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Development of Transformer-based Model for Prediction of PEMFC Remaining Useful Life
Da Hye Geum, Hyeon Do Han, Hyunjun Yang, Heejun Shin, Suk Won Cha, Gu Young Cho
J. Korean Soc. Precis. Eng. 2025;42(12):981-986.
Published online December 1, 2025
DOI: https://doi.org/10.7736/JKSPE.025.00015
A Transformer model to predict the remaining useful life of a fuel cell, which has demonstrated superior performance in analyzing time series data. The dataset was created from long-term performance evaluation experiments conducted in rated power mode, with measurements taken every 10 hours. We preprocessed the raw data using a moving average, allocating 70% for training and 30% for evaluation. The model's performance, evaluated through MAE, MSE, and MAPE, was excellent. The fuel cell's critical voltage, defined as 94.5% of its initial voltage, was measured at 0.719 V. During the experimental run, the actual critical time was 106.6 hours, while the model predicted 106.8 hours, resulting in a 0.19% error. Since the predictions were based on data collected up to 93 hours, the estimated remaining life was 13.8 hours.
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  • 15 Download
Dendrite Growth Suppression in Lithium Metal Batteries with Composite Quasi-solid Electrolytes
Jeongeun Park, Jinhyeong An, Jiwoong Bae
J. Korean Soc. Precis. Eng. 2025;42(12):1037-1043.
Published online December 1, 2025
DOI: https://doi.org/10.7736/JKSPE.025.00010
Secondary batteries are crucial for eco-friendly systems, but existing technologies struggle with energy density and safety issues. This study aims to develop a next-generation battery utilizing quasi-solid electrolytes (QSE), which combine the advantages of both liquid and solid electrolytes. However, QSEs often lack the mechanical strength necessary to prevent lithium dendrite growth. To address this challenge, two strategies were proposed and experimentally validated. The first strategy involves creating a QSE-separator composite (QSE-PI) by integrating QSE with a polyimide (PI) separator. Among the various options, PI with a thickness greater than 20 μm and a pore size of 2-5 μm exhibited superior electrolyte absorption and dendrite suppression. This configuration allowed for rapid lithium plating/stripping, high ionic conductivity (1.7 × 10-3 S cm-1), and excellent Coulombic efficiency (99.94%).The second strategy incorporates silica (SiO2) as a ceramic filler in the QSE-PI to enhance mechanical strength and ion transport. The addition of SiO2 disrupted polymer crystallinity, increased the amorphous regions, and effectively suppressed dendrite formation. Notably, SiO2 particles larger than 10 μm improved cycle stability, with the composite maintaining performance for over 50 cycles, compared to only 30 cycles for the version without filler.
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Parametric Studies of Ionomer Content in PEMFC MEA with Different Humidity
Byung Gyu Kang, Hyeon Min Lee, Ye Rim Kwon, Sun Ki Kwon, Ki Won Hong, Seoung Jai Bai, Gu Young Cho
J. Korean Soc. Precis. Eng. 2025;42(12):975-980.
Published online December 1, 2025
DOI: https://doi.org/10.7736/JKSPE.025.00006
The ionomer content in the catalyst layer is a crucial design factor that affects the performance of polymer electrolyte membrane fuel cells (PEMFCs). However, the optimal ionomer content can vary based on the surrounding humidity levels. This study systematically evaluated the influence of the ionomer-to-carbon (I/C) ratio (0.00, 0.55, and 0.91) on PEMFC performance under fully humidified (RH 100%) and low-humidity (RH 25%) conditions. Membrane-electrode assemblies (MEAs) were fabricated using a spray coating technique, and their electrochemical properties were analyzed through polarization curves and electrochemical impedance spectroscopy (EIS). Under RH 100%, the MEA with an I/C ratio of 0.55 achieved the highest peak power density of 519.8 mW/cm2, indicating a successful balance between proton conductivity and gas transport. Conversely, under RH 25%, the best performance of 203.9 mW/cm2 was observed at an I/C ratio of 0.91. This shift is attributed to improved water retention at higher ionomer content, which reduced membrane dehydration and lowered both ohmic and Faradaic resistances. These findings highlight the dual role of the ionomer in facilitating proton transport and managing water balance, emphasizing the necessity of optimizing the I/C ratio according to operating conditions for stable and high-performing PEMFC operation.
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REGULAR

