• Title/Summary/Keyword: Display Augmentation

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Flaw Detection in LCD Manufacturing Using GAN-based Data Augmentation

  • Jingyi Li;Yan Li;Zuyu Zhang;Byeongseok Shin
    • Annual Conference of KIPS
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    • 2023.11a
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    • pp.124-125
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    • 2023
  • Defect detection during liquid crystal display (LCD) manufacturing has always been a critical challenge. This study aims to address this issue by proposing a data augmentation method based on generative adversarial networks (GAN) to improve defect identification accuracy in LCD production. By leveraging synthetically generated image data from GAN, we effectively augment the original dataset to make it more representative and diverse. This data augmentation strategy enhances the model's generalization capability and robustness on real-world data. Compared to traditional data augmentation techniques, the synthetic data from GAN are more realistic, diverse and broadly distributed. Experimental results demonstrate that training models with GAN-generated data combined with the original dataset significantly improves the detection accuracy of critical defects in LCD manufacturing, compared to using the original dataset alone. This study provides an effective data augmentation approach for intelligent quality control in LCD production.

Stability augmentation of helicopter rotor blades using passive damping of shape memory alloys

  • Yun, Chul-Yong;Kim, Dae-Sung;Kim, Seung-Jo
    • International Journal of Aeronautical and Space Sciences
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    • v.7 no.1
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    • pp.137-147
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    • 2006
  • In this study, shape memory alloy damper with characteristics of pseudoelastic hysteresis for helicopter rotor blades are investigated. SMAs can be available in damping augmentation of vibrating structures. SMAs show large hysteresis in the process of pseudoelastic austenite-martensite phase transformation which takes place while subjected to loading above the austenite finish temperature. Since SMAs display pseudoelastic hysteresis behavior over large strain ranges, a significant amount of energy dissipation is possible. A damper can be designed with SMA wires prestressed to a baseline level somewhere in the middle of the pseudoelastic stress range. An experimental study of the effects of pre-strain and cyclic strain amplitude as well as frequency on the damping behavior of pseudoelastic shape memory alloy wires are performed. The effects of the shape memory alloy damper on aeroelastic and ground resonance stability of helicopter are studied. In aeroelastic stability, the dynamic characteristics of blades related to pitch angle and the amplitude of lag motion for the rotor equipped with SMA damper were examined. The performance of SMA damper on ground resonance instability are presented through the frequencies and modal damping with respect to rotating speed.

Position and Heading Estimation System for the Visually Impaired Person (시각장애인을 위한 위치 및 헤딩 추정 시스템 연구)

  • Choi, Ka Hyung;Cheon, Hyo Seok;Park, Jin Bae;Yoon, Tae Sung
    • The Transactions of The Korean Institute of Electrical Engineers
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    • v.62 no.3
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    • pp.387-394
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    • 2013
  • A travel aid system for the visually impaired person is proposed by providing the position and heading information. The position and heading information is obtained from range difference localization estimator, and the information is notified to the visually impaired person by using braille display system. For the precise estimation of the position and heading information, we apply recently developed linear localization estimator which utilizes the instrumental variable method and the state augmentation method. The estimation results are compared with well-known Kalman filter through experiment.

Web Service Platform for Optimal Quantization of CNN Models (CNN 모델의 최적 양자화를 위한 웹 서비스 플랫폼)

  • Roh, Jaewon;Lim, Chaemin;Cho, Sang-Young
    • Journal of the Semiconductor & Display Technology
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    • v.20 no.4
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    • pp.151-156
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    • 2021
  • Low-end IoT devices do not have enough computation and memory resources for DNN learning and inference. Integer quantization of real-type neural network models can reduce model size, hardware computational burden, and power consumption. This paper describes the design and implementation of a web-based quantization platform for CNN deep learning accelerator chips. In the web service platform, we implemented visualization of the model through a convenient UI, analysis of each step of inference, and detailed editing of the model. Additionally, a data augmentation function and a management function of files that store models and inference intermediate results are provided. The implemented functions were verified using three YOLO models.

