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            <front>

                <journal-meta>
                                                                <journal-id>hittite j sci eng</journal-id>
            <journal-title-group>
                                                                                    <journal-title>Hittite Journal of Science and Engineering</journal-title>
            </journal-title-group>
                                        <issn pub-type="epub">2148-4171</issn>
                                                                                            <publisher>
                    <publisher-name>Hitit University</publisher-name>
                </publisher>
                    </journal-meta>
                <article-meta>
                                        <article-id pub-id-type="doi">10.17350/HJSE19030000371</article-id>
                                                                <article-categories>
                                            <subj-group  xml:lang="en">
                                                            <subject>Electronic, Optics and Magnetic Materials</subject>
                                                            <subject>Elemental Semiconductors</subject>
                                                    </subj-group>
                                            <subj-group  xml:lang="tr">
                                                            <subject>Elektronik,Optik ve Manyetik Malzemeler</subject>
                                                            <subject>Saf Yarı İletkenler</subject>
                                                    </subj-group>
                                    </article-categories>
                                                                                                                                                        <title-group>
                                                                                                                        <article-title>Principal Component Analysis-Assisted Detection of Toxic Chemicals Using Atomic Layer Deposition-Grown Zinc Oxide Thin Films</article-title>
                                                                                                                                                                                                <trans-title-group xml:lang="tr">
                                    <trans-title>Atomik Katman Biriktirme Yöntemiyle Üretilmiş Çinko Oksit İnce Filmler Kullanılarak Temel Bileşen Analizi Destekli Toksik Kimyasal Tespiti</trans-title>
                                </trans-title-group>
                                                                                                    </title-group>
            
                                                    <contrib-group content-type="authors">
                                                                        <contrib contrib-type="author">
                                                                    <contrib-id contrib-id-type="orcid">
                                        https://orcid.org/0000-0002-2882-2802</contrib-id>
                                                                <name>
                                    <surname>Alev</surname>
                                    <given-names>Onur</given-names>
                                </name>
                                                                    <aff>Norwegian University of Science and Technology (NTNU)</aff>
                                                            </contrib>
                                                                                </contrib-group>
                        
                                        <pub-date pub-type="pub" iso-8601-date="20260331">
                    <day>03</day>
                    <month>31</month>
                    <year>2026</year>
                </pub-date>
                                        <volume>13</volume>
                                        <issue>1</issue>
                                        <fpage>43</fpage>
                                        <lpage>51</lpage>
                        
                        <history>
                                    <date date-type="received" iso-8601-date="20251003">
                        <day>10</day>
                        <month>03</month>
                        <year>2025</year>
                    </date>
                                                    <date date-type="accepted" iso-8601-date="20260216">
                        <day>02</day>
                        <month>16</month>
                        <year>2026</year>
                    </date>
