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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Energy Res.</journal-id>
<journal-title>Frontiers in Energy Research</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Energy Res.</abbrev-journal-title>
<issn pub-type="epub">2296-598X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1327577</article-id>
<article-id pub-id-type="doi">10.3389/fenrg.2024.1327577</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Energy Research</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Influence of deflectors on indoor airflow velocity distribution under natural ventilation conditions</article-title>
<alt-title alt-title-type="left-running-head">Wang et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fenrg.2024.1327577">10.3389/fenrg.2024.1327577</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Chaojie</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2553801/overview"/>
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<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
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<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jin</surname>
<given-names>Meng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
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<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Cheng</surname>
<given-names>Haifeng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
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<aff id="aff1">
<sup>1</sup>
<institution>School of Environment and Energy Engineering</institution>, <institution>Anhui Jianzhu University</institution>, <addr-line>Hefei</addr-line>, <addr-line>Anhui</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Architectural Design and Research Institute</institution>, <institution>Anhui Jianzhu University</institution>, <addr-line>Hefei</addr-line>, <addr-line>Anhui</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/106137/overview">Michael Carbajales-Dale</ext-link>, Clemson University, United States</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1327144/overview">Giacomo Salvadori</ext-link>, University of Pisa, Italy</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2579686/overview">Jun Wu</ext-link>, Alameda County Public Health Department, United States</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Haifeng Cheng, <email>cheng_hf@163.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>10</day>
<month>04</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1327577</elocation-id>
<history>
<date date-type="received">
<day>25</day>
<month>10</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>03</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Wang, Jin and Cheng.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Wang, Jin and Cheng</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Deflectors offer a cost-effective solution for enhancing airflow distribution. The purpose of this paper is to investigate the effect of the deflector on the indoor airflow velocity distribution under natural ventilation conditions. The results obtained from numerical simulations are validated through experimental measurements using a reduced-scale model. Subsequently, the validated reduced-scale numerical model was extended to full-size rooms. A full-size numerical simulation method is used to analyze the effect of no deflector, deflectors with different opening width-to-height ratios and deflectors with different opening shapes on the percentage of indoor velocity partitions under natural ventilation conditions. The findings reveal that the judicious installation of deflectors can enhance indoor airflow velocity distribution and increase the percentage of the indoor comfort zone. Deflectors with different opening width-to-height ratios exert distinct influences on indoor airflow velocity distribution. When the deflector opening width-to-height ratio is set at 7/6, the indoor comfort zone percentage reaches its maximum at 75.98%. Furthermore, the shape of the deflector&#x2019;s opening significantly affects indoor airflow velocity distribution, and when the opening shape is a rhombus shape of 4.00&#xa0;cm &#xd7; 9.00&#xa0;cm, the proportion of indoor velocity comfort zone is the largest, which is 75.56%. This study provides a reference for the design and practice of natural ventilation in buildings.</p>
</abstract>
<kwd-group>
<kwd>deflector</kwd>
<kwd>velocity distribution</kwd>
<kwd>natural ventilation</kwd>
<kwd>numerical simulation</kwd>
<kwd>reduced-scale model</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Sustainable Energy Systems</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Reducing carbon emissions in the construction sector is crucial for China&#x2019;s strategic goals of achieving carbon peaking and carbon neutrality. The substantial use of non-renewable energy in the construction industry has emerged as a significant contributor to global warming and environmental degradation (<xref ref-type="bibr" rid="B1">Alhamami et al., 2023</xref>; <xref ref-type="bibr" rid="B21">Nie et al., 2023</xref>). Hence, the prevailing global trend is to develop clean energy technologies like wind energy to mitigate greenhouse gas emissions. Natural ventilation, as a passive green building technology measure (<xref ref-type="bibr" rid="B35">Wang and Malkawi, 2019</xref>), can improve the building environment by increasing the level of indoor thermal comfort, which aids in preventing the development of &#x201c;sick building syndrome&#x201d; and reducing the risk of epidemic transmission (<xref ref-type="bibr" rid="B10">Fantozzi et al., 2022</xref>; <xref ref-type="bibr" rid="B29">Ren et al., 2022</xref>). Buildings incorporating natural ventilation often exhibit energy costs that are 40% lower than those relying on air conditioning. In regions with comfortable outdoor climates, natural ventilation serves as a cost-free cooling resource (<xref ref-type="bibr" rid="B4">Ayata and Y&#x131;ld&#x131;z, 2006</xref>; <xref ref-type="bibr" rid="B23">Odi et al., 2022</xref>; <xref ref-type="bibr" rid="B28">Qin et al., 2022</xref>). Beyond delivering fresh air to interior spaces, promoting indoor air circulation, and eliminating indoor air pollutants to enhance indoor air quality (<xref ref-type="bibr" rid="B13">Lei et al., 2017</xref>), effective use of natural ventilation can curtail the demand for air conditioning, reduce indoor temperatures, ameliorate indoor heat and humidity conditions (<xref ref-type="bibr" rid="B16">Liping and Hien, 2007</xref>), and enhance thermal comfort (<xref ref-type="bibr" rid="B39">Wong et al., 2002</xref>; <xref ref-type="bibr" rid="B8">Costanzo and Donn, 2017</xref>).</p>