Electrochemical Impedance Analyses of ePTFE-reinforced Polymer Electrolyte Membrane-based PEMFC with Varying Thickness and Relative Humidity
Gyutae Park, Subin Jeong, Youngjae Cho, Junseo Youn, Jiwon Baek, Jooyoung Lim, Dongjin Kim, Taehyun Park
J. Korean Soc. Precis. Eng. 2025;42(11):901-907.
Published online November 1, 2025
DOI: https://doi.org/10.7736/JKSPE.025.052

The polymer electrolyte membrane fuel cell (PEMFC) generates electrical energy through electrochemical reactions and is a key technology for sustainable energy. The electrolyte membrane significantly affects performance under varying conditions. This study examines the impact of membrane thickness and relative humidity (RH) on PEMFC performance using j-V curves and electrochemical impedance spectroscopy (EIS). Experiments were conducted with membrane thicknesses of 30, 15, and 5 μm under RH conditions of 100%-100% and 100%-0%. Under RH 100%-100%, performance improved as the membrane thickness decreased, with values of 954, 1050, and 1235 mW/cm² for the 30, 15, and 5 μm membranes, respectively. The 5 μm membrane demonstrated a 23% performance improvement over the 30 μm membrane. Under RH 100%-0%, performances were 422, 642, and 852 mW/cm², with degradation rates of 55.8%, 39.0%, and 32.1%. The 5 μm membrane exhibited the lowest degradation rate, indicating superior performance under low humidity. These results suggest that thinner membranes generally enhance performance and maintain efficiency even in dry conditions.

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SPECIAL

Development of Droplet Sliding Control Surfaces on Multiscale Hierarchical Polymeric Structures
Min Ji Kim, Seong Min Kim, Ji Seong Choi, Seong Min Kang
J. Korean Soc. Precis. Eng. 2025;42(10):825-832.
Published online October 1, 2025
DOI: https://doi.org/10.7736/JKSPE.D.25.00005

In this paper, we propose a novel method for controlling the anisotropic sliding behavior of droplets using multiscale hierarchical structures. First, we employed a silicon wafer mold containing micro-pillars and directional micro-line structures to induce the directional sliding of droplets. Additionally, we fabricated micro-cone patterns and integrated them into the structures to precisely control droplet movement. These two structures were replicated in polymer and subsequently fused into a single multiscale hierarchical mold through a partial curing process. The completed multiscale hierarchical surface was then replicated with PDMS to create anisotropy that governs the direction of droplet movement. We experimentally confirmed that the degree of sliding is influenced by the cone pattern. Our proposed structural design demonstrates that anisotropic wettability control is achievable even on surfaces made from a single material, indicating potential applications in various fields such as microfluidics, sensors, and functional surfaces.

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REGULARs

Study on UV Energy Effects in High Aspect Ratio Patterning via the Self-propagating Photopolymer Waveguide (SPPW) Method
Jun Ho Song, Woo Young Kim, Seungwoo Shin, Seok Kim, Young Tae Cho
J. Korean Soc. Precis. Eng. 2025;42(9):757-762.
Published online September 1, 2025
DOI: https://doi.org/10.7736/JKSPE.025.041

This study quantitatively examines the impact of ultraviolet (UV) intensity and energy on the formation of high aspect ratio (HAR) microstructures using the Self-Propagating Photopolymer Waveguide (SPPW) process. This mechanism relies on the self-focusing of UV light within a refractive index gradient, allowing the light to propagate and polymerize vertically beyond the initial exposure zone. Experiments were performed at UV intensities of 7.5, 12.5, and 17.5 mW/cm2, with energy levels ranging from 0.0375 to 13.5 J/cm2. The results indicated that a lower UV intensity of 7.5 mW/cm2 produced uniform and vertically elongated structures, achieving a maximum aspect ratio of 12.26 at 0.9 J/cm2. In contrast, higher UV intensities led to lateral over-curing, base expansion, and shape distortion, primarily due to rapid polymerization and the oxygen inhibition effect. These findings emphasize the importance of precisely controlling both UV intensity and energy to produce uniform, vertically aligned HAR microstructures, offering valuable insights for optimizing the SPPW process in future microfabrication applications.

