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  1. (SensorwithU Co., Ltd., 501-4, 106, 50, UNIST-gil, Eonyang-eup, Ulju-gun, Ulsan, Korea)
  2. (Daegu Gyeongbuk Institute of Science and Technology (DGIST), 333 Techno Jungang-daero, Hyeonpung-eup, Dalseong-gun, Daegu 42988, Republic of Korea)
  3. (Oztiryakiler, Oztiryakiler Madeni Esya San. Ve Tic. A.S, R&D Center, Istanbul 34500, Turkey)
  4. (Sakarya University (Department of Mechanical Engineering) Team-San Ltd. Sti., Esentepe Campus, Sakarya 54050, Turkey)
  5. (Sungkyunkwan University (Department of Advanced Materials Science and Engineering) Jangan-gu, Suwon, Gyeonggi-do 440-746, Korea)
  6. (Ulsan National Institute of Science and Technology (Department of Electrical Engineering) 50, UNIST-gil, Eonyang-eup, Ulju-gun, Ulsan 44919, Korea)



Anti-poisoning sensors, Pd/ZnO, CeO2-rGO, HMDSO, Anti-poisoning mechanism

I. INTRODUCTION

Metal-oxide semiconductor (MOS) gas sensors are vital for their sensitivity and cost-effectiveness, enhancing safety in environments and daily life [1,2]. Recent decades have seen significant progress in commercial sensor technology [2]. Chemiresistive sensor platforms, integrating metal-oxide nanoparticles and surface modifications with anti-poisoning materials, efficiently perform sensor commissions, resist poisoning effects, and detect target gases [1-3]. In principle, surface chemistry resulting in a charge transfer between poison gases and metal-oxides produces resistance changes in the sensors [3,4]. These platforms produce highly sensitive gas sensors, with high surface-to-volume ratios of nanoparticle-layered sensors and surface modifications of composite layered materials on NP surfaces [3-5]. Metal oxides such as ZnO, In${}_{2}$O${}_{3}$, SnO${}_{2}$, and TiO${}_{2}$ have shown promise in real-world sensor applications [4-6]. However, the majority still does not meet the sensor performance criteria necessary for successful commercialization. Degradation from harmful interactions is common in metal-oxide sensors, failing their surface sensitivity to gas analytes. ZnO advantageous properties render it an abundant sensor material [3,6]. The addition of precious metals like Pd enhances both catalytic and sensing capabilities [5-7]. The resistance of Pd/ZnO sensors to a SiO${}_{2}$ poisoning layer, particularly in its form from volatile organosilicon compounds like HMDSO, remains unclear, raising major concerns for sensors subject to deactivation [6-8].

HMDSO (O(CH${}_{3}$)${}_{3}$Si)${}_{2}$) is the predominant poison that impacts metal oxide sensors, commonly found in a range of industrial and household items like dyes, adhesives, and silicone rubber [5,8]. In atmospheric moisture, HMDSO's siloxane bonds hydrolyze into Si-OH groups, reacting with ZnO surface hydroxyl groups, reducing their concentration, and potentially forming a porous SiO${}_{2}$ layer on the sensor [5,9]. In sensor technology, HMDSO prompts deactivation of Pd/ZnO sensors poses significant issues, including lowered sensing response, shortened lifespans, restricted applicability in certain environments, and increased safety risks [6,10,11].

Despite these challenges, limited research has been devoted to studying the poisoning deactivation of MO sensors by HMDSO. Surface modification has also been employed to control sensor deactivation. In our prior studies, Baik research group outlined how HMDSO deactivates MOS sensors, followed by applying surface modification to strengthen the sensor's resistance to this deactivation [6,9,12]. Kwon et al., demonstrated that Pd NPs-decorated ZnO nanowires sensors exhibited enhanced H${}_{2}$ sensing performance by incorporating cerium dioxide CeO${}_{2}$ NPs and a reduced graphene oxide (rGO) layer in an HMDSO/air environment at 250$^\circ$C [6,12,14].