NREH: Upper Extremity Rehabilitation Robot for Various Exercises and Data Collection at Home (NREH: 다양한 운동과 데이터 수집이 가능한 가정용 상지재활로봇)

  • Jun-Yong Song;Seong-Hoon Lee;Won-Kyung Song
    • The Journal of Korea Robotics Society
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    • v.18 no.4
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    • pp.376-384
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    • 2023
  • In this paper, we introduce an upper extremity rehabilitation robot, NREH (NRC End-effector based Rehabilitation arm at Home). Through NREH, stroke survivors could continuously exercise their upper extremities at home. NREH allows a user to hold the handle of the end-effector of the robot arm. NREH is a end-effector-based robot that moves the arm on a two-dimensional plane, but the tilt angle can be adjusted to mimic a movement similar to that in a three-dimensional space. Depending on the tilting angle, it is possible to perform customized exercises that can adjust the difficulty for each user. The user can sit down facing the robot and perform exercises such as arm reaching. When the user sits 90 degrees sideways, the user can also exercise their arms on a plane parallel to the sagittal plane. NREH was designed to be as simple as possible considering its use at home. By applying error augmentation, the exercise effect can be increased, and assistance force or resistance force can be applied as needed. Using an encoder on two actuators and a force/torque sensor on the end-effector, NREH can continuously collect and analyze the user's movement data.

A Study of Display Sampling and Visual Momentum (디스플레이 표집과 시각타성에 관한 연구)

  • Yang, Lee-Gha
    • Archives of design research
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    • v.20 no.3 s.71
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    • pp.39-48
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    • 2007
  • This study explored the Eye Movement, the horizontal and vertical flow of vision, and genetic, cultural and empirical schema, and the differentiation of the visual system of the cerebrum through the engineering psychological or the cognitive neuroscientific experiments measuring Eye Movement to maximize the efficiency of the Public Sign System in the urban environment. Accordingly, the study derived an algorithm that can bring out the most efficient visual design measurement by using EMR test and bitmap counting method. The scientific test data in this study will show the existence of the momentum of differentiation and visual sampling by the Schema and Sensory Qualia of the human.

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Evaluation of the Volume Changes of Grafted Bone Materials in Sinus Augmentation Procedure Using Dental Cone-beam CT (치과용 Cone-beam CT를 이용한 상악동 골 이식 후 나타난 골 이식재의 부피 변화평가)

  • Ohn, Byung-Hun;Seon, Hwa-Kyeong;Chee, Young-Deok
    • Journal of Dental Rehabilitation and Applied Science
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    • v.29 no.1
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    • pp.23-36
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    • 2013
  • To evaluate the 3-dimensional features of the grafted bone with maxillary sinus augmentation and to assess the relation between the degree of bone resorption and the type of bone grafting source and implant, and the operation method. A retrospective chart review of patients receiving sinus augmentation procedures for implant positioning was conducted: radiographic analysis of the volume and area of bone grafts was performed. The volumetric remodeling.measured at 6 months after implant positioning as the percentage of residual bone graft.was correlated to type of graft materials and operation methods. 53 dental implants positioned with sinus bone graft in 15 patients at Wonkwang University Sanbon Dental Hospital. Computed tomography scans,taken implant positioning after 6 months, showed greater resorption values for the group of $Puros^{(R)}$ graft alone from the group of mixed with $Puros^{(R)}$ and various bone graft (P<0.05, respectively). And resorption values according to operation methods have statistically significant difference(P<0.05). Volume change ratio of bone graft showed greater values for the group of delayed implant position from the group of simultaneously implant placement with bone graft. Retrospective data analysis shows that the method of graft with $Puros^{(R)}$ alone may occur greater resorption of graft materials than mixed graft material with $Puros^{(R)}$ and other graft materials. The group of simultaneously implant placement with bone graft also display smaller resorption ratio of bone graft than the group of delayed implant placement.

