• Title/Summary/Keyword: Display and Modeling

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Compact Modeling for Nanosheet FET Based on TCAD-Machine Learning (TCAD-머신러닝 기반 나노시트 FETs 컴팩트 모델링)

  • Junhyeok Song;Wonbok Lee;Jonghwan Lee
    • Journal of the Semiconductor & Display Technology
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    • v.22 no.4
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    • pp.136-141
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    • 2023
  • The continuous shrinking of transistors in integrated circuits leads to difficulties in improving performance, resulting in the emerging transistors such as nanosheet field-effect transistors. In this paper, we propose a TCAD-machine learning framework of nanosheet FETs to model the current-voltage characteristics. Sentaurus TCAD simulations of nanosheet FETs are performed to obtain a large amount of device data. A machine learning model of I-V characteristics is trained using the multi-layer perceptron from these TCAD data. The weights and biases obtained from multi-layer perceptron are implemented in a PSPICE netlist to verify the accuracy of I-V and the DC transfer characteristics of a CMOS inverter. It is found that the proposed machine learning model is applicable to the prediction of nanosheet field-effect transistors device and circuit performance.

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Molecular Dynamics Study on Property Change of CMP Process by Pad Hardness (CMP 공정에서 연마패드 경도에 따른 연마 특성 변화 분자동력학 연구)

  • Kwon, Oh Kuen;Choi, Tae Ho;Lee, Jun Ha
    • Journal of the Semiconductor & Display Technology
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    • v.12 no.1
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    • pp.61-65
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    • 2013
  • We investigated the wearable dynamics of diamond spherical abrasive during the substrate surface polishing under the pad compression via classical molecular dynamics modeling. We performed three-dimensional molecular dynamics simulations using the Morse potential functions for the copper substrate and the Tersoff potential function for the diamond abrasive. The pad hardness had a big impact on the wearable dynamics of the abrasive. The moving speed of the abrasive decreased with increasing hardness of the pad. As the hardness decreased, the abrasive was indented into the pad and then the sliding motion of the abrasive was increased. So the pad hardness was greatly influenced on the slide-to-roll ratio as well as the wearable rate.

Error Compensation of Laser Interferometer for Measuring Displacement Using the Kalman Filter

  • Park, Tong-Jin;Lee, Yong-Woo;Wang, Young-Yong;Han, Chang-Soo;Lee, Nak-Ku;Lee, Hyung-Wok;Choi, Tae-Hoon;Na, Kyung-Whan
    • Journal of the Semiconductor & Display Technology
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    • v.3 no.2
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    • pp.41-46
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    • 2004
  • This paper proposes a robust discrete time Kalman filter (RDKF) for the dynamic compensation of nonlinearity in a homodyne laser interferometer for high-precision displacement measurement and in real-time. The interferometer system is modeled to reduce the calculation of the estimator. A regulator is applied to improve the robustness of the system. An estimator based on dynamic modeling and a zero regulator of the system was designed by the authors of this study. For real measurement, the experimental results show that the proposed interferometer system can be applied to high precision displacement measurement in real-time.

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A Study on the Analysis of Related Information through the Establishment of the National Core Technology Network: Focused on Display Technology (국가핵심기술 관계망 구축을 통한 연관정보 분석연구: 디스플레이 기술을 중심으로)

  • Pak, Se Hee;Yoon, Won Seok;Chang, Hang Bae
    • The Journal of Society for e-Business Studies
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    • v.26 no.2
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    • pp.123-141
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    • 2021
  • As the dependence of technology on the economic structure increases, the importance of National Core Technology is increasing. However, due to the nature of the technology itself, it is difficult to determine the scope of the technology to be protected because the scope of the relation is abstract and information disclosure is limited due to the nature of the National Core Technology. To solve this problem, we propose the most appropriate literature type and method of analysis to distinguish important technologies related to National Core Technology. We conducted a pilot test to apply TF-IDF, and LDA topic modeling, two techniques of text mining analysis for big data analysis, to four types of literature (news, papers, reports, patents) collected with National Core Technology keywords in the field of Display industry. As a result, applying LDA theme modeling to patent data are highly relevant to National Core Technology. Important technologies related to the front and rear industries of displays, including OLEDs and microLEDs, were identified, and the results were visualized as networks to clarify the scope of important technologies associated with National Core Technology. Throughout this study, we have clarified the ambiguity of the scope of association of technologies and overcome the limited information disclosure characteristics of national core technologies.