<p>Understanding how natural ventilation affects the indoor environment of a building, primarily ventilation rates and indoor air temperatures, is crucial for evaluating the design of these low-energy buildings. Various methods are employed to forecast and assess ventilation performance, including full-size model experiments, empirical formulas, scale model experiments, and CFD numerical simulations (<xref ref-type="bibr" rid="B6">Chen, 2009</xref>). Field measurements of the indoor thermal environment in full-size buildings are, however, more challenging to conduct in much research. This is due to the fact that external climatic conditions are often complicated, ever-changing, and uncontrollable during field tests in prototype buildings (<xref ref-type="bibr" rid="B24">Omrani et al., 2017a</xref>), particularly for ventilation that is solely buoyancy-driven. Consequently, there is a growing interest in investigating the indoor thermal environment using reduced-scale models. In order for the reduced-scale model results to be applicable to full-size buildings, the primary similarity criterion should be satisfied with equal values. Many scholars have employed reduced-scale model experiments in their research. For instance, <xref ref-type="bibr" rid="B11">Guo et al. (2018)</xref> developed a reliable and effective methodology to evaluate the performance of buoyancy-driven ventilation in large-space buildings, using reduced-scale experimental models and numerical simulations of full-size prototypes. <xref ref-type="bibr" rid="B18">Liu et al. (2009)</xref> used scaled-down modeling tests to predict the performance of buoyancy-driven ventilation for atrium buildings and used internal heat loads to simulate as a heat source for building-driven buoyancy; furthermore, it evaluated the efficiency of buoyancy-driven ventilation under hot and humid climatic conditions. <xref ref-type="bibr" rid="B14">Le Roux et al. (2012)</xref> highlighted the significance of accounting for the effect of wind on airflow in mechanically ventilated buildings through scaled-down model experiments. They developed a new methodology to study steady-state and transient isothermal flows in buildings equipped with ventilation systems.</p>
<p>Computational Fluid Dynamics (CFD) is another method for examining the impact of natural ventilation on a building&#x2019;s indoor environment. The benefits of CFD include low cost, high efficiency (<xref ref-type="bibr" rid="B41">Yang et al., 2015</xref>; <xref ref-type="bibr" rid="B32">Tian et al., 2018</xref>; <xref ref-type="bibr" rid="B44">Zhang and Ryu, 2021</xref>), and the capacity to compute pertinent non-measurable parameters (<xref ref-type="bibr" rid="B18">Liu et al., 2009</xref>). CFD technology has rapidly advanced alongside computer science and technology. Through CFD analysis of the wind environment within buildings, it becomes possible to predict indoor airflow distribution (<xref ref-type="bibr" rid="B45">Zou et al., 2021</xref>), assess indoor air quality, and evaluate comfort levels. In 1974, Nielsen of Denmark pioneered the application of CFD technology for airflow simulation in ventilated rooms (<xref ref-type="bibr" rid="B22">NIELSEN, 1974</xref>). <xref ref-type="bibr" rid="B36">Wang Y. et al. (2021)</xref> systematically compared the ventilation characteristics of different window opening configurations using computational fluid dynamics (CFD) simulations, combining ventilation rates and thermal comfort to provide a comprehensive evaluation of window ventilation performance. <xref ref-type="bibr" rid="B41">Yang et al. (2015)</xref> numerically simulated the transient development of buoyancy-driven natural ventilation by modeling. And numerical simulation was used to analyze the airflow characteristics in three cases where the initial indoor temperature is equal to, higher than and lower than the outdoor temperature. <xref ref-type="bibr" rid="B2">Asfour and Gadi (2008)</xref> used Computational Fluid Dynamics (CFD) to study the effect of a vaulted roof as a wind inducing device in a building on the performance of natural ventilation, and evaluated the performance of the natural ventilation based on the value of the airflow rate and the quality of the internal airflow distribution.</p>
<p>In contemporary urban planning and building design, natural ventilation is often disregarded as a passive green building technology. Typically, local seasonal wind directions are not considered when planning and designing residential and workplace environments. While it is relatively simple to introduce fresh outdoor air into a building&#x2019;s interior through doors and windows to enhance indoor air quality (<xref ref-type="bibr" rid="B27">Prueksakorn et al., 2015</xref>; <xref ref-type="bibr" rid="B38">Wen and Hiyama, 2018</xref>), this approach can lead to excessive wind speeds in localized indoor areas and result in uneven indoor airflow distribution. In fact, for maintaining thermally comfortable environments, the recommended upper limit for indoor airflow velocity is 1&#xa0;m/s. When the wind speed exceeds 1&#xa0;m/s, this is when the airflow begins to pick up light weight objects (<xref ref-type="bibr" rid="B3">ASHRAE, 2020</xref>). Therefore, there is an urgent need to implement effective and practical methods for directing airflow to enhance indoor airflow distribution.</p>
<p>Currently, numerous scholars have conducted research on air deflectors. The working principle of airflow deflectors relies on utilizing the pressure differential created by their physical structure to induce directional changes in airflow. Consequently, the reasonable installation of deflectors can significantly enhance indoor airflow distribution. <xref ref-type="bibr" rid="B5">Che et al. (2022)</xref> have conducted an investigation into the impact of airflow deflector designs installed in external windows on airflow distribution performance and the risk of infection in a wind-driven naturally ventilated classroom. Different sizes of airflow deflectors were designed based on four external window openings, and the performance was compared to obtain the best deflector. Liu et al. conducted a study examining the influence of deflector adjustments on diffusers, with performance assessed using air diffusion performance index values. The findings revealed that the upward blade deflector significantly enhances the air diffusion performance index value of the blade grille. In general, downward jets reduce the air diffusion performance index value for each adjustable diffuser type when operating under cooling conditions (<xref ref-type="bibr" rid="B19">Liu and Novoselac, 2016</xref>). <xref ref-type="bibr" rid="B30">Song et al. (2021)</xref> improved the trajectory of cold airflow from perforated bricks to the rack by implementing deflectors in the cold aisle. This optimization enhanced the uniformity of airflow distribution vertically and overall thermal environment around the rack. <xref ref-type="bibr" rid="B7">Cheng et al. (2023)</xref> have conducted experiments on deflection ventilation for winter heating. The effects of different air supply speeds, air supply temperatures and deflection angles on air distribution were analyzed, and the thermal comfort and energy efficiency were comprehensively evaluated.</p>