In this paper, we have applied previous recommendations and optimized performance, indicating the potential for long-lifespan MOS sensors [6]. APS utilizes CeO${}_{2}$-rGO anti-poisoning layer coatings on Pd decorated ZnO NPs for HMDSO poison elimination and H${}_{2}$ detection at 250$^\circ$C. The Anti-poisoning layer can completely break down HMDSO without reducing H${}_{2}$, and thus it will not affect the gas sensing performance. The results indicate that the sensor shows stable resistance changes, with (R${}_{a}$ $-$ R${}_{g}$) / R${}_{a}$ $\times 100 = 1.25$% after 40 minutes of exposure to air and 10 ppm HMDSO, meeting the EN 50194-1 standard requirements for commercialization. [6,14-16]. Building on prior research, we optimized our approach to maximize MOS gas sensor performance for commercial integration [7,15,16].

Designing anti-poisoning sensors resistant to HMDSO involves a fundamental understanding of how it degrades them by reducing hydroxyl groups, increasing oxygen vacancies, and prompting SiO${}_{2}$ layer formation. The anti-poisoning mechanism is investigated in detail. The presence of CeO${}_{2}$ supplies an abundance of oxygen molecules to the surface of ZnO NPs, thereby reducing sensitivity to HMDSO [16,17]. The rGO layer functions as a filter, reducing SiO${}_{2}$ thickness on NPs, thus improving the resistance of CeO${}_{2}$/rGO anti-poisoning layered sensors against HMDSO [18,19]. This APS approach can greatly improve poison removal and detection in MOS gas sensors. This study uniquely examines APS resistance to HMDSO poisoning, with further research into sensing and its applications set to enhance our future report. Our previous research supports the findings of this APS study, focusing on improving poisoning prevention to enhance the sensor's lifespan.

ECS effectively detects gases associated with food spoilage, particularly in refrigerators. Key food spoilage gases such as NH${}_{3}$, H${}_{2}$S, methanol, and CO${}_{2}$ signify various stages or types of food degradation. Sensors detecting VOCs and gases from spoiled food ensure reliable monitoring of freshness and safety. ECS sensors detect analytes through their redox reactions at an electrode's surface. Metal oxides such as ZnO and carbon composites demonstrate high sensitivity and selectivity towards a variety of food spoilage gases. Conductometric sensors detect analytes by measuring changes in electrical conductivity when exposed to the analyte. This research explores advanced APS technology to develop environmental sensors, aiming to apply it to ECS sensors for enhanced lifespan, stability, performance, and the detection of food spoilage gases in refrigerato s.

II. MATERIALS AND METHODS

1. APS Materials

The experimental conditions, synthesis methods, and structural characterization of APS materials are based on previous reports [6]. This paper focuses on the efficient electrical evaluation of APS films, referencing earlier studies for experimental procedures and structural data.

2. Synthesis of Pd-decorated ZnO Nanoparticles

ZnO NPs, 50 nm in size, were purchased from Sigma-Aldrich. A total of 0.25 grams of these nanoparticles (NPs) were dispersed in 20 ml of ethanol and stirred for 3 hours. To enhance sensing performance, 3 nm thick Pd films (mass thickness) were deposited onto the nanoparticles using a shadow mask and electron beam evaporation at a base pressure of $5.0\times 10^{-8}$ Torr [6].

Synthesis of Anti-poisoning rGO Layer with CeO${}_{2}$ Nanoparticles Composite

The anti-poisoning rGO layer with CeO${}_{2}$ NPs composite layered material was prepared using an impregnation method. Ce(NO${}_{3}$)${}_{3}\cdot$6H${}_{2}$O, sourced from Sigma-Aldrich, served as the precursor for CeO${}_{2}$, while rGO (Standard Graphene, V20-100) was used without modification. 1 wt% solution of Ce(NO${}_{3}$)${}_{3}\cdot$6H${}_{2}$O and 0.5 g of rGO were dispersed in 50 mL and 70 mL of distilled water, respectively, and stirred vigorously for 1 hour. After mixing the solutions, the pH was adjusted to 10 by adding NH${}_{4}$OH [5,6]. The mixture underwent ultrasonic dispersion for 1 hour, and then was stirred at 60$^\circ$C for 6 hours. It was then filtered, washed several times to remove unreacted materials and impurities, and dried using a vacuum rotary evaporator. The resulting 1 wt% CeO${}_{2}$-rGO composite was dispersed in a 1:1 ratio of NMP and IPA solvents, spin-coated onto the Pd-decorated ZnO NPs [6].

