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Identification of the Break-In Mechanism by Asperity Deformation of CMP Pad
정경우(Kyeongwoo Jeong),정선호(Seonho Jeong),신소민(Somin Shin),최진욱(Jinuk Choi),정해도(Haedo Jeong) Korean Society for Precision Engineering 2021 한국정밀공학회지 Vol.38 No.2
Chemical Mechanical Planarization (CMP) is an essential process for flattening the surface of the wafer to produce a fine structure. The CMP process is performed after a break-in step prior to optimizing the polishing pad. Break-in consists of the conditioning step and warming-up step. In the conditioning step, a conditioner embedded with diamonds is used to remove residues from the pad surface and manages the directionality and height deviation of asperities on the surface. The warming-up step serves to increase the temperature of the pad surface by polishing multiple wafers. The temperature in the warming-up step is raised due to friction between the wafer and pad, and the pad state is divided into a partly warmed up section, a transition section, and a fully warmed up section of the pad. In this study, as the wafer pressure increased in the warm-up stage, the time for the pad to reach the stable section was confirmed, and the break-in mechanism was analyzed in terms of surface characteristics and mechanical properties, such as surface photograph, surface roughness of the pad, and elastic modulus of pad asperities. Based on these results, the break-in mechanism that increases the material removal rate was analyzed.
Variation of Pad Temperature Distribution by Slurry Supply Conditions
최진욱(Jinuk Choi),정선호(Seonho Jeong),정경우(Kyeongwoo Jeong),정해도(Haedo Jeong) Korean Society for Precision Engineering 2020 한국정밀공학회지 Vol.37 No.12
Chemical mechanical planarization (CMP) is a wafer planarization process that uses chemical reactions initiated by slurry and mechanical actions by pad asperity. The progression of CMP causes temperature deviation on the pad surface. Increase in process temperature results in increased material removal rate (MRR). So, pad temperature distribution is closely related to With-In Wafer Non-Uniformity (WIWNU). In this study, the pad temperature distribution is modelled from the energy perspective and slurry supply location is suggested to reduce temperature deviation. An energy supplying expression was created by setting the micro area and substituting the applied pressure, relative velocity, and process time. The energy and temperature distributions were observed as quite consistent and the temperature peak matched well with highest friction heat point (HFHP). Based on the model expression, the slurry injection position was set to the center of pad, the HFHP and wafer center, and change in temperature distribution was measured. A comparative analysis was carried out employing the existing method that uses multiple nozzles rather than single nozzles and the deviation was reduced by about 18.5% when slurry was supplied to the HFHP for a single nozzle and by 24.7% when the largest flow rate was supplied for multiple nozzles.
Investigation of Planarization Using Real Contact Area Measurement in CMP Process
김민지(Minji Kim),정선호(Seonho Jeong),신영일(Yeongil Shin),박영욱(Youngwook Park),정해도(Haedo Jeong) Korean Society for Precision Engineering 2022 한국정밀공학회지 Vol.39 No.8
Chemical Mechanical Planarization (CMP) is an essential process for device integration and planarization in a semiconductor manufacturing process. The most critical function in the CMP process, is to predict and cover the geometrical characteristics of various sizes and densities, of patterned wafers for local and global planarization. To achieve the wafer-level and die-level planarization, it is necessary to understand the contact mechanism between the CMP pads and the macro-scale patterns. In the macro-scale pattern, pad deformation is divided into two layers: an asperity layer and a bulk pad layer. Through bulk pad deformation, asperity contact distribution within the pattern is predicted. In this paper, the distribution of asperity contact according to the pattern geometrical characteristics was analyzed, through large-area real contact area (RCA) measurement. Bulk pad deformation was predicted by analyzing RCA distribution according to pattern geometry such as pattern size and density, pattern shape and step height according to the polishing time, and applied pressure. Additionally, through the distribution of the contact area and the number of contact points, the rounding phenomenon and planarization characteristics in the pattern CMP were predicted.