                            </history>
                                        <permissions>
                    <copyright-statement>Copyright © 2014, Hittite Journal of Science and Engineering</copyright-statement>
                    <copyright-year>2014</copyright-year>
                    <copyright-holder>Hittite Journal of Science and Engineering</copyright-holder>
                </permissions>
            
                                                                                                <abstract><p>In this study, a highly sensitive and selective gas sensor was developed for detecting hazardous analytes, including ethanol, acetone, hydrogen sulfide (H2S), and hydrogen cyanide (HCN). ZnO thin films were deposited as the sensing layer using atomic layer deposition (ALD), while Au interdigitated electrodes with 5 µm width and spacing were fabricated on SiO2/Si substrates via photolithography. The fabricated sensor exhibited a sensitive response to the target gases even at part-per-billion (ppb). However, it was observed that as the operating temperature decreases, the sensor signal&#039;s noise level increases. Additionally, the recovery time for the sensor to return to its baseline value after gas exposure was significantly affected by the operating temperature. The detection limits for ethanol, acetone, H2S, and HCN were 14.6, 35, 115, and 115 ppb, respectively, confirming the sensor&#039;s ability to detect all analytes at concentrations well below their threshold limit values. Principal Component Analysis (PCA) revealed well-separated clusters for each analyte, particularly for ethanol and acetone, suggesting that the sensor can effectively discriminate between these two gases. These results demonstrate the sensor’s excellent sensitivity and selectivity supporting its potential for real-time monitoring of toxic gases in environmental and industrial applications.</p></abstract>
                                                                                                                                    <trans-abstract xml:lang="tr">
                            <p>Bu çalışmada, etanol, aseton, hidrojen sülfür (H₂S) ve hidrojen siyanür (HCN) gibi tehlikeli analitlerin tespiti için yüksek hassasiyetli ve seçici bir gaz sensörü geliştirilmiştir. ZnO ince filmleri, sensörleme katmanı olarak atomik katman biriktirme (ALD) yöntemiyle depo edilmiş, 5 µm genişlik ve aralığa sahip Au interdijit elektrotlar ise SiO₂/Si alt tabakalara fotolitografi ile üretilmiştir. Üretilen sensör, hedef gazlara parçacık başına milyar (ppb) seviyesinde bile hassas bir yanıt göstermiştir. Ancak, çalışma sıcaklığı düştükçe sensör sinyalinin gürültü seviyesinin arttığı gözlemlenmiştir. Ayrıca, gaz maruziyetinden sonra sensörün temel değerine geri dönme süresi, çalışma sıcaklığından önemli ölçüde etkilenmiştir. Etanol, aseton, H₂S ve HCN için tespit limitleri sırasıyla 14,6; 35; 115 ve 115 ppb olarak bulunmuş ve bu sonuç sensörün tüm analitleri eşik değerlerinin çok altında tespit edebildiğini doğrulamıştır. Temel Bileşen Analizi (PCA), her bir analit için iyi ayrılmış kümeler ortaya koymuş, özellikle etanol ve asetonda sensörün bu iki gazı etkin bir şekilde ayırt edebileceğini göstermiştir. Bu sonuçlar, sensörün mükemmel hassasiyet ve seçiciliğe sahip olduğunu ve çevresel ve endüstriyel uygulamalarda toksik gazların gerçek zamanlı izlenmesi için potansiyelini desteklediğini göstermektedir.</p></trans-abstract>
                                                            
            
                                                            <kwd-group>
                                                    <kwd>Atomic layer deposition</kwd>
                                                    <kwd>  zinc oxide</kwd>
                                                    <kwd>  thin film</kwd>
                                                    <kwd>  gas sensor</kwd>
                                                    <kwd>  principal component analyses</kwd>
                                            </kwd-group>
                                                        
                                                                            <kwd-group xml:lang="tr">
                                                    <kwd>Atomik Katman Biriktirme</kwd>
                                                    <kwd>  Çinko Oksit</kwd>
                                                    <kwd>  İnce Film</kwd>
                                                    <kwd>  Gaz Sensörü</kwd>
                                                    <kwd>  Temel Bileşen Analizi</kwd>
                                            </kwd-group>
