">9</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">16</mml:mn><mml:mo mathvariant="italic">}</mml:mo></mml:mrow></mml:math></inline-formula> were used, corresponding to <inline-formula><mml:math id="M173" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">si</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mo mathvariant="italic">{</mml:mo><mml:mn mathvariant="normal">169</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">69</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">38</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">21</mml:mn><mml:mo mathvariant="italic">}</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mtext>Hz</mml:mtext></mml:mrow></mml:math></inline-formula>. These values of <inline-formula><mml:math id="M174" display="inline"><mml:mi>k</mml:mi></mml:math></inline-formula> ensure that the constructed subsets comprise frames sampled at different positions in the original sequence. As a result, the overlap between subsets is minimized, which in turn reduces the correlation between them. The new subsets were not filtered with a low-pass anti-aliasing filter in either the temporal or spatial domain. When the subsets were created, the frame size was not reduced, and each frame was acquired independently; therefore, their temporal characteristics remain unaltered. Figure <xref ref-type="fig" rid="F7"/> shows the frames sampled for SSE evaluation along <inline-formula><mml:math id="M175" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">Φ</mml:mi><mml:mtext>sample</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>, for the considered iris-driving periods <inline-formula><mml:math id="M176" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="script">T</mml:mi><mml:mtext>iris</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> and downsampled frame rates <inline-formula><mml:math id="M177" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">si</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. The reference number of frames, <inline-formula><mml:math id="M178" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mtext>frames</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">50</mml:mn></mml:mrow></mml:math></inline-formula> (from the discrete approach), is rarely achieved; in most cases, the number of sampled frames is an order of magnitude lower. Additionally, the number of relative diameters in <inline-formula><mml:math id="M179" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">Φ</mml:mi><mml:mtext>sample</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> for which only a single frame was sampled increases as <inline-formula><mml:math id="M180" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">si</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M181" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="script">T</mml:mi><mml:mtext>iris</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> decrease. This is significant, since diameter measurements based on a single frame are insufficient for monitoring temporal noise in the measured values.</p>

      <fig id="F7" specific-use="star"><label>Figure 7</label><caption><p id="d2e3481">Number of frames grouped over the range of <inline-formula><mml:math id="M182" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>. “Ind. Aperture” corresponds to the case of the optical configuration with a normal lens at <inline-formula><mml:math id="M183" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mtext>set</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">200</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="italic">°</mml:mi><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>, which is presented as a reference case.</p></caption>
          <graphic xlink:href="https://jsss.copernicus.org/articles/15/155/2026/jsss-15-155-2026-f07.png"/>

        </fig>

      <p id="d2e3521">The standard deviation of <inline-formula><mml:math id="M184" display="inline"><mml:mi mathvariant="italic">θ</mml:mi></mml:math></inline-formula>, calculated over the sampled frames, is shown in Fig. <xref ref-type="fig" rid="F8"/>. It can be observed that the temporal noise of <inline-formula><mml:math id="M185" display="inline"><mml:mi mathvariant="italic">θ</mml:mi></mml:math></inline-formula>, with <inline-formula><mml:math id="M186" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mtext>frames</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">50</mml:mn></mml:mrow></mml:math></inline-formula>, is similar to that obtained from thermograms of varying sizes acquired at different points in time. This suggests that, for both the discrete and continuous approaches, the temporal noise affecting the SSE measurement is comparable and primarily associated with common factors, such as the intrinsic temporal noise of the camera. It also indicates that the iris-driving period <inline-formula><mml:math id="M187" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="script">T</mml:mi><mml:mtext>iris</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> and the camera frame rate <inline-formula><mml:math id="M188" display="inline"><mml:mi>f</mml:mi></mml:math></inline-formula> have little influence on the temporal stability of the measurement. Consequently, both approaches can accurately reproduce the SSE, provided that the thermogram sequence is acquired during a period of thermal equilibrium.</p>

      <fig id="F8" specific-use="star"><label>Figure 8</label><caption><p id="d2e3577">Standard deviation calculated in the ROI, considered for the evaluation of the SSE, over the range of <inline-formula><mml:math id="M189" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>. “Ind. Aperture” corresponds to the case of the optical configuration with a normal lens at <inline-formula><mml:math id="M190" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mtext>set</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">200</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="italic">°</mml:mi><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>, which is presented as a reference case. For points where <inline-formula><mml:math id="M191" display="inline"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mtext>frames</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula>, the standard deviation was not computed.</p></caption>
          <graphic xlink:href="https://jsss.copernicus.org/articles/15/155/2026/jsss-15-155-2026-f08.png"/>