Consistent Augmentation on 3-D Mobile Display using Stereo Camera Tracking (스테레오 카메라 추적을 통한 3차원 모바일 디스플레이에 증강된 객체의 입체감 향상)

  • Park, Jungsik;Seo, Byung-Kuk;Park, Jong-Il
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2012.07a
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    • pp.385-387
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    • 2012
  • 본 논문에서는 스테레오 기반 카메라 추적 방법을 이용하여 3차원 모바일 디스플레이 상의 증강현실에서 증강된 가상 객체의 3차원 효과가 올바르게 나타나도록 하는 방법을 제안한다. 3차원 디스플레이에 가상 콘텐츠를 증강시키기 위해서는 카메라의 정확한 위치와 자세를 추정하는 것도 중요하지만, 증강된 가상 콘텐츠의 시각적 3차원 효과가 올바르게 나타나도록 하는 것도 중요하다. 이를 위해서는 좌우 카메라의 3차원 공간상의 관계가 유지되도록 양측 카메라의 위치 및 자세를 동시 추정(joint estimation)할 필요가 있다. 제안된 방법은 스테레오 카메라와 패럴렉스 배리어 방식의 3차원 디스플레이가 장착된 안드로이드 스마트폰에서 구현되고 실험되었다.

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Compromised extraction sockets: a new classification and prevalence involving both soft and hard tissue loss

  • Kim, Jung-Ju;Amara, Heithem Ben;Chung, Inna;Koo, Ki-Tae
    • Journal of Periodontal and Implant Science
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    • v.51 no.2
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    • pp.100-113
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    • 2021
  • Purpose: Previous studies have solely focused on fresh extraction sockets, whereas in clinical settings, alveolar sockets are commonly associated with chronic inflammation. Because the extent of tissue destruction varies depending on the origin and the severity of inflammation, infected alveolar sockets may display various configurations of their remaining soft and hard tissues following tooth extraction. The aim of this study was to classify infected alveolar sockets and to provide the appropriate treatment approaches. Methods: A proposed classification of extraction sockets with chronic inflammation was developed based upon the morphology of the bone defect and soft tissue at the time of tooth extraction. The prevalence of each type of the suggested classification was determined retrospectively in a cohort of patients who underwent, between 2011 and 2015, immediate bone grafting procedures (ridge preservation/augmentation) after tooth extractions at Seoul National University Dental Hospital. Results: The extraction sockets were classified into 5 types: type I, type II, type III, type IV (A & B), and type V. In this system, the severity of bone and soft tissue breakdown increases from type I to type V, while the reconstruction potential and treatment predictability decrease according to the same sequence of socket types. The retrospective screening of the included extraction sites revealed that most of the sockets assigned to ridge preservation displayed features of type IV (86.87%). Conclusions: The present article classified different types of commonly observed infected sockets based on diverse levels of ridge destruction. Type IV sockets, featuring an advanced breakdown of alveolar bone, appear to be more frequent than the other socket types.

Aqueous Solubility Enhancement of Some Flavones by Complexation with Cyclodextrins

  • Kim, Hyun-Myung;Kim, Hyun-Won;Jung, Seun-Ho
    • Bulletin of the Korean Chemical Society
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    • v.29 no.3
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    • pp.590-594
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    • 2008
  • The inclusion complexes of cyclodextrins (CDs) with flavones in aqueous solution were investigated by phase solubility measurements. The effect of b -cyclodextrin (b -CD), heptakis (2,6-di-O-methyl) b -cyclodextrin (DM-b -CD) and 2-hydroxypropyl-b -cyclodextrin (HP-b -CD) on the aqueous solubility of three flavones, namely, chrysin, apigenin and luteolin was investigated, respectively. Solubility enhancements of all flavones obtained with three CDs followed the rank order: HP-b -CD > DM-b -CD > b -CD, and besides, CDs show higher stability constant on luteolin than that on others flavones. 1H-nuclear magnetic resonance (NMR) spectroscopy and molecular modeling was used to help establish the model of interaction of the CDs with luteolin. NMR spectroscopic analysis suggested that A-C ring, and part of the B ring of luteolin display favorable interaction with the CDs, which was also confirmed by docking studies based on the molecular simulation. The observed augmentation of solubility of luteolin by three CDs was explained by the difference of electrostatic interaction of each complex, especially hydrogen bonding.