                                                                                                            </article-meta>
    </front>
    <back>
                            <ref-list>
                                    <ref id="ref1">
                        <label>1</label>
                        <mixed-citation publication-type="journal">Shaik R, Kampara RK, Kumar A, Sharma CS, Kumar M. Metal oxide nanofibers based chemiresistive H2S gas sensors. Coordination Chemistry Reviews. 2022;471:214752.</mixed-citation>
                    </ref>
                                    <ref id="ref2">
                        <label>2</label>
                        <mixed-citation publication-type="journal">Barreca D, Maccato C, Gasparotto A. Metal Oxide Nanosystems As Chemoresistive Gas Sensors for Chemical Warfare Agents: A Focused Review. Advanced Materials Interfaces. 2022;9(14):2102525.</mixed-citation>
                    </ref>
                                    <ref id="ref3">
                        <label>3</label>
                        <mixed-citation publication-type="journal">Jaszczak E, Polkowska Ż, Narkowicz S, Namieśnik J. Cyanides in the environment—analysis—problems and challenges. Environmental Science and Pollution Research. 2017;24(19):15929–48.</mixed-citation>
                    </ref>
                                    <ref id="ref4">
                        <label>4</label>
                        <mixed-citation publication-type="journal">Soni V, Singh P, Shree V, Goel V. Effects of VOCs on Human Health. In: Sharma N, Agarwal AK, Eastwood P, Gupta T, Singh AP, editors. Air Pollution and Control. Singapore: Springer Singapore; 2018. p. 119–42.</mixed-citation>
                    </ref>
                                    <ref id="ref5">
                        <label>5</label>
                        <mixed-citation publication-type="journal">Zhou X, Zhou X, Wang C, Zhou H. Environmental and human health impacts of volatile organic compounds: A perspective review. Chemosphere. 2023;313:137489.</mixed-citation>
                    </ref>
                                    <ref id="ref6">
                        <label>6</label>
                        <mixed-citation publication-type="journal">Hagemann LT, Repp S, Mizaikoff B. Hybrid Analytical Platform Based on Field-Asymmetric Ion Mobility Spectrometry, Infrared Sensing, and Luminescence-Based Oxygen Sensing for Exhaled Breath Analysis. Sensors. 2019;19(12):2653.</mixed-citation>
                    </ref>
                                    <ref id="ref7">
                        <label>7</label>
                        <mixed-citation publication-type="journal">Tiele A, Wicaksono A, Kansara J, Arasaradnam RP, Covington JA. Breath Analysis Using eNose and Ion Mobility Technology to Diagnose Inflammatory Bowel Disease—A Pilot Study. Biosensors. 2019;9(2):55.</mixed-citation>
                    </ref>
                                    <ref id="ref8">
                        <label>8</label>
                        <mixed-citation publication-type="journal">Asri MIA, Hasan MN, Fuaad MRA, Yunos YM, Ali MSM. MEMS Gas Sensors: A Review. IEEE Sensors Journal. 2021;21(17):18381–97.</mixed-citation>
                    </ref>
                                    <ref id="ref9">
                        <label>9</label>
                        <mixed-citation publication-type="journal">Jung H-T. The Present and Future of Gas Sensors. ACS Sensors. 2022;7(4):912–3.</mixed-citation>
                    </ref>
                                    <ref id="ref10">
                        <label>10</label>
                        <mixed-citation publication-type="journal">Krishna KG, Parne S, Pothukanuri N, Kathirvelu V, Gandi S, Joshi D. Nanostructured metal oxide semiconductor-based gas sensors: A comprehensive review. Sensors and Actuators A: Physical. 2022;341:113578.</mixed-citation>
                    </ref>
                                    <ref id="ref11">
                        <label>11</label>
                        <mixed-citation publication-type="journal">Galstyan V, Moumen A, Kumarage GWC, Comini E. Progress towards chemical gas sensors: Nanowires and 2D semiconductors. Sensors and Actuators B: Chemical. 2022;357:131466.</mixed-citation>
                    </ref>
                                    <ref id="ref12">
                        <label>12</label>
                        <mixed-citation publication-type="journal">Isaac NA, Pikaar I, Biskos G. Metal oxide semiconducting nanomaterials for air quality gas sensors: operating principles, performance, and synthesis techniques. Microchimica Acta. 2022;189(5):196.</mixed-citation>
                    </ref>
                                    <ref id="ref13">
                        <label>13</label>