        </fig>

      <p id="d2e3632">The calculated temperature deviations <inline-formula><mml:math id="M192" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:mrow></mml:math></inline-formula> for the considered iris-driving periods are shown in Fig. <xref ref-type="fig" rid="F9"/>. Three representative values of <inline-formula><mml:math id="M193" display="inline"><mml:mi>k</mml:mi></mml:math></inline-formula> were analyzed, corresponding to the maximum camera frame rate, half of that rate, and a value representative of what other cameras on the market can achieve (<inline-formula><mml:math id="M194" display="inline"><mml:mrow><mml:mi>k</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="0.33em"/><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula>, and <inline-formula><mml:math id="M195" display="inline"><mml:mn mathvariant="normal">16</mml:mn></mml:math></inline-formula>). In all cases, the SSE is reproduced comparably, and features of the curve, such as the change in slope between <inline-formula><mml:math id="M196" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">10</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="italic">%</mml:mi></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M197" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">15</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="italic">%</mml:mi></mml:mrow></mml:math></inline-formula>, can be identified. It can be observed that, as the iris-driving period increases, the number of sampled measurement points across the considered <inline-formula><mml:math id="M198" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> range also increases; conversely, decreasing <inline-formula><mml:math id="M199" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="script">T</mml:mi><mml:mtext>iris</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> results in fewer sampled points. Even though sparse sampling can be locally compensated by defining additional measurement points in <inline-formula><mml:math id="M200" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">Φ</mml:mi><mml:mtext>sample</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> (<inline-formula><mml:math id="M201" display="inline"><mml:mrow><mml:mn mathvariant="normal">50</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="italic">%</mml:mi><mml:mo>≤</mml:mo><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel</mml:mtext></mml:msub><mml:mo>≤</mml:mo><mml:mn mathvariant="normal">70</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="italic">%</mml:mi></mml:mrow></mml:math></inline-formula>), the general trend of the SSE within this range is already apparent in the results.</p>

      <fig id="F9" specific-use="star"><label>Figure 9</label><caption><p id="d2e3775">Temperature deviations <inline-formula><mml:math id="M202" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:mrow></mml:math></inline-formula> over the range of <inline-formula><mml:math id="M203" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> for the considered driving periods <inline-formula><mml:math id="M204" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="script">T</mml:mi><mml:mtext>iris</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M205" display="inline"><mml:mrow><mml:mi>k</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo><mml:mspace width="0.33em" linebreak="nobreak"/><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula>, and <inline-formula><mml:math id="M206" display="inline"><mml:mn mathvariant="normal">16</mml:mn></mml:math></inline-formula>. The continuous black line corresponds to <inline-formula><mml:math id="M207" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">θ</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="italic">°</mml:mi><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>. Markers “o” and “x” represent data points obtained by averaging fewer than three frames and three or more frames, respectively.</p></caption>
          <graphic xlink:href="https://jsss.copernicus.org/articles/15/155/2026/jsss-15-155-2026-f09.png"/>

        </fig>

</sec>
<sec id="Ch1.S3.SS3">
  <label>3.3</label><title>Optical systems with transient response</title>
      <p id="d2e3868">The measurement of the SSE is influenced by not only temporal effects arising from the experimental setup but also the optical configuration of the camera. This is the case of certain absorptive neutral density filters, which regulate the amount of irradiance reaching the detector to enable measurements at higher temperatures. In the present study, the SSE was measured using the telescopic lens with an absorption filter at <inline-formula><mml:math id="M208" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mtext>set</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">500</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mi mathvariant="italic">°</mml:mi><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>. Figure <xref ref-type="fig" rid="F10"/>a shows the temporal evolution of the measured temperature within the ROI <inline-formula><mml:math id="M209" display="inline"><mml:mi mathvariant="italic">θ</mml:mi></mml:math></inline-formula>. It can be observed that while the change in diameter <inline-formula><mml:math id="M210" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> appears approximately periodic, the measured temperature does not exhibit the same cyclic symmetry. Instead, <inline-formula><mml:math id="M211" display="inline"><mml:mi mathvariant="italic">θ</mml:mi></mml:math></inline-formula> displays a non-stationary baseline that shifts for the consecutive cycle. Figure <xref ref-type="fig" rid="F10"/>c presents the distribution of <inline-formula><mml:math id="M212" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:mrow></mml:math></inline-formula> as a function of <inline-formula><mml:math id="M213" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>, revealing a non-closing hysteresis loop. The progression of the curves shows that the path followed during the opening of the iris does not coincide with the return path during its closure. Furthermore, the first cycle concludes at a temperature value lower than the initial state, resulting in an open-loop behavior with a residual <inline-formula><mml:math id="M214" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:mrow></mml:math></inline-formula> offset. This indicates that the measured signal is coupled with the temporal history of the aperture adjustment, suggesting a thermal loading effect inherent to the absorptive optical configuration. The results in Fig. <xref ref-type="fig" rid="F10"/>b confirm that this absorption-induced drift is reflected in the digital signal (DV) before any software post-processing, localizing the phenomenon within the optical path.</p>

      <fig id="F10" specific-use="star"><label>Figure 10</label><caption><p id="d2e3956">SSE measurement for the telescopic lens with an absorptive filter at <inline-formula><mml:math id="M215" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mtext>set</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">500</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="italic">°</mml:mi><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula>. <bold>(a)</bold> Temporal evolution of the measured temperature <inline-formula><mml:math id="M216" display="inline"><mml:mi mathvariant="italic">θ</mml:mi></mml:math></inline-formula> and <bold>(b)</bold> mean digital raw values DV within the ROI. <bold>(c)</bold> Relationship between <inline-formula><mml:math id="M217" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M218" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ϕ</mml:mi><mml:mtext>rel</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> for all thermograms, exhibiting a non-closing hysteresis loop due to absorption-induced thermal drift.</p></caption>
          <graphic xlink:href="https://jsss.copernicus.org/articles/15/155/2026/jsss-15-155-2026-f10.png"/>