<p>Most of the aforementioned studies have focused on air-conditioning air supply outlets, exploring various deflector forms such as louvers and grille types, as well as the application of deflectors in internal equipment like fans and ducts. However, there is a paucity of research regarding the implementation of deflectors in buildings operating under natural ventilation conditions. Therefore, the purpose of this study is to analyze the effects of setting different opening width-to-height ratios and different opening shapes of deflector panels on the indoor airflow velocity distribution in a room under natural ventilation conditions. An office in Hefei area is used as a research object for experiment and simulation. Numerical simulations and experiments employ a reduced-scale model, with experimental results used to validate numerical findings. The validated reduced-scale numerical model is extended to the full-size room, and then full-size numerical simulation is used to analyze the effects of no deflector, deflector with different opening width-to-height ratios, and deflector with different opening shapes on the percentage of indoor velocity comfort zones under natural ventilation conditions, reflecting the indoor airflow distribution of the actual building. This study helps to set up indoor deflectors more scientifically and rationally under specific conditions to improve indoor airflow distribution and increase the proportion of indoor velocity comfort zone in order to avoid excessive indoor air velocity caused by cross ventilation. Moreover, the findings of this study provide a reference for the design and practice of natural ventilation in buildings.</p>
</sec>
<sec sec-type="methods" id="s2">
<title>2 Methods</title>
<sec id="s2-1">
<title>2.1 Experimental methods</title>
<sec id="s2-1-1">
<title>2.1.1 Experimental site and apparatus</title>
<p>This study focuses on an office space situated in the Hefei area. The office has dimensions of 3.6&#xa0;m in length, 4.0&#xa0;m in width, and 3.0&#xa0;m in height. It features a south-facing opening measuring 0.6&#xa0;m &#xd7; 1.2&#xa0;m and a north-facing opening measuring 0.9&#xa0;m &#xd7; 2.1&#xa0;m. Notably, the north-south opening is situated directly opposite. During the transitional season and summer in Hefei, the prevailing natural ventilation wind direction is from the southeast, with an average wind speed of 3.2&#xa0;m/s in the southern direction.</p>
<p>The apparatus used in the experiment included a 5&#xa0;mm thick acrylic plate model, an electric fan and a thermosensitive anemometer, as shown in <xref ref-type="fig" rid="F1">Figure 1</xref>. The thermosensitive anemometer used is the SMART SENSOR AR866A model, with a measurement accuracy of &#xb1;1% and a resolution of 0.01&#xa0;m/s. The probe diameter is 11&#xa0;mm, which can be stretched to 920&#xa0;mm, and the instrument and the line are about 2.1&#xa0;m long. Additionally, the instrument featured a USB interface enabling real-time measurement and data recording on a computer. It also had the capacity to store data for up to 500 sets.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Experimental apparatus: <bold>(A)</bold> Acrylic plate model; <bold>(B)</bold> Electric fan; <bold>(C)</bold> Thermosensitive anemometer; <bold>(D)</bold> Schematic diagram of thermosensitive anemometer probe.</p>
</caption>
<graphic xlink:href="fenrg-12-1327577-g001.tif"/>
</fig>
</sec>
<sec id="s2-1-2">
<title>2.1.2 Similarity analysis</title>
<p>In this test, the medium used in the model and the prototype is air, and the air flow is turbulent, non-isothermal, incompressible, viscous three-dimensional steady flow, and the basic differential equations of the viscous fluid are dimensionally-processed to obtain the following functional equations.<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:mi>F</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi mathvariant="italic">Pr</mml:mi>
<mml:mo>&#x2c;</mml:mo>
<mml:mi>R</mml:mi>
<mml:mi>e</mml:mi>
<mml:mo>&#x2c;</mml:mo>
<mml:mi>F</mml:mi>
<mml:mi>r</mml:mi>
<mml:mo>&#x2c;</mml:mo>
<mml:mi>E</mml:mi>
<mml:mi>u</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>Where <inline-formula id="inf1">
<mml:math id="m2">
<mml:mrow>
<mml:mi mathvariant="italic">Pr</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the Prandtl number; <inline-formula id="inf2">
<mml:math id="m3">
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the Reynolds number; <inline-formula id="inf3">
<mml:math id="m4">
<mml:mrow>
<mml:mi>F</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the Froude number; <inline-formula id="inf4">
<mml:math id="m5">
<mml:mrow>
<mml:mi>E</mml:mi>
<mml:mi>u</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the Euler number.</p>
<p>Since the medium used in both the model and the prototype is air (<xref ref-type="bibr" rid="B40">Xie et al., 2021</xref>), i.e., <inline-formula id="inf5">
<mml:math id="m6">
<mml:mrow>
<mml:mi mathvariant="italic">Pr</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.73</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf6">
<mml:math id="m7">
<mml:mrow>
<mml:mi>E</mml:mi>
<mml:mi>u</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is a non-qualitative characteristic number, <inline-formula id="inf7">
<mml:math id="m8">
<mml:mrow>
<mml:mi>E</mml:mi>
<mml:mi>u</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>f</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi mathvariant="italic">Pr</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mo>,</mml:mo>
<mml:mi>R</mml:mi>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>, thus, Eq. <xref ref-type="disp-formula" rid="e1">1</xref> can be rewritten as.<disp-formula id="e2">
<mml:math id="m9">
<mml:mrow>
<mml:mi>F</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mi>e</mml:mi>
<mml:mo>&#x2c;</mml:mo>
<mml:mi>F</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>
</p>
<p>In practical engineering and modeling tests, air flow is generally in the drag square region, the Reynolds number <inline-formula id="inf8">
<mml:math id="m10">
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is generally greater than 4,000. The air flow along the drag coefficient <inline-formula id="inf9">
<mml:math id="m11">
<mml:mrow>
<mml:mi>&#x3bb;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is only related to the equivalent roughness <inline-formula id="inf10">
<mml:math id="m12">
<mml:mrow>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, but not related to <inline-formula id="inf11">
<mml:math id="m13">
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, that is, the flow into the Reynolds self-simulating region (<xref ref-type="bibr" rid="B34">Walker et al., 2011</xref>). The reduced-scale model experiments in this paper satisfy this condition, and the <inline-formula id="inf12">
<mml:math id="m14">
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> number need not be considered in the simulation process. Therefore Eq. <xref ref-type="disp-formula" rid="e2">2</xref> can be transformed into.<disp-formula id="e3">
<mml:math id="m15">
<mml:mrow>
<mml:mi>F</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
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<mml:mi>F</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>
</p>
<p>The Froude number (<inline-formula id="inf13">
<mml:math id="m16">
<mml:mrow>
<mml:mi>F</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>) in Eq. <xref ref-type="disp-formula" rid="e3">3</xref> is defined as:<disp-formula id="e4">
<mml:math id="m17">
<mml:mrow>
<mml:mi>F</mml:mi>