                        <mixed-citation publication-type="journal">Tang Y, Zhao Y, Liu H. Room-Temperature Semiconductor Gas Sensors: Challenges and Opportunities. ACS Sensors. 2022;7(12):3582–97.</mixed-citation>
                    </ref>
                                    <ref id="ref14">
                        <label>14</label>
                        <mixed-citation publication-type="journal">Firtat B, Moldovan C, Brasoveanu C, Muscalu G, Gartner M, Zaharescu M, et al. Miniaturised MOX based sensors for pollutant and explosive gases detection. Sensors and Actuators B: Chemical. 2017;249:647–55.</mixed-citation>
                    </ref>
                                    <ref id="ref15">
                        <label>15</label>
                        <mixed-citation publication-type="journal">Yang Y, Hu J. Pulse Ultrasound-Based Response Enhancement of a MOX Gas Sensor. ACS Sensors. 2024;9(12):6421–9.</mixed-citation>
                    </ref>
                                    <ref id="ref16">
                        <label>16</label>
                        <mixed-citation publication-type="journal">Kang Y, Yu F, Zhang L, Wang W, Chen L, Li Y. Review of ZnO-based nanomaterials in gas sensors. Solid State Ionics. 2021;360:115544.</mixed-citation>
                    </ref>
                                    <ref id="ref17">
                        <label>17</label>
                        <mixed-citation publication-type="journal">Franco MA, Conti PP, Andre RS, Correa DS. A review on chemiresistive ZnO gas sensors. Sensors and Actuators Reports. 2022;4:100100.</mixed-citation>
                    </ref>
                                    <ref id="ref18">
                        <label>18</label>
                        <mixed-citation publication-type="journal">Meng F, Shi X, Yuan Z, Ji H, Qin W, Shen Y, et al. Detection of four alcohol homologue gases by ZnO gas sensor in dynamic interval temperature modulation mode. Sensors and Actuators B: Chemical. 2022;350:130867.</mixed-citation>
                    </ref>
                                    <ref id="ref19">
                        <label>19</label>
                        <mixed-citation publication-type="journal">Qu Y, Ding Z, Yuan X, Zhang F, Xu K, Lu X, et al. Highly responsive n-butanol gas sensor based on double-shell ZnO hollow microspheres. Microchemical Journal. 2024;200:110242.</mixed-citation>
                    </ref>
                                    <ref id="ref20">
                        <label>20</label>
                        <mixed-citation publication-type="journal">Premkumar VK, Vishnuraj R, Sheena TS, Yang X, Pullithadathil B, Zhang C, et al. Influence of ZnO hexagonal pyramid nanostructures for highly sensitive and selective NO2 gas sensor. Journal of Alloys and Compounds. 2024;994:174625.</mixed-citation>
                    </ref>
                                    <ref id="ref21">
                        <label>21</label>
                        <mixed-citation publication-type="journal">Tseng S-F, Chen P-S, Hsu S-H, Hsiao W-T, Peng W-J. Investigation of fiber laser-induced porous graphene electrodes in controlled atmospheres for ZnO nanorod-based NO2 gas sensors. Applied Surface Science. 2023;620:156847.</mixed-citation>
                    </ref>
                                    <ref id="ref22">
                        <label>22</label>
                        <mixed-citation publication-type="journal">Alev O, Ergün İ, Özdemir O, Arslan LÇ, Büyükköse S, Öztürk ZZ. Enhanced ethanol sensing performance of Cu-doped ZnO nanorods. Materials Science in Semiconductor Processing. 2021;136:106149.</mixed-citation>
                    </ref>
                                    <ref id="ref23">
                        <label>23</label>
                        <mixed-citation publication-type="journal">Alev O, Sarıca N, Özdemir O, Arslan LÇ, Büyükköse S, Öztürk ZZ. Cu-doped ZnO nanorods based QCM sensor for hazardous gases. Journal of Alloys and Compounds. 2020;826:154177.</mixed-citation>
                    </ref>
                                    <ref id="ref24">
                        <label>24</label>
                        <mixed-citation publication-type="journal">Oke JA, Jen T-C. Atomic layer deposition and other thin film deposition techniques: from principles to film properties. Journal of Materials Research and Technology. 2022;21:2481–514.</mixed-citation>
                    </ref>
                                    <ref id="ref25">
                        <label>25</label>
                        <mixed-citation publication-type="journal">Si M, Lin Z, Chen Z, Sun X, Wang H, Ye PD. Scaled indium oxide transistors fabricated using atomic layer deposition. Nature Electronics. 2022;5(3):164–70.</mixed-citation>