Planarization Modeling Based on Contact Mode Between Pad Asperity and Oxide Pattern During CMP
김현진(Hyunjin Kim),박병준(Byeongjun Pak),정선호(Seonho Jeong),이다솔(Dasol Lee),정해도(Haedo Jeong) Korean Society for Precision Engineering 2019 한국정밀공학회지 Vol.36 No.4
Chemical Mechanical Planarization (CMP) is an indispensable process of forming multilayer integrated circuit. However, it is necessary to understand the pattern in order to achieve global planarization. Material Removal Rate (MRR) depends on the pattern density in the actual CMP process and is required to predict the MRR according to density of the pattern. Based on the Preston equation (CMP governing equation), the MRR can be expressed as a product of pressure, relative velocity, and the Preston`s coefficient. Therefore, understanding of pressure distribution acting on the patterned wafer is essential. Pressure distribution depends on contact area between pad asperity and wafer surface. In this study, pressure distribution according to contact mode between asperity and wafer surface where step height exists was analyzed, and the planarization model presented. Finally, a comparison was done between the mathematical model and the experimental data, and the planarization model was verified.
Planarization Modeling for Device Pattern with Geometric Characteristics of Pad Asperity
신소민(Somin Shin),이다솔(Dasol Lee),정선호(Seonho Jeong),정경우(Kyeongwoo Jeong),최진욱(Jinuk Choi),정해도(Haedo Jeong) Korean Society for Precision Engineering 2020 한국정밀공학회지 Vol.37 No.8
Chemical mechanical planarization (CMP) is a semiconductor process which is necessary for multi-layer interconnection structure. CMP pad is a consumable used in the process and with numerous asperities on the surface that wear out by the load applied from the contact with the wafer. Also, it has a patterned wafer, the step height is gradually removed by contact of the asperities with upper and lower layers. The contact state would be different according to the step height reduction. Likewise, depending on the pattern size at the specific step height, the maximum radius of the asperity curvature differs whether it reaches the down area. In this study, the height distribution of asperities was expressed as a function of time and asperity height taking into account the wear of asperities, and based on the Greenwood-Williamson theory, a mathematical model for material removal rate considering pattern size was derived. The consistency of the novel model is verified with the CMP experiment conducted using oxide patterned wafers, and the experimental data were compared with the residual step height using theoretical removal rate. The root mean square error of the step height reduction was 19.84 nm.
이선경(Sunkyung Lee),최은성(Eunseong Choi),정선호(Seonho Jeong),이종욱(Jongwuk Lee) Korean Institute of Information Scientists and Eng 2021 정보과학회논문지 Vol.48 No.12
Machine reading comprehension is a method of understanding the meaning and performing inference over a given text by computers, and it is one of the most essential techniques for understanding natural language. The question answering task yields a way to test the reasoning ability of intelligent systems. Nowadays, machine reading comprehension techniques performance has significantly improved following the recent progress of deep neural networks. Nevertheless, there may be challenges in improving performance when data is sparse. To address this issue, we leverage word-level and sentence-level data augmentation techniques through text editing, while minimizing changes to the existing models and cost. In this work, we propose data augmentation methods for a pre-trained language model, which is most widely used in English question answering tasks, to confirm the improved performance over the existing models.
Finite Element Analysis on Dynamic Viscoelasticity of CMP Polishing Pad
박병준(Byeongjun Pak),이다솔(Dasol Lee),정선호(Seonho Jeong),김현진(Hyunjin Kim),정해도(Haedo Jeong) Korean Society for Precision Engineering 2019 한국정밀공학회지 Vol.36 No.2
Finite element analysis of CMP process was studied to understand uneven pressure distribution between polishing pad and wafer. Since WIWNU (Within wafer non-uniformity) is mainly influenced by dynamic viscoelastic properties of CMP polishing pad, the dynamic property of the polishing pad has to be understood first for dynamic finite element analysis of the process. To measure viscoelasticity of the polishing pad, time-dependent strain data by load were obtained using a viscoelasticity measurement system capable of measuring deformation by periodic load. Primary and secondary elastic modulus and relaxation time could be achieved for the behavior of the polishing pad by load. Finite element analysis was carried out under the same conditions as viscoelastic measurement. Material properties of the polishing pad were assumed based on results of experiments. By comparing experimental results with analytical results, material properties in the analytical model were modified and FEA was carried out again. It was confirmed that the behavior of the polishing pad by load in the experiment and FEA according to modified material properties were well matched. Through this process, viscoelastic properties of polishing pad were well defined for dynamic analysis of CMP process.