<mml:mi>r</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:msup>
<mml:mi>v</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mrow>
<mml:mi>g</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>Where <inline-formula id="inf14">
<mml:math id="m18">
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the air supply velocity, m/s; <inline-formula id="inf15">
<mml:math id="m19">
<mml:mrow>
<mml:mi>g</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the free fall acceleration, m/s<sup>2</sup>; <inline-formula id="inf16">
<mml:math id="m20">
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the characteristic length, m.</p>
<p>When designing using the Froude criterion, it is required that the rooms and models have equal Froude numbers, which can be expressed according to Eq. <xref ref-type="disp-formula" rid="e4">4</xref> as follows: (<xref ref-type="bibr" rid="B40">Xie et al., 2021</xref>).<disp-formula id="e5">
<mml:math id="m21">
<mml:mrow>
<mml:mfrac>
<mml:msup>
<mml:mi>v</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mrow>
<mml:mi>g</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>v</mml:mi>
<mml:msup>
<mml:mo>&#x2032;</mml:mo>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
<mml:mrow>
<mml:mi>g</mml:mi>
<mml:mo>&#x2032;</mml:mo>
<mml:mi>l</mml:mi>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>where the mark "&#x2032;" is added to indicate the corresponding parameter of the prototype. Let the free-fall acceleration scale <inline-formula id="inf17">
<mml:math id="m22">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>g</mml:mi>
<mml:mo>/</mml:mo>
<mml:msup>
<mml:mi>g</mml:mi>
<mml:mo>&#x2032;</mml:mo>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, geometric scale <inline-formula id="inf18">
<mml:math id="m23">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>l</mml:mi>
<mml:mo>/</mml:mo>
<mml:msup>
<mml:mi>l</mml:mi>
<mml:mo>&#x2032;</mml:mo>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, and velocity scale <inline-formula id="inf19">
<mml:math id="m24">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>v</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>v</mml:mi>
<mml:mo>/</mml:mo>
<mml:mi>v</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>&#x2032;.</p>
<p>When the model test conditions are basically similar to the prototype conditions, <inline-formula id="inf20">
<mml:math id="m25">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>g</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> can be assumed, and the velocity scale can be derived from Eq. <xref ref-type="disp-formula" rid="e5">5</xref> as follows.<disp-formula id="e6">
<mml:math id="m26">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>v</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msubsup>
<mml:mi>C</mml:mi>
<mml:mi>l</mml:mi>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:mfrac>
</mml:msubsup>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>
</p>
<p>In the experiment of this paper, the geometric scale <inline-formula id="inf21">
<mml:math id="m27">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>l</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>10</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>, and the actual incoming wind speed is 3.2&#xa0;m/s. According to Eq. <xref ref-type="disp-formula" rid="e6">6</xref>, the inlet wind speed can be calculated as <inline-formula id="inf22">
<mml:math id="m28">
<mml:mrow>
<mml:mi>v</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>v</mml:mi>
<mml:mo>&#x2032;</mml:mo>
<mml:msubsup>
<mml:mi>C</mml:mi>
<mml:mi>l</mml:mi>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>. Therefore, the southward inlet wind speed in this reduced-scale model experiment is 1.0&#xa0;m/s.</p>
</sec>
<sec id="s2-1-3">
<title>2.1.3 Experimental model</title>
<p>The reduced-scale model experiment employs a room model with dimensions of 36&#xa0;cm in length, 40&#xa0;cm in width, and 30&#xa0;cm in height, as depicted in <xref ref-type="fig" rid="F2">Figure 2</xref>. The size of the south-facing opening of the model is 6&#xa0;cm &#xd7; 12&#xa0;cm, the height from the bottom is 9&#xa0;cm, the size of the north-facing opening is 9&#xa0;cm &#xd7; 21&#xa0;cm, and the size of the indoor set deflector is 12&#xa0;cm &#xd7; 12&#xa0;cm, the height from the bottom is 9&#xa0;cm, and the distance from the south-facing opening is 14&#xa0;cm, which is scaled down by 10 times. Geometric similarity between the model and the prototype is upheld, with the model crafted from specially treated plexiglass acrylic plate of 5&#xa0;mm thickness. The chosen acrylic plate boasts notable advantages, including robust impact resistance, high recyclability, ample rigidity and strength, ease of processing and molding, and simple maintenance. Importantly, the acrylic plate remains resilient against significant vibrations and deformations throughout the experimental course.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Reduced scale experimental model.</p>
</caption>
<graphic xlink:href="fenrg-12-1327577-g002.tif"/>
</fig>
<p>The arrangement of measurement points for the experimental model is illustrated in <xref ref-type="fig" rid="F2">Figure 2</xref>. At the top of the model, a circular hole with a diameter of 15&#xa0;mm (11&#xa0;mm diameter of the thermosensitive anemometer probe) serves as the designated measurement point. These measurement points are symmetrically positioned along the centerline of the building model, as depicted in <xref ref-type="fig" rid="F3">Figure 3</xref>. The total count of measurement points corresponds to 14.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Schematic diagram of measurement point layout.</p>
</caption>
<graphic xlink:href="fenrg-12-1327577-g003.tif"/>
</fig>
</sec>
<sec id="s2-1-4">
<title>2.1.4 Experimental scheme design</title>
<p>To investigate the impact of varying width-to-height ratios and distinct shapes of deflector plate openings on the indoor velocity partitioning ratio within the context of natural ventilation, this paper introduces the subsequent experimental plan: 1) a hole was opened in the deflector plate, and eight deflector plates with different width to height ratio openings were set, the opening sizes of the deflector plates were shown in <xref ref-type="table" rid="T1">Table 1</xref>, and the schematic diagram of the openings was shown in <xref ref-type="fig" rid="F4">Figure 4</xref>; 2) A hole is opened in the deflector plate with the same opening area, and the opening shapes are circular, 4.00&#xa0;cm &#xd7; 9.00&#xa0;cm rhombic, square and 9.00&#xa0;cm &#xd7; 4.00&#xa0;cm rhombic. The shape and size of the specific deflector opening is shown in <xref ref-type="table" rid="T2">Table 2</xref>, and the schematic diagram of the opening is shown in <xref ref-type="fig" rid="F5">Figure 5</xref>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Table of deflector opening dimensions.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Deflector number</th>
<th align="center">Deflector W1</th>
<th align="center">Deflector W2</th>
<th align="center">Deflector W3</th>
<th align="center">Deflector W4</th>
<th align="center">Deflector W5</th>
<th align="center">Deflector W6</th>