                    </ref>
                                    <ref id="ref26">
                        <label>26</label>
                        <mixed-citation publication-type="journal">Alev O, Özdemir O, Kılıç A, Akcan D, Büyükköse S. Effect of Al doping on structural and optical properties of atomic layer deposited ZnO thin films. Surfaces and Interfaces. 2024;52:104942.</mixed-citation>
                    </ref>
                                    <ref id="ref27">
                        <label>27</label>
                        <mixed-citation publication-type="journal">Wilson RL, Simion CE, Blackman CS, Carmalt CJ, Stanoiu A, Di Maggio F, et al. The Effect of Film Thickness on the Gas Sensing Properties of Ultra-Thin TiO2 Films Deposited by Atomic Layer Deposition. Sensors. 2018;18(3):735.</mixed-citation>
                    </ref>
                                    <ref id="ref28">
                        <label>28</label>
                        <mixed-citation publication-type="journal">Alev O, Kılıç A, Çoban M, Tokyay BK, Büyükköse S, Öztürk S, et al. Human Transferrin Detection Through a Mass-Sensitive Biosensor Utilizing ZnO Thin-Films via Atomic Layer Deposition. IEEE Sensors Letters. 2024;8(7):1–4.</mixed-citation>
                    </ref>
                                    <ref id="ref29">
                        <label>29</label>
                        <mixed-citation publication-type="journal">Padha B, Ahmed Z, Dutta S, Pandey A, Padha N, Tomar M, et al. Ultrasensitive NO2 gas detection using ALD-grown ZnO-SiO2/Si thin film-based UV sensors. Journal of Alloys and Compounds. 2025;1010:177673.</mixed-citation>
                    </ref>
                                    <ref id="ref30">
                        <label>30</label>
                        <mixed-citation publication-type="journal">Güngör MA, Alev O, Kaya HK, Arslan LÇ, Büyükköse S, Öztürk ZZ, et al. Atomic layer deposited zinc oxide thin film on pencil graphite for DNA sensor applications. Materials Today Communications. 2023;36:106776.</mixed-citation>
                    </ref>
                                    <ref id="ref31">
                        <label>31</label>
                        <mixed-citation publication-type="journal">Lin P, Zhang LS, Zhang K, Baumgart H. Advanced Nested Coaxial Thin-Film ZnO Nanostructures Synthesized by Atomic Layer Deposition for Improved Sensing Performance. Applied Sciences. 2024;14(23):10959.</mixed-citation>
                    </ref>
                                    <ref id="ref32">
                        <label>32</label>
                        <mixed-citation publication-type="journal">Sarıca N, Alev O, Arslan LÇ, Öztürk ZZ. Characterization and gas sensing performances of noble metals decorated CuO nanorods. Thin Solid Films. 2019;685:321–8.</mixed-citation>
                    </ref>
                                    <ref id="ref33">
                        <label>33</label>
                        <mixed-citation publication-type="journal">Alev O, Goldenberg E. Nanostructured MoS2 thin films: Effect of substrate temperature on microstructure, optical, and electrical properties. Journal of Vacuum Science &amp; Technology A. 2023;41(3).</mixed-citation>
                    </ref>
                                    <ref id="ref34">
                        <label>34</label>
                        <mixed-citation publication-type="journal">Patil VL, Vanalakar SA, Tarwal NL, Patil AP, Dongale TD, Kim JH, et al. Construction of Cu doped ZnO nanorods by chemical method for Low temperature detection of NO2 gas. Sensors and Actuators A: Physical. 2019;299:111611.</mixed-citation>
                    </ref>
                                    <ref id="ref35">
                        <label>35</label>
                        <mixed-citation publication-type="journal">Qian K-J, Chen S, Zhu B, Chen L, Ding S-J, Lu H-L, et al. Atomic layer deposition of ZnO on thermal SiO2 and Si surfaces using N2-diluted diethylzinc and H2O2 precursors. Applied Surface Science. 2012;258(10):4657–66.</mixed-citation>
                    </ref>
                                    <ref id="ref36">
                        <label>36</label>
                        <mixed-citation publication-type="journal">Doyle S, Ryan L, McCarthy MM, Modreanu M, Schmidt M, Laffir F, et al. Combinatorial ALD for the growth of ZnO/TiO2 nanolaminates and mixed ZnO/TiO2 nanostructured films. Materials Advances. 2022;3(6):2896–907.</mixed-citation>
                    </ref>
                                    <ref id="ref37">
                        <label>37</label>
