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"리테이너"

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"리테이너"

Regular

Multi-objective Optimization of CMP Retainer Ring based on a Metamodel Approach
Do Yeong Jung, Seung Heon Lee, Jae Phil Boo, Jung Woo Lee, Byung Wan Kim, Gu Young Cho
J. Korean Soc. Precis. Eng. 2026;43(6):605-614.
Published online June 1, 2026
DOI: https://doi.org/10.7736/JKSPE.025.00028
This study presents an optimization framework for designing novel retainer rings (NRR) in chemical mechanical planarization (CMP) to enhance the uniformity of material removal rates (MRR). To improve optimization efficiency, we developed a finite element method (FEM) model alongside a Metamodel of Optimal Prognosis (MOP). The NRR outperformed the reference retainer ring (RRR) in our simulations. We classified simulation cases based on the pressure application area: long (LC), middle (MC), and short (SC). The MOP was constructed using Latin hypercube sampling and refined through an adaptive approach to achieve high accuracy while minimizing computational costs. Optimization was performed using an evolutionary algorithm, generating Pareto fronts for analysis. We evaluated representative designs based on MRR distribution and non-uniformity. Ultimately, Design 2-LC was identified as the optimal choice. The results indicate that the proposed framework effectively enhances MRR uniformity while reducing optimization time.
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Special

FEM Studies of CMP Retainer Ring Using Metamodel
Do Yeong Jung, Seung Heon Lee, Jun Geon Park, Jae Phil Boo, Jung Woo Lee, Byoung Wan Kim, Gu Young Cho
J. Korean Soc. Precis. Eng. 2025;42(12):1065-1070.
Published online December 1, 2025
DOI: https://doi.org/10.7736/JKSPE.025.00007
This study introduces a novel retainer ring design aimed at mitigating the edge effect during chemical mechanical planarization. The innovative design features an arch-shaped geometry that creates a bending effect, thereby reducing excessive pressure on the wafer's edge. A two-dimensional axisymmetric finite element model was developed, and simulation data were utilized to create a metamodel. Multi-objective optimization was conducted using an evolutionary algorithm, focusing on the normal contact stress on the wafer surface. Representative Pareto-optimal designs were analyzed to assess the distribution of normal contact stresses. The results demonstrated that the proposed design significantly reduced peak normal stresses and enhanced stress uniformity, especially at the wafer edge. This optimized retainer ring is anticipated to improve wafer edge quality and increase semiconductor yield.
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Article
A Study on the Characteristics of the Retainer applied to Taped Roller Bearings under High Speed Operating Condition
Kang Seok Kim, Kyoung Ku Lee, Deug Woo Lee
J. Korean Soc. Precis. Eng. 2023;40(7):563-570.
Published online July 1, 2023
DOI: https://doi.org/10.7736/JKSPE.023.007
Factors such as weight reduction and improved fuel efficiency of vehicles interfere with the efficiency of roller bearings in automobiles under harsh conditions. In particular, studies are ongoing to increase the load capacity and rigidity under highspeed conditions. The development of tapered roller bearings that can be used under high-speed conditions is accelerating. In the case of high-speed bearings, factors such as centrifugal force, gyroscopic moment, and slippage have a greater influence on the performance of the bearing, unlike the traditional operating mechanisms. The resulting lubrication characteristics have a profound impact on the failure mode of the bearing. In particular, unlike traditional roller bearings, system failure due to damage to the retainer frequently occurs, suggesting the need for prompt investigation. In this study, the rotational characteristics and strength of three models, a steel cage and two plastic cages for tapered roller bearings with the same internal structure, were examined. A comparative analysis of retainers with different shapes and materials can reveal the factors contributing to optimal performance under high-speed operating conditions and the optimal design of bearings.

Citations

Citations to this article as recorded by  Crossref logo
  • Grinding Characteristics of a Hybrid GrindingSuperfinishing Wheel for Precision Bearing Roller Finishing
    Kang-su Lee, Young-rin Song, Dong-ho Yang, Sang-hyeop Lee, Jong-chan Lee
    Journal of the Korean Society of Manufacturing Process Engineers.2026; 25(3): 95.     CrossRef
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