<th align="center">Deflector W7</th>
<th align="center">Deflector W8</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Opening width to height ratio</td>
<td align="center">3/6</td>
<td align="center">4/6</td>
<td align="center">5/6</td>
<td align="center">6/6</td>
<td align="center">7/6</td>
<td align="center">8/6</td>
<td align="center">9/6</td>
<td align="center">10/6</td>
</tr>
<tr>
<td align="center">Opening size</td>
<td align="center">3.00&#xa0;cm &#xd7; 6.00&#xa0;cm</td>
<td align="center">4.00&#xa0;cm &#xd7; 6.00&#xa0;cm</td>
<td align="center">5.00&#xa0;cm &#xd7; 6.00&#xa0;cm</td>
<td align="center">6.00 cm &#xd7; 6.00&#xa0;cm</td>
<td align="center">7.00&#xa0;cm &#xd7; 6.00&#xa0;cm</td>
<td align="center">8.00&#xa0;cm &#xd7; 6.00&#xa0;cm</td>
<td align="center">9.00&#xa0;cm &#xd7; 6.00&#xa0;cm</td>
<td align="center">10.00&#xa0;cm &#xd7; 6.00&#xa0;cm</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Schematic diagram of the different width to height ratio openings of the deflector: <bold>(A)</bold> Width to height ratio 3/6; <bold>(B)</bold> Width to height ratio 4/6; <bold>(C)</bold> Width to height ratio 5/6; <bold>(D)</bold> Width to height ratio 6/6; <bold>(E)</bold> Width to height ratio 7/6; <bold>(F)</bold> Width to height ratio 8/6; <bold>(G)</bold> Width to height ratio 9/6; <bold>(H)</bold> Width to height ratio 10/6.</p>
</caption>
<graphic xlink:href="fenrg-12-1327577-g004.tif"/>
</fig>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Different shape opening size table.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Deflector number</th>
<th align="center">Deflector S1</th>
<th align="center">Deflector S2</th>
<th align="center">Deflector S3</th>
<th align="center">Deflector S4</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Opening shape</td>
<td align="center">Circular</td>
<td align="center">Rhombus</td>
<td align="center">Square</td>
<td align="center">Rhombus</td>
</tr>
<tr>
<td align="center">Opening size</td>
<td align="center">d &#x3d; 4.78&#xa0;cm</td>
<td align="center">4.00&#xa0;cm &#xd7; 9.00&#xa0;cm</td>
<td align="center">6.00&#xa0;cm &#xd7; 6.00&#xa0;cm</td>
<td align="center">9.00&#xa0;cm &#xd7; 4.00&#xa0;cm</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Schematic diagram of different shapes of deflector openings: <bold>(A)</bold> Circular; <bold>(B)</bold> 4.00&#xa0;cm &#xd7; 9.00&#xa0;cm Rhombus; <bold>(C)</bold> Square; <bold>(D)</bold> 9.00&#xa0;cm &#xd7; 4.00&#xa0;cm Rhombus.</p>
</caption>
<graphic xlink:href="fenrg-12-1327577-g005.tif"/>
</fig>
</sec>
<sec id="s2-1-5">
<title>2.1.5 Experimental steps</title>
<p>The experimental protocol commenced by establishing the model&#x2019;s fixed position, followed by meticulous adjustments to both the distance and height between the fan and the window opening. Drawing from similarity theory (<xref ref-type="bibr" rid="B12">Han and Li, 2021</xref>), a hot-wire anemometer was deployed to gauge the wind speed at the entrance, thereby maintaining a constant inflow velocity of 1.0&#xa0;m/s. The experiment aims to measure the wind speed at a 15&#xa0;cm height within the model. To minimize experimental errors, it is essential to maintain the thermal probe of the thermosensitive anemometer perpendicular to the incoming flow direction. The experimental measurement diagram is shown in <xref ref-type="fig" rid="F6">Figure 6</xref>. Then, use the anemometer to test the wind speed at 14 measurement points. To ensure the accuracy of the measurement results, take 10 consecutive instantaneous velocity values for each measurement point and calculate the average value as the final velocity value at each measurement point.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Experimental measurement diagram.</p>
</caption>
<graphic xlink:href="fenrg-12-1327577-g006.tif"/>
</fig>
</sec>
</sec>
<sec id="s2-2">
<title>2.2 Simulation methods</title>
<sec id="s2-2-1">
<title>2.2.1 Geometric model and numerical methods</title>
<p>Airpak software is now widely used to simulate indoor and airflow organization distribution (<xref ref-type="bibr" rid="B44">Zhang and Ryu, 2021</xref>; <xref ref-type="bibr" rid="B43">Zhang et al., 2023</xref>). In this study, we employed the Airpak software to construct a scaled-down numerical model of a room, measuring 36&#xa0;cm in length, 40&#xa0;cm in width, and 30&#xa0;cm in height. During the simulation, all doors and windows remained open. The room model is depicted in <xref ref-type="fig" rid="F7">Figure 7</xref>, with the x-axis denoting the depth direction, the y-axis representing height, and the z-axis indicating width. The arrangement of numerical simulation measurement points is the same as that of the reduced-scale model experiment. The velocity values of each measurement point were calculated directly by Airpak software when the deflectors with different opening width to height ratio and different opening shapes were set in the room.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Schematic diagram of the room geometry model.</p>
</caption>
<graphic xlink:href="fenrg-12-1327577-g007.tif"/>
</fig>
<p>In order to study the flow of indoor air in the real state, a 1:1 full-scale modeling was conducted, and the room model size was 3.6&#xa0;m &#xd7; 4.0&#xa0;m &#xd7; 3.0&#xa0;m (length &#xd7; width &#xd7; height). The natural ventilation of the room with all windows and doors open is simulated. The airflow distribution in the cross-section at the height of y &#x3d; 1.5&#xa0;m (height of human activity) was investigated by numerical simulation of the room without deflector, with deflectors with different opening width-to-height ratios and deflectors with different opening shapes.</p>
<p>Indoor air flow is incompressible and low-speed turbulent. This paper employs the indoor zero-equation model for its extensive validation, characterized by rapid computational speed and stable convergence when predicting various airflow scenarios, including natural convection (<xref ref-type="bibr" rid="B33">Vera et al., 2010</xref>), forced convection, mixed convection, and displacement ventilation within a room. This model is well-suited for forecasting indoor airflow distribution and has demonstrated its effectiveness, particularly under mixed convection conditions (<xref ref-type="bibr" rid="B15">Ling et al., 2015</xref>). In this study, the SIMPLE (semi-implicit method for pressure dependent equations) pressure-velocity coupling algorithm is used (<xref ref-type="bibr" rid="B9">Fan et al., 2022</xref>; <xref ref-type="bibr" rid="B17">Liu et al., 2022</xref>; <xref ref-type="bibr" rid="B20">Mohamed et al., 2022</xref>).</p>
</sec>
<sec id="s2-2-2">
<title>2.2.2 Boundary conditions</title>
<p>The boundary conditions of the reduced-scale model are determined based on the full-size working conditions as well as similar scales. The boundary conditions of this simulation are as follows: the pressure boundary is chosen, and the southward inlet wind pressure of the room is determined according to <inline-formula id="inf23">
<mml:math id="m29">
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:mi mathvariant="normal">p</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi mathvariant="normal">&#x3c1;</mml:mi>