4. Material Characterization

Metal oxide film materials were characterized by field-emission scanning electron microscopy (FE-SEM, FEI, and Nova Nano SEM). To measure the electrical characteristics of the various metal oxide materials, a bias sweep from $-1$ to $1$ V was applied across the electrodes at 250$^\circ$C and the resistance of each NPs was measured using a Keithley 2636A source measurement unit [6].

5. Fabrication of Anti-poisoning Material

For the design of APS sensors, electrodes were fabricated by depositing Ti/Au (20/200 nm) onto a SiO${}_{2}$ platform. Afterwards, ZnO NPs were deposited. Subsequently, a 3 nm thick Pd film was applied onto the nanoparticles within the active region using a shadow mask. The CeO${}_{2}$/rGO composite mixture was then spin-coated onto the decorated nanoparticles. Finally, the fully prepared samples underwent rapid thermal annealing at 400$^\circ$C under a nitrogen atmosphere for 1 minute to enhance the Ohmic contact between the nanoparticles and metal electrodes [6].

Fig. 1. Structure of the anti-poisoning sensor for HMDSO removal and H${}_{2}$ detection.

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Fig. 1 illustrates the layered structure of the APS element, which underwent drying under standard atmospheric conditions and aging at the operational temperature. This evaluation particularly focuses on comparing notable resistance changes between the APS sensor and the non-APS sensor.

The APS sensors were placed in a reaction chamber and exposed to pulses of a single gas, such as H${}_{2}$ at 200 ppm, mixed with air in 2000 sccm flow for 40 minutes. They were measured in a probe chamber (approx. 125 cm${}^{3}$) with an electrical system, vacuum, temperature control, and gas flow setup. Pure air was introduced between pulses for a few minutes. HMDSO at a concentration of 10 ppm, mixed with air, was introduced into the chamber for several minutes to evaluate any potential poisoning or deterioration of the sensing material by the silicone vapors. Resistance was measured using a Keithley 2636A source measurement unit with a 1 V bias applied to the electrodes. The sensor operating temperature was controlled and varied from room temperature up to 400$^\circ$C, with the optimal sensing performance observed at 250$^\circ$C. Sensor resistance changes are calculated as (R${}_{a}$ $-$ R${}_{g}$) / R${}_{a} \times 100$, where R${}_{a}$ and R${}_{g}$ represent the steady-state resistance values with and without the analyte gas, respectively. This comparison allows for quantifying resistance changes in the presence of the analyte, crucial for evaluating sensor effectiveness in gas detection. All the gases were controlled using mass flow controllers, as shown in Fig. 2.

Fig. 2. Schematic representation of gas flow line to the sensing chamber.

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III. RESULTS

1. APS Film Materials Development

The experimental section of the previous report detailed the fabrication process of anti-poisoning materials. The cross-sectional scanning electron microscopy (SEM) image of the Pd-decorated ZnO nanoparticles and the CeO${}_{2}$-rGO composite layers are shown in Fig. 3 [5,6]. The size of the Pd (3 nm) decorated ZnO nanoparticles layer ranges over several tens of nanometers due to the role of the fixing site on the 600-800 nm CeO${}_{2}$-reduced graphene surface. Annealing is performed to prevent particle aggregation and to achieve smooth film formation.

Fig. 3. SEM images of CeO${}_{2}$/rGO-coated Pd/ZnO nanoparticles with scale bars of 1 $\mu$m.

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2. Anti-poisoning ability of APS layer

In this work, we applied previous recommendations to significantly optimize the performance of APS sensors for resistance to poisoing of HMDSO [6]. APS layers, featuring CeO${}_{2}$-rGO coatings on Pd-decorated ZnO nanoparticles, aid in eliminating HMDSO poisoning and detecting H${}_{2}$. The resistance variations of ZnO, Pd-ZnO, and the APS layer in response to HMDSO exposure were noted, with all sensors reacting to HMDSO. Measurements were conducted on the response of ZnO, Pd-decorated ZnO, and CeO${}_{2}$-rGO/Pd/ZnO under both air/HMDSO (10 ppm) conditions at 250$^\circ$C. Notably, surface modification with APS materials resulted in the most significant increase in resistance. The measured resistance changes value, defined as (R${}_{a}$ $-$ R${}_{g}$)/R${}_{a} \times 100$, exhibited a notable changes as shown in Fig. 4 [5,6,20]. Fig. 4(a) shows a 1.25% change for the CeO${}_{2}$-rGO APS layer when exposed to both air/HMDSO environments. In comparison, the Pd/ZnO sensor shows an 8.5% change in Fig. 4(b), and the ZnO sensor shows a 15.3% change in Fig. 4(c) [6].