                        <mixed-citation publication-type="journal">Yuan Y, Shyong Chow K, Du H, Wang P, Zhang M, Yu S, et al. A ZnO thin-film driven microcantilever for nanoscale actuation and sensing. International Journal of Smart and Nano Materials. 2013;4(2):128–41.</mixed-citation>
                    </ref>
                                    <ref id="ref38">
                        <label>38</label>
                        <mixed-citation publication-type="journal">Al-Hardan NH, Abdullah MJ, Ahmad H, Aziz AA, Low LY. Investigation on UV photodetector behavior of RF-sputtered ZnO by impedance spectroscopy. Solid-State Electronics. 2011;55(1):59–63.</mixed-citation>
                    </ref>
                                    <ref id="ref39">
                        <label>39</label>
                        <mixed-citation publication-type="journal">Karaca A, Yıldız DE, Yıldırım M. Optimizing optoelectronics performance: theoretical and experimental study on ZnO thin film for Al/ZnO/p-Si photodiode. Physica Scripta. 2024;99(11):115904.</mixed-citation>
                    </ref>
                                    <ref id="ref40">
                        <label>40</label>
                        <mixed-citation publication-type="journal">Taşaltın N, Gürol İ, Taşaltın C, Yıldız DE. NiPc:Borophene hybrid organic field-effect transistor based gas sensors. Inorganic Chemistry Communications. 2026;183:115793.</mixed-citation>
                    </ref>
                                    <ref id="ref41">
                        <label>41</label>
                        <mixed-citation publication-type="journal">Aydoğan Ş, Çınar K, Asıl H, Coşkun C, Türüt A. Electrical characterization of Au/n-ZnO Schottky contacts on n-Si. Journal of Alloys and Compounds. 2009;476(1):913–8.</mixed-citation>
                    </ref>
                                    <ref id="ref42">
                        <label>42</label>
                        <mixed-citation publication-type="journal">Di Trolio A, Testa AM, Amore Bonapasta A. Role of the carrier density in the transport mechanisms of polycrystalline ZnO films. Physical Chemistry Chemical Physics. 2021;23(25):13918–25.</mixed-citation>
                    </ref>
                                    <ref id="ref43">
                        <label>43</label>
                        <mixed-citation publication-type="journal">Sharmin M, Bhuiyan AH. Influence of substrate temperature on the properties of spray deposited nanofibrous zinc oxide thin films. Applied Physics A. 2017;124(1):57.</mixed-citation>
                    </ref>
                                    <ref id="ref44">
                        <label>44</label>
                        <mixed-citation publication-type="journal">Ram M, Negi NS. Effect of (Fe, Co) co-doping on the structural, electrical and magnetic properties of ZnO nanocrystals prepared by solution combustion method. Physica B: Condensed Matter. 2016;481:185–91.</mixed-citation>
                    </ref>
                                    <ref id="ref45">
                        <label>45</label>
                        <mixed-citation publication-type="journal">Asghar M, Mahmood K, Rabia S, M SB, Shahid MY, Hasan MA. Investigation of temperature dependent barrier height of Au/ZnO/Si schottky diodes. IOP Conference Series: Materials Science and Engineering. 2014;60(1):012041.</mixed-citation>
                    </ref>
                                    <ref id="ref46">
                        <label>46</label>
                        <mixed-citation publication-type="journal">Lien C-C, Wu C-Y, Li Z-Q, Lin J-J. Electrical conduction processes in ZnO in a wide temperature range 20–500 K. Journal of Applied Physics. 2011;110(6).</mixed-citation>
                    </ref>
                                    <ref id="ref47">
                        <label>47</label>
                        <mixed-citation publication-type="journal">Chu Y-L, Young S-J, Huang Y-R, Arya S, Chu T-T. Highly Sensitive Ethanol Gas Sensors of Au Nanoparticle-Adsorbed ZnO Nanorod Arrays via a Photochemical Deposition Treatment. ACS Applied Electronic Materials. 2025;7(6):2327–38.</mixed-citation>
                    </ref>
                                    <ref id="ref48">
                        <label>48</label>
                        <mixed-citation publication-type="journal">Mishra RK, Kumar V, Trung LG, Choi GJ, Ryu JW, Bhardwaj R, et al. Recent advances in ZnO nanostructure as a gas-sensing element for an acetone sensor: a short review. Luminescence. 2023;38(7):1087–101.</mixed-citation>
                    </ref>
                                    <ref id="ref49">
                        <label>49</label>