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A study investigated hydrogen permeability in sulfur-cured NBR composites filled with carbon black (CB) and silica, using volumetric analysis across pressures ranging from 1.2 to 92.6 MPa. Both pure NBR and MT CB- and silica-filled NBR exhibited a single sorption mechanism that followed Henry’s law, indicating hydrogen absorption into the polymer chains. In contrast, HAF CB-filled NBR displayed dual sorption behavior, adhering to both Henry’s law and the Langmuir model, which suggests additional hydrogen adsorption at the filler interface. Hydrogen diffusivity in NBR followed Knudsen diffusion at low pressures and bulk diffusion at high pressures. In HAF CB-filled NBR, permeability decreased exponentially with increasing density, while in MT CB- and silica-filled NBR, it declined linearly. The strong polymer-filler interactions in HAF CB significantly influenced permeability. Permeability trends closely correlated with hardness, tensile strength, and density, allowing for the establishment of quantitative relationships between these physical and mechanical properties. These findings indicate that analyzing these properties can predict hydrogen permeability, positioning NBR composites as promising sealing materials for high-pressure hydrogen storage in refueling stations and fuel cell vehicles.

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Articles
A Study on Polymer-based Cylindrical Flow Sensor for 2-dimensional Detection
Wonjun Lee, Sang Hoon Lee
J. Korean Soc. Precis. Eng. 2025;42(6):447-454.
Published online June 1, 2025
DOI: https://doi.org/10.7736/JKSPE.025.030
In this study, we fabricated and investigated the polymer-based cylindrical flow sensor for two-dimensional (2D) detection. The flow sensor was the drag force type flowmeter which was fabricated with ecoflex. It had CNT/PDMS as the piezoresistive material and a cylindrical shape to measure the 2D flow. It also had impact resistance and ease of fabrication due to its polymer-based sensor. At first, two piezoresistive parts were applied to evaluate detection properties. Forces from various direction were applied. Results showed its potential as a sensing device. Following this, the final flow sensor was fabricated with four piezoresistive parts and its sensitivity was measured in the air flow from 0 to 30 m/s. Resistance changes were measured while rotating the sensor. Outputs showed a form of sine waves. Data were repeatedly collected under various conditions. The direction and air flow rate were then determined. To check physical impact resistance, a sudden high air flow rate with 100m/s was applied to the sensor and a stable output was obtained. These results suggest that such ecoflex-based cylindrical flow sensor can be used as a 2D flow rate sensor.
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Recent Advances in Ionic Polymer-Metal Composite Sensors
Gwon Min Kim, Seong-Jun Jo, Jaehwan Kim
J. Korean Soc. Precis. Eng. 2025;42(5):367-379.
Published online May 1, 2025
DOI: https://doi.org/10.7736/JKSPE.025.012
This paper extensively explores and analyzes the latest research trends in Ionic Polymer-Metal Composites (IPMC) sensors. IPMC sensors are known for their flexibility, lightness, and high responsiveness. They show great promise across different fields. They can respond sensitively to various stimuli such as mechanical deformation, humidity, and pressure, making them ideal for bio-responsive detection, health monitoring, and energy harvesting. This paper introduces actuation and sensing mechanisms of IPMCs, discusses their manufacturing processes, and explores how these processes can influence the responsiveness and stability of sensors. Moreover, through case studies of IPMC-based research that can perform self-sensing functions, it presents possibilities brought by the integration of sensors and actuators. This paper emphasizes the potential for research and development of IPMC sensors to expand into various industrial fields and explores ways to continuously improve the accuracy and reliability of sensors. IPMC-based sensors are expected to play a significant role in advancing medical devices and wearable technologies, thereby facilitating innovation in the field.
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Evaluation of Electrochemical Performance of PEMFCs with Decontamination Devices at Marine Environments
Ye rim Kwon, Ho Jun Yoo, Byung Gyu Kang, Ki Won Hong, Sun Ki Kwon, Sanghoon Lee, Gu Young Cho
J. Korean Soc. Precis. Eng. 2025;42(1):57-63.
Published online January 1, 2025
DOI: https://doi.org/10.7736/JKSPE.024.109
In this study, we developed and evaluated a simple device for removing ionic impurities that affect the performance of a polymer electrolyte membrane fuel cell (PEMFC) in a marine environment. In such environments, PEMFCs may experience performance degradation due to the presence of Na+ and Cl- in the air. To address this issue, the decontamination device was designed with both heating and cooling components. This device was positioned between a humidifier containing NaCl solution and a humidifier containing deionized water, both connected on the cathode side. The decontamination device effectively removed impurities (Na+ and Cl-) during experiments. As a result, the electrochemical performance of the fuel cell with the decontamination device improved compared to that of the fuel cell without it. Notably, the activation resistance and electrochemical surface area were significantly enhanced, and the ohmic resistance also improved when compared to the fuel cell without the decontamination device.