<mml:msup>
<mml:mi mathvariant="normal">v</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mo>/</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>. The wind pressure at the northward opening is negligible. The boundary conditions of the full-size and reduced-scale models are set as shown in <xref ref-type="table" rid="T3">Table 3</xref>.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Boundary condition settings.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center"/>
<th align="center">Full-size model</th>
<th align="center">Reduced-scale model</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Southward inlet wind speed (m/s)</td>
<td align="center">3.2</td>
<td align="center">1.0</td>
</tr>
<tr>
<td align="center">Southward opening wind pressure (pa)</td>
<td align="center">6.60</td>
<td align="center">0.65</td>
</tr>
<tr>
<td align="center">Northward opening wind pressure (pa)</td>
<td align="center">0</td>
<td align="center">0</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2-2-3">
<title>2.2.3 Mesh generation</title>
<p>The simulation was conducted using the Airpak software to mesh the computational region with a hexahedral unstructured grid. As an example, five different grid schemes were selected for the simulation when a circular hole was opened in the deflector of the reduced-scale model. The number of divisions for these schemes was 14,520, 17,664, 22,818, 34,210, and 44,404 grid cells, respectively. To investigate the grid independence (<xref ref-type="bibr" rid="B31">Strasszer and Xydis, 2020</xref>; <xref ref-type="bibr" rid="B42">Yuan et al., 2020</xref>; <xref ref-type="bibr" rid="B37">Wang Z. et al., 2021</xref>), the measurement point was chosen at the center of the deflector opening. <xref ref-type="fig" rid="F8">Figure 8</xref> illustrates the wind speed variations at the measurement point for different grid numbers. When the number of grids is less than 22,818, there is a noticeable difference in air velocity at the measurement point. However, when the number of grids is equal to or greater than 22,818, the air velocity at the measurement point remains relatively stable. The air velocities at the measurement point for grid counts of 22,818, 34,210, and 44,404 are recorded as 0.66&#xa0;m/s, 0.66&#xa0;m/s, and 0.67&#xa0;m/s, respectively. The air velocity deviation among the three grid schemes is within 5%. Therefore, 22,818 grid cells were selected as the meshing scheme for this study, as shown in <xref ref-type="fig" rid="F9">Figure 9</xref>. The meshing quality is good and meets the requirements for the simulation.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Grid independence analysis.</p>
</caption>
<graphic xlink:href="fenrg-12-1327577-g008.tif"/>
</fig>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Mesh division.</p>
</caption>
<graphic xlink:href="fenrg-12-1327577-g009.tif"/>
</fig>
</sec>
</sec>
<sec id="s2-3">
<title>2.3 Indoor air velocity interval division</title>
<p>Indoor air velocity significantly influences indoor airflow distribution and is intricately linked to human thermal comfort (<xref ref-type="bibr" rid="B26">Prianto and Depecker, 2002</xref>; <xref ref-type="bibr" rid="B25">Omrani et al., 2017b</xref>). This study, considering existing research findings along with regional and indoor work characteristics, adopts a range of 0.25&#xa0;m/s to 1.00&#xa0;m/s as the benchmark for evaluating indoor wind speed comfort. Below 0.25&#xa0;m/s, indoor wind speeds are too low for occupants to readily perceive, while wind speeds above 1.00&#xa0;m/s cause discomfort to the occupants. Wind speeds in the range of 0.25&#xa0;m/s to 1.00&#xa0;m/s provide for human comfort. Consequently, this paper classifies indoor wind speed intervals under natural ventilation conditions as follows: the low wind speed zone ranges from 0.00&#xa0;m/s to 0.25&#xa0;m/s, the comfortable speed zone ranges from 0.25&#xa0;m/s to 1.00&#xa0;m/s, and wind speeds exceeding 1.00&#xa0;m/s fall into the high wind speed zone.</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussion</title>
<sec id="s3-1">
<title>3.1 Experimental results and discussion</title>
<p>The measured and simulated outcomes from the reduced-scale model experiments are compared and analyzed to validate the reasonableness and effectiveness of the simulation approach. The following is a comparison between the measured results and simulated results for the deflector plate with different opening width to height ratio and different opening shape respectively.</p>
<p>Velocity measurements were taken at 14 specific points located at a cross-sectional height of y &#x3d; 15&#xa0;cm, while varying the opening width-to-height ratios and shapes of holes within the deflector&#x2019;s center. The measured velocity values at each measurement point of the reduced-scale model and numerical simulation are shown in <xref ref-type="fig" rid="F10">Figures 10A, B</xref> when the holes with different width-to-height ratios are opened in the middle of the deflector. The measured and numerical simulation values of velocity at each measurement point of the reduced-scale model are shown in <xref ref-type="fig" rid="F10">Figures 10C, D</xref> when a hole of different shapes is opened in the middle of the deflector. As can be seen from the figure, as the width-to-height ratio of the deflector opening and the shape of the opening change, the velocity values at each measurement point change accordingly, but the overall trend remains consistent. The flow of outdoor air enters through windows, passes through the room&#x2019;s deflector opening, and exits through the opposite door, creating cross-ventilation. Consequently, measurement points 1, 5, 11, and 14 exhibit higher velocity values. As air velocity decreases from the room&#x2019;s entrance to the exit of the incoming flow, airflow velocity gradually diminishes. Obstructions in airflow occur at unopened holes of the deflector plate, generating vortices in the area behind the deflector plate, leading to near-zero velocity values at measurement points 4 and 6. With decreasing air velocity, measurement points 7, 8, 9, 10, 12, and 13, situated farther from the entry point, also exhibit lower and near-zero velocity values.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>
<bold>(A)</bold> Measured speed diagram of different width-to-height ratio openings; <bold>(B)</bold> Simulated speed diagram of different width-to-height ratio openings; <bold>(C)</bold> Measured speed diagram of different shapes of openings; <bold>(D)</bold> Simulated speed diagram of different shapes of openings.</p>
</caption>
<graphic xlink:href="fenrg-12-1327577-g010.tif"/>
</fig>