                        <mixed-citation publication-type="journal">Bian H, Ma S, Sun A, Xu X, Yang G, Yan S, et al. Improvement of acetone gas sensing performance of ZnO nanoparticles. Journal of Alloys and Compounds. 2016;658:629–35.</mixed-citation>
                    </ref>
                                    <ref id="ref50">
                        <label>50</label>
                        <mixed-citation publication-type="journal">Li Z, Lai Z, Zhao Z, Zhang L, Jiao W. A high-performance gas sensor for the detection of H2S based on Nd2O3-doped ZnO nanoparticles. Sensors and Actuators A: Physical. 2023;350:114119.</mixed-citation>
                    </ref>
                                    <ref id="ref51">
                        <label>51</label>
                        <mixed-citation publication-type="journal">Dagaut P, Glarborg P, Alzueta MU. The oxidation of hydrogen cyanide and related chemistry. Progress in Energy and Combustion Science. 2008;34(1):1–46.</mixed-citation>
                    </ref>
                                    <ref id="ref52">
                        <label>52</label>
                        <mixed-citation publication-type="journal">Subki ASRA, Mamat MH, Mohamed Zahidi M, Abdullah MH, Shameem Banu IB, Vasimalai N, et al. Optimization of Aluminum Dopant Amalgamation Immersion Time on Structural, Electrical, and Humidity-Sensing Attributes of Pristine ZnO for Flexible Humidity Sensor Application. Chemosensors. 2022;10(11):489.</mixed-citation>
                    </ref>
                                    <ref id="ref53">
                        <label>53</label>
                        <mixed-citation publication-type="journal">Yu S, Zhang H, Chen C, Lin C. Investigation of humidity sensor based on Au modified ZnO nanosheets via hydrothermal method and first principle. Sensors and Actuators B: Chemical. 2019;287:526–34.</mixed-citation>
                    </ref>
                                    <ref id="ref54">
                        <label>54</label>
                        <mixed-citation publication-type="journal">Hasan MM, Alev O, Skrabanek P, Cheffena M. Molecularly Imprinted Polymer-Based Electronic Nose for Ultrasensitive, Selective Detection, and Concentration Estimation of VOC Mixtures. IEEE Sensors Journal. 2025;25(10):18277–90.</mixed-citation>
                    </ref>
                                    <ref id="ref55">
                        <label>55</label>
                        <mixed-citation publication-type="journal">Alev O, Özdemir O, Goldenberg E, Çolakerol Arslan L, Büyükköse S, Öztürk ZZ. WS2 thin film based quartz crystal microbalance gas sensor for dimethyl methylphosphonate detection at room temperature. Thin Solid Films. 2022;745:139097.</mixed-citation>
                    </ref>
                                    <ref id="ref56">
                        <label>56</label>
                        <mixed-citation publication-type="journal">Jakubowski M, Czerczak S. A Proposal for Calculating Occupational Exposure Limits for Volatile Organic Compounds Acting as Sensory Irritants on the Basis of Their Physicochemical Properties. Journal of Occupational and Environmental Hygiene. 2010;7(7):429–34.</mixed-citation>
                    </ref>
                                    <ref id="ref57">
                        <label>57</label>
                        <mixed-citation publication-type="journal">Hammond MH, Johnson KJ, Rose-Pehrsson SL, Ziegler J, Walker H, Caudy K, et al. A novel chemical detector using cermet sensors and pattern recognition methods for toxic industrial chemicals. Sensors and Actuators B: Chemical. 2006;116(1):135–44.</mixed-citation>
                    </ref>
                                    <ref id="ref58">
                        <label>58</label>
                        <mixed-citation publication-type="journal">Gupta SP, Pawbake AS, Sathe BR, Late DJ, Walke PS. Superior humidity sensor and photodetector of mesoporous ZnO nanosheets at room temperature. Sensors and Actuators B: Chemical. 2019;293:83–92.</mixed-citation>
                    </ref>
                                    <ref id="ref59">
                        <label>59</label>
                        <mixed-citation publication-type="journal">Xu Z, Li Z. Design and Fabrication of ZnO-Based SAW Sensor Using Low Power Homo-Buffer Layer for Enhanced Humidity Sensing. IEEE Sensors Journal. 2021;21(6):7428–33.</mixed-citation>
                    </ref>
                                    <ref id="ref60">
                        <label>60</label>
                        <mixed-citation publication-type="journal">Erol A, Okur S, Comba B, Mermer Ö, Arıkan MÇ. Humidity sensing properties of ZnO nanoparticles synthesized by sol–gel process. Sensors and Actuators B: Chemical. 2010;145(1):174–80.</mixed-citation>
                    </ref>