Citations

Citations to this article as recorded by  Crossref logo
  • Effects of NaCl Solution on Proton Exchange Membrane Fuel Cell with Serpentine Flow Channel of Different Depths
    Dong Kun Song, Ho Jun Yoo, Jung Soo Kim, Ki Won Hong, Do Young Jung, George Ilhwan Park, Gu Young Cho
    Journal of the Korean Society for Precision Engineering.2025; 42(5): 399.     CrossRef
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  • Crossref
Micro-hole Array Ceria Functional Layer Embedded Membrane for Durable Polymer Electrolyte Membrane Fuel Cell
Changwook Seol, Segeun Jang, Sang Moon Kim
J. Korean Soc. Precis. Eng. 2024;41(7):533-539.
Published online July 1, 2024
DOI: https://doi.org/10.7736/JKSPE.024.041
For the commercialization of polymer electrolyte membrane fuel cells (PEMFCs), it is essential to achieve high performance while improving the durability of the membrane electrode assembly. In particular, the durability of PEMFCs can be improved by adding radical scavengers, such as CeO2 (ceria), to the membrane. Though it is desirable to insert the ceria at the interface between the membrane and electrode, where the generated radical attack initiates, this increases interfacial resistance and ionic resistance, thereby inducing a probable reduction in initial performance, compared to that of a conventional membrane. Here, we developed modified Nafion electrolyte membranes with a spatially located patterned ceria containing Nafion ionomer to improve durability while minimizing performance degradation. The fabrication process includes an etching process to pattern the electrolyte membrane, and the ceria nanoparticle layer is selectively deposited by spray coating onto the membrane. The synergetic effect of the structural modification of the electrolyte membranes and the introduction of the functional ceria layer exhibited improved chemical durability, while maintaining the initial performance of the PEMFC.
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Analysis of Stiffness Factors of Polymeric Ligation Clip
Gu Han Jeong, Jong Seo Na, Si Woo Lee, Sang Wook Lee
J. Korean Soc. Precis. Eng. 2024;41(6):417-421.
Published online June 1, 2024
DOI: https://doi.org/10.7736/JKSPE.024.004
With the increasing frequency of laparoscopic surgery, interest in the application of polymeric ligation clips as a method for ligating blood vessels has grown. Automatic clip appliers with built-in polymeric ligation clips have been developed to reduce ligation time. As the built-in clip is loaded into the jaw of the applier for ligation, a high spring constant, the elastic property of the clip is required to load properly. As the built-in clip loses its elastic properties due to stress relaxation over time, a polymeric ligation clip with a high spring constant is needed to increase the shelf life of the applier. In this study, four design factors of the cavity at the clip hinge (length, width, eccentricity, and angle of the cavity) were derived and applied to the Taguchi optimization method using finite element analysis to evaluate which factor was critical. The four design factors explained 93.5% of the variation in the spring constant. The factors related to cavity width and eccentricity were significant at p<0.05. Cavity width was the most crucial factor, explaining 70.8% of the variation in the spring constant. The spring constant of the improved clip model increased by 55.4% compared with the existing model.
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Study on Mechanical Properties of MWCNT Reinforced Photocurable Urethane Acrylate for Additive Manufacturing
Hyunjun Jo, Bum-Joo Lee