<p>The numerical simulation data at 14 measurement points in this experiment were compared with the measured data of the reduced-scale model. As shown in <xref ref-type="fig" rid="F10">Figure 10</xref>, the experimental measurements of the reduced-scale model are slightly larger than those of the numerical simulation, but the overall trend remains consistent. <xref ref-type="table" rid="T4">Table 4</xref> lists the mean absolute error and root mean square error between the experimental and simulated results for the deflectors with different opening width to height ratio and deflectors with different opening shapes. After analysis, it was found that the maximum value of the mean absolute error between the simulated and measured values of wind speed is 0.0721&#xa0;m/s, and the maximum value of the root mean square error is 0.0834&#xa0;m/s, and these errors are within the acceptable range. Therefore, the results of the numerical simulation can better reflect the experimental results. The validated numerical model can be used for full-size working condition expansion, and the results can truly reflect the airflow distribution inside the building.</p>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Comparison of numerical simulation results with experimental measurements.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Deflector number</th>
<th align="center">Mean absolute error (m/s)</th>
<th align="center">Root mean square error (m/s)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Deflector W1</td>
<td align="center">0.0486</td>
<td align="center">0.0578</td>
</tr>
<tr>
<td align="center">Deflector W2</td>
<td align="center">0.0650</td>
<td align="center">0.0834</td>
</tr>
<tr>
<td align="center">Deflector W3</td>
<td align="center">0.0721</td>
<td align="center">0.0797</td>
</tr>
<tr>
<td align="center">Deflector W4</td>
<td align="center">0.0507</td>
<td align="center">0.0663</td>
</tr>
<tr>
<td align="center">Deflector W5</td>
<td align="center">0.0614</td>
<td align="center">0.0683</td>
</tr>
<tr>
<td align="center">Deflector W6</td>
<td align="center">0.0571</td>
<td align="center">0.0727</td>
</tr>
<tr>
<td align="center">Deflector W7</td>
<td align="center">0.0479</td>
<td align="center">0.0582</td>
</tr>
<tr>
<td align="center">Deflector W8</td>
<td align="center">0.0407</td>
<td align="center">0.0482</td>
</tr>
<tr>
<td align="center">Deflector S1</td>
<td align="center">0.0464</td>
<td align="center">0.0515</td>
</tr>
<tr>
<td align="center">Deflector S2</td>
<td align="center">0.0379</td>
<td align="center">0.0451</td>
</tr>
<tr>
<td align="center">Deflector S3</td>
<td align="center">0.0507</td>
<td align="center">0.0663</td>
</tr>
<tr>
<td align="center">Deflector S4</td>
<td align="center">0.0479</td>
<td align="center">0.0582</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-2">
<title>3.2 Full-scale simulation results and analysis</title>
<p>The full-size simulation comprises three cases: under natural ventilation conditions, the indoor airflow velocity distribution is simulated and analyzed in scenarios with no deflectors, with deflectors of varying opening width-to-height ratios, and with deflectors of different shapes. The role of the deflector is to increase the wind pressure of the environment or guide its flow direction to change through some way and equipment construction, the windward side of the deflector is the positive pressure area, and the backward side of the deflector is the negative pressure area.</p>
<sec id="s3-2-1">
<title>3.2.1 No deflector</title>
<p>As depicted in <xref ref-type="fig" rid="F11">Figure 11</xref>, the velocity distribution at a height of y &#x3d; 1.5&#xa0;m in the absence of a deflector is illustrated. Outdoor air enters the room through the southern entrance and exits through the northern air vent, establishing cross-ventilation. The air velocity is highest at the south side inlet, and localized areas in the middle section have higher air velocities due to cross ventilation.</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Velocity cloud at y &#x3d; 1.5&#xa0;m height without deflector.</p>
</caption>
<graphic xlink:href="fenrg-12-1327577-g011.tif"/>
</fig>
<p>As indicated in <xref ref-type="table" rid="T5">Table 5</xref>, in the absence of a deflector within the room, the velocity cloud diagram of the cross-section at a height of y &#x3d; 1.5&#xa0;m comprises 3.06% in the low wind speed zone, 62.11% in the comfort speed zone, and 34.83% in the high wind speed zone.</p>
<table-wrap id="T5" position="float">
<label>TABLE 5</label>
<caption>
<p>Distribution of each velocity partition in numerical simulation without deflector.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Wind speed range (m/s)</th>
<th align="center">No deflectors (%)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">0.00 &#x3c; v &#x2264; 0.25</td>
<td align="center">3.06</td>
</tr>
<tr>
<td align="center">0.25 &#x3c; v &#x2264; 1.00</td>
<td align="center">62.11</td>
</tr>
<tr>
<td align="center">v &#x3e; 1.00</td>
<td align="center">34.83</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-2-2">
<title>3.2.2 Deflectors with different width-to-height ratio openings</title>
<p>Illustrated in <xref ref-type="fig" rid="F12">Figure 12</xref>, outdoor air flows into the room through the southern entrance, with the highest wind speed observed at this inlet. Encountering the obstruction at the unopened place of the deflector plate, vortex will be generated at the back of the deflector plate, resulting in the value of the air velocity at the back of the deflector plate in a large area close to zero. Through the openings in the room deflector, air flows from one side of the room to the other, creating cross ventilation and resulting in higher air velocities in localized areas. As the width-to-height ratio of the deflector opening increases, the percentage of the low-wind-speed zone in the velocity cloud diagram at the cross-section of y &#x3d; 1.5&#xa0;m height decreases, while the proportion of the comfortable-speed zone and high-wind-speed zone increases.</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>Velocity cloud at y &#x3d; 1.5&#xa0;m height when the deflector is opened with different width-to-height ratio openings: <bold>(A)</bold> Width to height ratio 3/6; <bold>(B)</bold> Width to height ratio 4/6; <bold>(C)</bold> Width to height ratio 5/6; <bold>(D)</bold> Width to height ratio 6/6; <bold>(E)</bold> Width to height ratio 7/6; <bold>(F)</bold> Width to height ratio 8/6; <bold>(G)</bold> Width to height ratio 9/6; <bold>(H)</bold> Width to height ratio 10/6.</p>
</caption>
<graphic xlink:href="fenrg-12-1327577-g012.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F13">Figure 13</xref> illustrates the effect of variations in the width-to-height ratio of the deflector openings on the percentage of indoor velocity partitioning. As the width-to-height ratio increases from 3/6 to 7/6, there is a continuous reduction in the proportion of the low wind speed zone, decreasing from 11.79% to 3.75%, representing an 8.04% decrease. Concurrently, there is an increase in the proportion of the speed comfort zone, rising from 72.38% to 75.98%, indicating a 3.60% increase. Additionally, the proportion of the high wind speed zone rises from 15.83% to 20.27%, reflecting a 4.44% increase. Subsequently, when the width-to-height ratio of the deflector opening increases from 7/6 to 8/6, the percentage of the low wind speed zone experiences an increase from 3.75% to 7.33%, a growth of 3.58%. Simultaneously, the percentage of the speed comfort zone decreases from 75.98% to 71.38%, representing a 4.60% decrease. Additionally, the percentage of the high wind speed zone increases from 20.27% to 21.29%, signifying a 1.02% increase. Lastly, when the width-to-height ratio of the deflector opening is increased from 8/6 to 10/6, the percentage of the low wind speed zone decreases from 7.33% to 2.98%, indicating a 4.35% decrease. Correspondingly, the percentage of the speed comfort zone increases from 71.38% to 73.01%, reflecting a 1.63% increase. Furthermore, the percentage of the high wind speed zone increases from 21.29% to 24.01%, representing a 2.72% increase.</p>