A New I-V Equation for Thin Film Transistors and Its Parameter Extraction Method

  • Jung, Keum-Dong;Kim, Yoo-Chul;Park, Byung-Gook;Shin, Hyung-Cheol;Lee, Jong-Duk
    • 한국정보디스플레이학회:학술대회논문집
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    • 2008.10a
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    • pp.201-204
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    • 2008
  • Based on the device physics, a new I-V equation for TFTs is derived and a simple parameter extraction method is suggested. The new method gives more physically meaningful threshold voltage and mobility, and the obtained values can be directly used for the TFT device modeling.

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Electromagnetic modeling of OLEDs and its applications to advanced OLEDs

  • Wu, Chung-Chih;Lin, Chun-Liang;Cho, Ting-Yi;Yang, Chih-Jen;Lu, Yin-Jui
    • 한국정보디스플레이학회:학술대회논문집
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    • 2006.08a
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    • pp.229-232
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    • 2006
  • General discussions of the optical structures and rigorous electromagnetic modeling of OLEDs will be first given, and then their applications in analyses and designs of various advanced OLED structures, e.g.microcavity OLEDs, tandem OLEDs and top-emitting OLEDs etc., will be reported.

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Statistical Modeling of the Pretilt Angle Control in Nematic Liquid Crystal using In-situ Photoalignment Method on Plastic Substrate

  • Kang, Hee-Jin;Lee, Jung-Hwan;Yun, Il-Gu;Seo, Dae-Shik
    • Transactions on Electrical and Electronic Materials
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    • v.7 no.3
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    • pp.145-148
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    • 2006
  • In this study, the response surface modeling of the pretilt angle control using in-situ photoalignment method with oblique UV exposure .on plastic substrate is investigated. The pretilt angle is the main factor to determine the alignment of the liquid crystal display. The response surface model is used to analyze the variation of the pretilt angle on the various process conditions. Heating temperature and UV exposure time are considered as input factors. The liquid crystal (LC) pretilt angle increased with increasing heating temperature and UV exposure time. The analysis of variance is used to analyze the statistical significance and the effect plots are also investigated to examine the relationship between the process parameters and the response.

Vision-Based Haptic Interaction Method for Telemanipulation: Macro and Micro Applications (원격조작을 위한 영상정보 기반의 햅틱인터렉션 방법: 매크로 및 마이크로 시스템 응용)

  • Kim, Jung-Sik;Kim, Jung
    • Proceedings of the KSME Conference
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    • 2008.11a
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    • pp.1594-1599
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    • 2008
  • Haptic rendering is a process that provides force feedback during interactions between a user and an object. This paper presents a haptic rendering technique for a telemanipulation system of deformable objects using image processing and physically based modeling techniques. The interaction forces between an instrument driven by a haptic device and a deformable object are inferred in real time based on a continuum mechanics model of the object, which consists of a boundary element model and ${\alpha}$ priori knowledge of the object's mechanical properties. Macro- and micro-scale experimental systems, equipped with a telemanipulation system and a commercial haptic display, were developed and tested using silicone (macro-scale) and zebrafish embryos (micro-scale). The experimental results showed the effectiveness of the algorithm in different scales: two experimental systems applied the same algorithm provided haptic feedback regardless of the system scale.

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Neural network modeling of Pretilt Angle on the Homogeneous Polyimide Surface (신경망을 이용한 공정변수에 따른 수평 폴리머 표면의 경사각에 관한 연구)

  • Lee, Jung-Hwan;Ko, Young-Don;Kang, Hee-Jin;Seo, Dae-Shik;Yun, Il-Gu
    • Proceedings of the Korean Institute of Electrical and Electronic Material Engineers Conference
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    • 2006.06a
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    • pp.426-427
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    • 2006
  • In this paper, the neural network model of the pretilt angle in the nematic liquid crystal on the homogeneous polyimide surface with different surface treatments is investigated. The pretilt angle is one of the main factors to determine the alignment of the liquid crystal display. The pretilt angle is measured to analyze the variation of the characteristics on the various process conditions. The rubbing strength and the hard baking temperature are considered as input factors. Latin hypercube sampling was used to generate initial weights and biases.

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Building a 3D Modeling and Rendering Toolkit Using Object-Oriented Programming (3차원 모델링과 렌더링을 위한 객체 지향 그래픽스 툴킷)

  • Kim, Sung-hee;Lee, Hee-woong
    • Journal of the Korea Computer Graphics Society
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    • v.2 no.1
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    • pp.61-67
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    • 1996
  • 3D graphics applications require managing and displaying objects as well as handling events. These tasks are quite complex for applications to worry about and are common to many applications. Therefore, many attempts have been made to provide toolkits with these capabilities for those applications. This paper presents a toolkit that is easy to use and well suited for the modeling and rendering tasks. The object-oriented programming techniques used in designing the toolkit make it flexible and easily extensible.

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