J. Korean Soc. Precis. Eng. 2024;41(3):199-206.
Published online March 1, 2024
DOI: https://doi.org/10.7736/JKSPE.023.133
During its early development stages, 3D printing was primarily used for rapid prototyping, whereas it is currently employed to fabricate products in various fields, including aerospace, automobile production, dentistry, architecture, and food. The photopolymerization of the polymer used for 3D printing is precise and provides excellent surface roughness but has lower mechanical strength than traditional manufacturing methods. In this study, Multi-walled Carbon Nanotubes (MWCNTs) were blended with urethane acrylate-based resin as a filler. Mechanical strength enhancement was confirmed using a DLP 3D printer. The stabilities of MWCNT dispersions in resin were verified, and viscosity and curing depth measurements were conducted to establish 3D printing parameters. Tensile and flexural strengths were higher for an MWCNT length of 50 μm than one of 100 μm, and maximum values were obtained at an MWCNT content of 0.1 phr. Under optimal conditions, tensile and flexural strengths increased by 2.1 and 1.8-fold, respectively.
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Additional Ionomer-coated Layer for Self-humidifying Polymer Electrolyte Membrane Fuel Cells
Gyutae Park, Dongjin Kim, Junseo Youn, Junghyun Park, Hyoun-Myoung Oh, Taehyun Park
J. Korean Soc. Precis. Eng. 2023;40(12):997-1001.
Published online December 1, 2023
DOI: https://doi.org/10.7736/JKSPE.023.097
In this study, we aim to develop a self-humidifying polymer electrolyte membrane fuel cell (PEMFC) by depositing platinum (Pt) on a membrane using sputtering. After we coated it with a Nafion® ionomer solution. This is considered a solution that can prevent membrane degradation in low humidity conditions. By introducing this self-humidifying concept, we can expect improved performance compared to conventional PEMFCs. By managing the water content of Nafion®, we aim to improve both the stability and performance of the PEMFCs. This research contributes to the development of more efficient and reliable PEMFC systems, showing promise for advances in this field.
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A Study of Effects of the Repetition of Assembly and the Addition of Activation on Electrochemical Characteristics of PEMFCs
Ji Woong Jeon, Gye Eun Jang, Young Jo Lee, Dong Kun Song, Ho Jun Yoo, Seung Hyeok Hong, Jung Soo Kim, Ye Rim Kwon, Da Hye Geum, Gu Young Cho
J. Korean Soc. Precis. Eng. 2023;40(11):867-872.
Published online November 1, 2023
DOI: https://doi.org/10.7736/JKSPE.023.026
In this study, the effects of repetition of assembly and disassembly of polymer electrolyte membrane fuel cells on electrochemical performance were systematically investigated. Additionally, the effects of additional activation on polymer electrolyte membrane fuel cells were evaluated. All fuel cells were measured every three days. For the disassembled polymer electrolyte membrane fuel cells, membrane electrode assemblies were stored in a vacuum desiccator. For the maintained assembly, fuel cells were stored at room temperature. The performance and electrochemical characteristics of the fuel cell were analyzed by electrochemical impedance spectroscopy. As a result, the addition of activation to maintained assembly fuel cells showed the best performance among fuel cells with other assembly and activation conditions. Repetition of assembly and disassembly, as well as insufficient activation, caused degradation of the performance of fuel cells.
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