Fig. 4. Illustrates the response of (a) CeO${}_{2}$-rGO decorated Pd/ZnO APS sensor and (b) Pd/ZnO sensor, along with (c) ZnO sensor, for H${}_{2}$ (100 ppm) detection. Measurements were taken at 250$^\circ$C under exposure to both air and HMDSO (10 ppm). A study on resistance changes was carried out to investigate the impact of surface modification on HMDSO.

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The greatest resistance is achieved with surface modification using the APS layer, showing almost no change in resistance. In the APS layer, CeO${}_{2}$ supplies an abundance of oxygen molecules to the surface of ZnO nanoparticles, reducing sensitivity to HMDSO. The rGO layer functions as a filter, reducing the SiO${}_{2\ }$thickness on the nanoparticles, thus enhancing the resistance of APS against HMDSO [8,21]. HMDSO cannot be fully decomposed within the inner layer of Pd/ZnO, while the resistance of the APS layer remains nearly unchanged. The APS layer fully decomposes HMDSO without affecting H${}_{2}$ detection, ensuring gas sensing performance remains intact. The anti-poisoning mechanism is briefly elaborated upon. APS sensing materials CeO${}_{2}$-rGO/Pd/ZnO effectively prevent poisoning gases. In this APS technology, we will apply it in ECS applications, examining its lifespan, sensitivity to food poisoning gases, and developments in refrigerator sensor technology. The detection of spoilage gases/particles such as HMDSO, ammonia, hydrogen sulfide, ethanol, methanol, and carbon dioxide ensures reliable monitoring of food freshness and safety with sensors. We will conduct experimental studies and research on detecting food poisoning gases and developing stable refrigerator sensors for long-term monitoring and detection.

3. Anti-poisoning mechanism

HMDSO, commonly found as a toxic agent in gas sensors, presents the greatest risk to the effectiveness of sensors used for detecting flammable gases or oxidizing volatile organic compounds (VOCs) [9,22]. It generates organic silicon compounds, further degrading sensing performance through a surface-chemical process on the metal/metal-oxide surface, terminating in the formation of a SiO${}_{2}$ layer. Previous studies on HMDSO-treated sensors have shown that the thin and porous SiO${}_{2}$ layer blocks the diffusion of analyte gas molecules [21]. This study involved the surface modification of Metal-oxide sensors with an anti-poisoning composite layer. This involved applying an APS layer to enhance the sensor's resistance against HMDSO deactivation. The anti-poisoning mechanism is explained in detail below.

The sensitivity of both metal/metal-oxide sensors decreases due to silicon contamination from HMDSO, leading to the formation of a SiO${}_{2}$ layer on the sensor surface and thereby degrading their ability to detect analyte gases. In the presence of moist atmosphere, these siloxane bonds in HMDSO hydrolyze, creating Si$\mathrm{-}$OH groups [23]. These groups react with hydroxyl groups on the ZnO surface, reducing their number. At elevated temperatures, a porous and thin SiO${}_{2}$ layer forms. This SiO${}_{2}$ formation also degrades the catalytic activity of Pd nanoparticles by reducing active sites. The SiO${}_{2\ }$layer effectively damages the ZnO and Pd/ZnO sensors, as illustrated in Fig. 5(a). H${}_{2}$ molecules are catalytically dissociated on the Pd surface, producing H atoms that rapidly diffuse into the ZnO bulk [6,24]. These H atoms react with surface oxygen to form hydroxyl groups (OH${}^{-}$), which can further react with more H atoms to produce water, leaving behind oxygen vacancies [23,24]. These vacancies function as donor states, increasing the electron concentration in ZnO. Furthermore, the H atoms form hydrogen-based species within ZnO, creating additional donor states and further increasing electron concentration. Understanding these anti-poisoning mechanisms is crucial for improving sensor design.

Fig. 5. This illustrates the response of three sensors: (a) CeO${}_{2}$-rGO decorated Pd/ZnO APS sensor, which showed minimal resistance changes compared to (b) Pd/ZnO sensor and (c) ZnO sensor, during H${}_{2}$ detection. Measurements were conducted at 250$^\circ$C under exposure to air and HMDSO (10 ppm). The study focused on investigating how surface modification affects HMDSO-induced resistance changes.