<fig id="F13" position="float">
<label>FIGURE 13</label>
<caption>
<p>The percentage of each velocity zone when the width-to-height ratio of the deflector opening is varied.</p>
</caption>
<graphic xlink:href="fenrg-12-1327577-g013.tif"/>
</fig>
</sec>
<sec id="s3-2-3">
<title>3.2.3 Deflectors with differently shaped openings</title>
<p>As shown in <xref ref-type="fig" rid="F14">Figure 14</xref>, the flow state and the reason for its formation are in general agreement with <xref ref-type="fig" rid="F12">Figure 12</xref>. The different shapes of the deflector opening have a greater influence on the proportion of each wind speed zone in the velocity cloud map of the cross-section at the height of y &#x3d; 1.5&#xa0;m.</p>
<fig id="F14" position="float">
<label>FIGURE 14</label>
<caption>
<p>Velocity cloud at y &#x3d; 1.5&#xa0;m height when the deflector plate is opened with different shapes of openings: <bold>(A)</bold> Circular; <bold>(B)</bold> 4.00&#xa0;cm &#xd7; 9.00&#xa0;cm Rhombus; <bold>(C)</bold> Square; <bold>(D)</bold> 9.00&#xa0;cm &#xd7; 4.00&#xa0;cm Rhombus.</p>
</caption>
<graphic xlink:href="fenrg-12-1327577-g014.tif"/>
</fig>
<p>In <xref ref-type="fig" rid="F15">Figure 15</xref>, we observe changes in wind speed zones related to different deflector opening shapes. When the deflector opening has a 9.00&#xa0;cm &#xd7; 4.00&#xa0;cm rhombus shape, the percentage of the low wind speed zone measures 13.78%, while with a square deflector opening, it decreases to 6.04%. The highest percentage of the speed comfort zone, at 75.56%, is recorded when the deflector opening takes the form of a 4.00&#xa0;cm &#xd7; 9.00&#xa0;cm rhombus, and the lowest percentage, 66.83%, is observed when the deflector opening is in the shape of a 9.00&#xa0;cm &#xd7; 4.00&#xa0;cm rhombus. The percentage of the high wind speed zone shows relatively little variation.</p>
<fig id="F15" position="float">
<label>FIGURE 15</label>
<caption>
<p>Percentage of each velocity zone when the deflector plate is opened with different shaped openings.</p>
</caption>
<graphic xlink:href="fenrg-12-1327577-g015.tif"/>
</fig>
<p>The effects of the above three scenarios on the indoor airflow distribution under natural ventilation conditions are simulated and analyzed, keeping the wind pressure at the entrances and exits constant and the position of the deflector plate constant. In the absence of a deflector plate in the room, the indoor speed comfort zone occupies the smallest proportion, accounting for 62.11%. The percentage of indoor speed comfort zone increased significantly when deflectors with different opening width-to-height ratios and deflectors with different opening shapes were installed indoors. The percentage of the indoor speed comfort zone varied with changes in the opening width-to-height ratio of the deflector plate. When the deflector plate had an opening width-to-height ratio of 7/6, it reached its highest value at 75.98%, marking a significant increase of 13.87%. The shape of the deflector opening had a more pronounced effect on the indoor speed comfort zone percentage. When the deflector opening took on a rhombus shape measuring 4.00&#xa0;cm &#xd7; 9.00&#xa0;cm, it reached its highest value at 75.56%, reflecting a substantial increase of 13.45%.</p>
</sec>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>In this study, a 1:10 scale experimental model and a numerical model were established based on similarity theory. The experimental measurements from the reduced-scale model were compared and analyzed alongside the simulation results, confirming the rationality and effectiveness of numerical simulations. Subsequently, the validated reduced-scale numerical model was extended to a full-size room. The study investigated the impact of deflectors, including different opening width-to-height ratios and shapes, as well as the absence of deflectors, on the percentage of indoor velocity partitions under natural ventilation conditions using full-scale numerical simulations. Based on the aforementioned findings, the following conclusions can be drawn:<list list-type="simple">
<list-item>
<p>1) A comparative analysis of the experimental measurements from the reduced-scale model and the simulation results indicates that the experimental results obtained from the reduced-scale model are slightly greater than the numerical simulation results, while the overall speed trend remains consistent. Consequently, the CFD numerical simulation better mirrors the experimental results, and the validated numerical model can be applied to extend to full-size working conditions. The results of the full-scale numerical simulation accurately portray the indoor airflow velocity distribution within the building.</p>
</list-item>
<list-item>
<p>2) In the context of natural ventilation, the judicious installation of indoor deflectors can effectively augment the percentage of the indoor speed comfort zone, mitigating excessive indoor wind speeds resulting from cross-ventilation and thereby enhancing human comfort and improving the distribution of indoor airflow velocity.</p>
</list-item>
<list-item>
<p>3) Various deflector plate opening width-to-height ratios yield distinct impacts on both the indoor speed comfort zone percentage and indoor airflow velocity distribution. The maximum percentage of the indoor speed comfort zone, at 75.98%, is achieved when the width-to-height ratio of the deflector opening stands at 7/6.</p>
</list-item>
<list-item>
<p>4) Different shapes of deflector openings exert a more significant influence on the percentage of the indoor speed comfort zone and indoor airflow velocity distribution. The largest percentage of the indoor speed comfort zone, amounting to 75.56%, is observed when the deflector opening takes the form of a rhombus measuring 4.00&#xa0;cm &#xd7; 9.00&#xa0;cm.</p>
</list-item>
</list>
</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/Supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>CW: Conceptualization, Data curation, Formal Analysis, Investigation, Methodology, Software, Visualization, Writing&#x2013;original draft, Writing&#x2013;review and editing. MJ: Conceptualization, Data curation, Investigation, Methodology, Validation, Writing&#x2013;original draft. HC: Conceptualization, Funding acquisition, Project administration, Resources, Supervision, Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s7">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This research was funded by the Special Funds Program for Central Guided Local Science and Technology Development of Anhui Province (No. 201907d07050009).</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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