                                    <ref id="ref61">
                        <label>61</label>
                        <mixed-citation publication-type="journal">Jiang B, Lu J, Han W, Sun Y, Wang Y, Cheng P, et al. Hierarchical mesoporous zinc oxide microspheres for ethanol gas sensor. Sensors and Actuators B: Chemical. 2022;357:131333.</mixed-citation>
                    </ref>
                                    <ref id="ref62">
                        <label>62</label>
                        <mixed-citation publication-type="journal">Aleksanyan M, Sayunts A, Shahkhatuni G, Simonyan Z, Shahnazaryan G, Aroutiounian V. Gas Sensor Based on ZnO Nanostructured Film for the Detection of Ethanol Vapor. Chemosensors. 2022;10(7):245.</mixed-citation>
                    </ref>
                                    <ref id="ref63">
                        <label>63</label>
                        <mixed-citation publication-type="journal">Zhou Y, Jia X, Qiao L, Song H. Highly sensitive and moisture resistance ethanol gas sensor based on ZIF-8 derived ZnO@C-ZIF composite. Sensors and Actuators B: Chemical. 2025;444:138481.</mixed-citation>
                    </ref>
                                    <ref id="ref64">
                        <label>64</label>
                        <mixed-citation publication-type="journal">Rafiee Z, Roshan H, Sheikhi MH. Low concentration ethanol sensor based on graphene/ZnO nanowires. Ceramics International. 2021;47(4):5311–7.</mixed-citation>
                    </ref>
                                    <ref id="ref65">
                        <label>65</label>
                        <mixed-citation publication-type="journal">Kathwate LH. In-doped ZnO films deposited by modified SILAR method for enhanced ethanol gas sensor application. Ceramics International. 2024;50(22, Part C):48462–73.</mixed-citation>
                    </ref>
                                    <ref id="ref66">
                        <label>66</label>
                        <mixed-citation publication-type="journal">Jiang B, Zhou T, Zhang L, Han W, Yang J, Wang C, et al. Construction of mesoporous In2O3-ZnO hierarchical structure gas sensor for ethanol detection. Sensors and Actuators B: Chemical. 2023;393:134203.</mixed-citation>
                    </ref>
                                    <ref id="ref67">
                        <label>67</label>
                        <mixed-citation publication-type="journal">Zhang L, Kang Y, Tang Y, Yu F. UV-Activated ZnO–NiO heterojunction sensor for ethanol gas detection at low working temperature. Materials Science in Semiconductor Processing. 2024;169:107925.</mixed-citation>
                    </ref>
                                    <ref id="ref68">
                        <label>68</label>
                        <mixed-citation publication-type="journal">Cheng Y, Shao T, Dong J, Kou H, Zhang F, Guo J, et al. MOF-derived SnO2@ZnO ethanol sensors with enhanced gas sensing properties. Vacuum. 2023;216:112440.</mixed-citation>
                    </ref>
                                    <ref id="ref69">
                        <label>69</label>
                        <mixed-citation publication-type="journal">Zhang L, Zhang H, Jiang B. ZnO nanostructures fabricated by a two-step hydrothermal method for enhanced ethanol sensing. Microchemical Journal. 2025;209:112896.</mixed-citation>
                    </ref>
                                    <ref id="ref70">
                        <label>70</label>
                        <mixed-citation publication-type="journal">Zhai Z, Liu Y, Li C, Wang D, Wu H. Electronic Noses: From Gas-Sensitive Components and Practical Applications to Data Processing. Sensors. 2024;24(15):4806.</mixed-citation>
                    </ref>
                                    <ref id="ref71">
                        <label>71</label>
                        <mixed-citation publication-type="journal">Du M, Abdulraheem MI, Xu L, Zang Y, Song Y, Tarighat MA, et al. Enhanced Selectivity Electronic Nose Systems for Agricultural Ammonia Gas Detection via a co-designed WO3-ZnO Sensor Array and Convolutional Neural Networks. Scientific Reports. 2025;15(1):39100.</mixed-citation>
                    </ref>
                                    <ref id="ref72">
                        <label>72</label>
                        <mixed-citation publication-type="journal">Xu H, Jing T, Cheng Y, Zheng M, Li Y, Gu L, et al. Machine learning-assisted ZnO-based sensor for multi-species recognition of volatile aroma components in tea plant. Sensors and Actuators B: Chemical. 2025;430:137337.</mixed-citation>
                    </ref>
                            </ref-list>
                    </back>
    </article>