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Anti-poisoning sensor designs utilize CeO$_2$-rGO anti-poisoning layer coatings on Pd-decorated ZnO NPs for HMDSO poison elimination and H$_2$ (100 ppm) detection at 250$^\circ$C. It effectively decomposes HMDSO without interfering with H$_2$ detection, thereby preserving gas sensing performance. In CeO${}_{2}$/rGO/Pd/ZnO APS, CeO${}_{2}$ provides sufficient oxygen to the surface of ZnO nanoparticles, reducing sensitivity to HMDSO in surface chemical processes, while the rGO layer functions as an HMDSO filter. Surface modification with the anti-poisoning CeO$_2$-rGO layer was used to improve the tolerance of the Pd/ZnO sensor to HMDSO deactivation, as shown in Fig. 5(b). In this anti-poisoning mechanism, we employed previous references to significantly optimize the performance of APS sensors against poisoning gases. HMDSO preferentially contacts the APS layer and is decomposed on the CeO${}_{2}$-rGO surface, thereby protecting the inner sensor layer from HMDSO deactivation.

We introduced the APS CeO$_2$/rGO layer coated onto the Pd/ZnO layer and annealed it at 400$^\circ$C. We measured the change in resistance in a 10 ppm HMDSO/air environment at 250$^\circ$C. It was clearly observed that there was no change in the response or the resistance, as shown in Fig. 5(c). This means that HMDSO did not reach the Pd/ZnO through the layer, and therefore, the SiO$_2$ layer is negligible [5,6,24]. The anti-poisoning sensor layer can completely decompose HMDSO without depleting H$_2$, and thus it will not affect gas sensing performance. In this paper, we demonstrated the use of CeO$_2$-rGO coatings on Pd NP-decorated ZnO NPs for the simultaneous removal of HMDSO poison and detection of H$_2$. We observed the conditions outlined in a previous report, making minor adjustments to achieve optimal performance. Developments in APS technology are promising for the successful commercialization of MOS sensors.

We will study refrigerator sensor mechanisms and the activity of APS materials. Fig. 6 illustrates APS tools for electrochemical sensors. This work leveraged APS technology to develop long-lasting MOS gas sensors for HMDSO resistance and H$_2$ detection. The objective of these APS material systems is to improve the lifespan and reliability of electrochemical sensors (ECS) for future applications in detecting food spoilage gases such as ammonia, methane, carbon monoxide, and H$_2$ in refrigerator environments [25].

Fig. 6. Schematic of APS technology applied to electro-chemical refrigerator sensors for detecting food spoilage gases and improving lifespan: future work.

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The unique APS characteristics of this work, in comparison to our previous report, are highlighted through the studies presented in Table 1.

Table 1. Comparison of material composition, HMDSO resistance, and application focus in gas detection.

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IV. CONCLUSIONS

This paper demonstrated the effectiveness of CeO${}_{2}$-rGO coatings on Pd-decorated ZnO nanoparticles for enhancing HMDSO resistance and H${}_{2}$ detection in MOS gas sensors. The anti-poisoning sensors (APS) showed significant improvement, maintaining stable resistance to HMDSO/air environments at 250$^\circ$C. The CeO${}_{2}$ component provided oxygen to the ZnO surface, reducing sensitivity to HMDSO, while the rGO layer acted as a barrier, preventing HMDSO penetration. The APS layer protects MOS sensors from HMDSO, enhancing reliability and lifespan. The extended lifespan of these gas sensors enhances reliability for future commercial and domestic use. The application of APS technology, utilizing materials such as CeO${}_{2}$-rGO holds promise for enhancing the reliability and lifespan of electrochemical sensors in detecting food spoilage gases in refrigerators. This advancement represents a significant step toward improving the application of food safety in refrigerators and environmental monitoring through more strong sensor technologies.

ACKNOWLEDGMENTS

This research was supported in part by Innovative Human Resource Development for Local Intellectualization program grant funded by the MSIT (IITP-2024-RS-2022-00156361, 50%). Also, it supported in part by the Technology Innovation Program (00144157) funded By the Ministry of Trade, Industry & Energy (MOTIE) and by the MOTIE through the International Cooperative R&D program (KIAT, Project No. P0019145), and MSS (TIPA, Project #S3280229).