        </fig>

      <p id="d2e4023">The above results raise the question of whether the SSE should be treated as a dynamic phenomenon. However, it is important to differentiate between the physical nature of the SSE, which remains an inherently static opto-geometric effect, from its experimental characterization, which in this case is intertwined with the thermal dynamics of the filter. The measurement incorporates a temporal component that ideally should converge to a steady state to isolate the true SSE. Achieving such stabilization is challenging in practice, as SSE measurements are often constrained by surface temperature perturbations of the heat plate radiator when apertures are placed in front of it for extended periods. Consequently, under these experimental conditions, the recorded response manifests as a dynamic process with a transient component. Practical aspects such as how the SSE manifests in scenarios outside the laboratory, for example when measuring a hot spot at radiance temperatures where such filters are required, how it can be accounted for in the uncertainty budget, and how the SSE can be compensated for will be addressed in future work.</p>
</sec>
</sec>
<sec id="Ch1.S4" sec-type="conclusions">
  <label>4</label><title>Conclusions</title>
      <p id="d2e4035">This paper presents an alternative method for measuring the size-of-source effect (SSE) of infrared cameras, referred to as the continuous approach. This method involves recording the change in the detector signal as an iris diaphragm is continuously adjusted to vary the size of the radiant source. The continuous approach was compared against the direct method, referred to as the discrete approach. The SSE measurements were performed with a mid-wavelength infrared camera for two radiance temperatures and two types of lenses. Both methods provide a similar description of the dependency of the measured temperature on the aperture diameter. The results obtained with the continuous approach are less affected by the temporal stability of the heat plate radiator, as the measurement time is reduced by approximately 98 % in the experiments. The increased sampling density across the image size range enhances the resolution of the measured temperature deviation curves and enables a more detailed description of the SSE. Furthermore, the continuous approach makes it possible to flexibly adjust both the number of sampled points and their distribution after data acquisition, thereby facilitating more detailed SSE studies and supporting compensation methods based on numerical analysis. The iris diaphragm driving period and the camera frame rate were analyzed regarding whether these factors influence the assessment of the SSE. The analysis shows that these parameters have a negligible impact on the measured dependency of the temperature on the aperture diameter. Instead, the temporal variation in the measured temperature values is primarily determined by inherent factors, such as the temporal stability of the camera, for both discrete and continuous methods. Additionally, the SSE was characterized using an absorptive neutral density filter. The results indicate that in such configurations, the observed response cannot be treated as a purely static phenomenon due to a non-negligible thermal transient effect. This temporal effect introduces an absorption-induced drift that is coupled with the SSE, raising the question of whether the system must reach a steady state before characterization or if the measurement should be modeled as a dynamic process. Consequently, while the continuous method proposed in this paper remains a robust tool for rapid characterization, its application is limited to systems with thermal transients and requires careful decoupling of these effects to isolate the true stationary SSE. Nevertheless, this effect was uniquely evident when using the continuous method, posing an interesting question regarding the characterization of these kind of filters. Practical aspects such as measuring the SSE for this optical configuration, isolating it in practical situations, assessing its contribution to the uncertainty budget, and developing compensation strategies will be addressed in future work. Furthermore, future research will focus on enhancing the experimental setup by incorporating a stepper motor to more precisely control the iris diaphragm and its aperture change rate. The thermogram sequences acquired with the continuous approach will also be further analyzed to study the transfer function of the camera system and to develop methods for compensating for the SSE and other thermogram artifacts related to underlying physical phenomena.</p>
</sec>

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

      <p id="d2e4043">Code and data are available upon request from the corresponding author.</p>
  </notes><notes notes-type="authorcontribution"><title>Author contributions</title>

      <p id="d2e4049">MM performed the measurements, implemented the computational evaluation methods, analyzed the data, and wrote the paper. RS and AK supervised the research, reviewed the findings, and provided corrections to the paper.</p>
  </notes><notes notes-type="competinginterests"><title>Competing interests</title>

      <p id="d2e4055">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="d2e4061">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="sistatement"><title>Special issue statement</title>

      <p id="d2e4067">This article is part of the special issue “Sensors and Measurement Science International SMSI 2025”. It is a result of the 2025 Sensor and Measurement Science International (SMSI) Conference, Nuremberg, Germany, 6–8 May 2025.</p>
  </notes><notes notes-type="financialsupport"><title>Financial support</title>

      <p id="d2e4073">This research has been supported by the Bundesministerium für Wirtschaft und Klimaschutz (grant no. KK5055007AB1).</p>
  </notes><notes notes-type="reviewstatement"><title>Review statement</title>

      <p id="d2e4079">This paper was edited by Bernhard Jakoby and reviewed by two anonymous referees.</p>
  </notes><ref-list>
    <title>References</title>

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