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Rajesh Gudala
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Rajesh Gudala received his Ph.D. degree in materials science and engineering from Chungnam National University, South Korea, in 2020. He worked as a Postdoctoral Researcher at the Center for Multidimensional Carbon Materials, IBS, UNIST, specializing in in-situ electron microscopy. Since 2023, he has been a Senior Research Engineer at SensorWithU Co., Ltd., focusing on semiconductor-based environmental sensors. His expertise includes nanomaterial synthesis, advanced characterization, and applied sensor development.

Gab Joong Jeong
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Gab Joong Jeong received his B.S. and M.S. degrees in electronic engineering from Kyungpook National University, Daegu, Korea, in 1987 and 1989, respectively, and a Ph.D. degree in electronic engineering from Yonsei University, Seoul, Korea, in 1999. He worked as a Senior Engineer at SK Hynix from 1989 to 1999 and at the Electronics and Telecommunications Research Institute (ETRI) from 1999 to 2001, Korea. From 2001 to 2017, he served as an Associate Professor at Gyeongju University, Korea. He was also the founder of startup company, and the CTO of SensorWithU Co., Ltd., from 2017 to 2024. He is currently a Senior Engineer at the Supercomputing AI Education and Research Center at DGIST, Korea. His current research interests include AIoT, AI systems, sLMM, prediction, optimization and time series analysis.

Murat Hac\i
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Murat Hac\i received his B.S degree in electrical and electronics engineering from Istanbul University, Türkiye, in 2001 and an M.S candidate of Marmara University, Istanbul. He has been working as R&D Manager at Öztiryakiler R&D Center for nearly 20 years. His mainly engaged in energy efficiency system modeling and design, product optimization research, development of combustion and cooling systems. Additionally, he works as a manager in R&D projects with national and international partnerships.

Zafer Kahraman
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Zafer Kahraman received his Ph.D. degree in metallurgical and material engineering from Istanbul Technical University (ITU), Türkiye, 2010. He has been working as an R&D Project Manager at Öztiryakiler R&D Center for 15 years. His research interests are in the area of high-tech coatings (PVD and CVD), energy efficiency product development and combustion research activities. He also takes part in various R&D projects related to new product development.

Hakan Serhad Soyhan
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Hakan Serhad Soyhan is a member of the Department of Mechanical Engineering, Sakarya University since 1992. He received his B.Eng., M.Sc., and Ph.D. degrees from Istanbul Technical University (ITU), Türkiye, in 1992, 1995, and 2000, respectively and did post-doctoral research in chemical kinetics at the Combustion Physics Division, Lund University, Sweden and on HCCI engines and chemical kinetics at Shell Global Solutions, Chester, UK. Currently, he is working on fuels and combustion studies in transport. He is the Head of Local Energy Research Association and head of the Combustion Institute, Türkiye. Professor Soyhan is a member of the Turkish Society of Mechanical Engineers, and an associate member of TUBITAK USETEG Committee on R&D projects of Transportation, Defence and Energy Technologies Group.

Jeong Min Baik
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Jeong Min Baik is a Professor in the School of Advanced Materials Science & Engineering at Sungkyunkwan University (SKKU) and Director of the KIST-SKKU Carbon-Neutral Research Center. He earned his B.Sc. (2001) and Ph.D. (2006) degrees in materials science and engineering from POSTECH, where he focused on the magnetic properties of wide bandgap semiconductors. He carried out postdoctoral research at POSTECH and at the University of California, Santa Barbara. He previously held faculty positions at UNIST and KIT, progressing from Assistant to Full Professor. He also serves as an editor and advisory board member for leading journals, reflecting his impactful research in nanomaterials and energy.

Yunsik Lee
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Yunsik Lee is a visiting professor of electrical and electronic engineering at UNIST, Ulsan, Korea, 44919. In addition, he received an M.S. degree from the Korea Advanced Institute of Science and Technology (KAIST), and a Ph.D. degree from the University of South Florida. Previously, he was a vice president of the Korea Electronics Technology Institute (KETI) at Korea. Earlier, at KETI, he was an R&D engineer at LG Electronics, LG Semicon, and SK Hynix in developing system design and VLSI design automation. His research interests are in EDA, device platforms, and AI based design methodologies. He served as a president of the Institute of Semiconductor Engineers in Korea.