• Title/Summary/Keyword: Embedding Layer

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Dielectric Properties of $BaTiO_3$ Layer with Zero Shrinkage By Glass Infiltration (Glass Infiltration에 의한 무수축 $BaTiO_3$ Layer의 유전특성)

  • Jang, Ui-kyeong;Shin, Hyo-Soon;Yeo, Dong-Hun;Kim, Jong-Hee
    • Proceedings of the Korean Institute of Electrical and Electronic Material Engineers Conference
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    • 2007.06a
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    • pp.271-271
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    • 2007
  • LTCC 소재는 glass/ceramic composite로 구성된다. LTCC 소재에 embedding 되는 고유전율 소재 또한 이와 같은 소재설계를 통하여 무수축 접합이 가능할 것으로 판단된다. 그러나 이에 대한 연구결과가 보고된바 없고 몇몇 $Al_2O_3$의 infiltration에 대한 무수축 소성 관련 선행 연구를 바탕으로 고유전율 소재인 $BaTiO_3$의 무수축 소성이 연구되는 것이 필요한 시점이다. 따라서 본 연구는 저온에서의 glass infiltration에 의한 무수축 $BaTiO_3$ layer의 저온소성특성 및 유전특성을 평가하였다. 실험결과 $785^{\circ}C$에서 glass의 충분한 침투가 확인되며 결정구조에서는 glass/$BaTiO_3$ composite이 형성되었다. 무수축 접합 layer의 소성조건과 glass 두께 변화에 따른 유전특성 및 layer의 결정구조를 비교평가 하였다.

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Korean Dialogue Modeling using MTRNN (MTRNN을 이용한 한국어 대화 모델 생성)

  • Shin, Chang-Uk;Cha, Jeong-Won
    • Annual Conference on Human and Language Technology
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    • 2017.10a
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    • pp.285-287
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    • 2017
  • 본 논문에서는 Multi-layer sequence-to-sequence 구조를 이용해 한국어 대화 시스템을 개발하였다. sequence-to-sequence는 RNN 혹은 그 변형 네트워크에 데이터를 입력하고, 입력이 완료된 후의 은닉층의 embedding에 기반해 출력열을 생성한다. 우리는 sequence-to-sequence로 입력된 발화에 대해 출력 발화를 내어주는 대화 모델을 학습하였고, 그 성능을 측정하였다. RNN에 대해서는 약 80만 발화를, MTRNN에 대해서는 5만 발화를 학습하고 평가하였다. 모델의 결과로 나타난 발화들을 정리하고 분석하였다.

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Korean Dialogue Modeling using MTRNN (MTRNN을 이용한 한국어 대화 모델 생성)

  • Shin, Chang-Uk;Cha, Jeong-Won
    • 한국어정보학회:학술대회논문집
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    • 2017.10a
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    • pp.285-287
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    • 2017
  • 본 논문에서는 Multi-layer sequence-to-sequence 구조를 이용해 한국어 대화 시스템을 개발하였다. sequence-to-sequence는 RNN 혹은 그 변형 네트워크에 데이터를 입력하고, 입력이 완료된 후의 은닉층의 embedding에 기반해 출력열을 생성한다. 우리는 sequence-to-sequence로 입력된 발화에 대해 출력 발화를 내어주는 대화 모델을 학습하였고, 그 성능을 측정하였다. RNN에 대해서는 약 80만 발화를, MTRNN에 대해서는 5만 발화를 학습하고 평가하였다. 모델의 결과로 나타난 발화들을 정리하고 분석하였다.

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A Piezo-Driven Miniaturized XY Stage with Two Prismatic-Prismatic Joints Type Parallel Compliant Mechanism (2 개의 병진-병진 관절형 병렬 탄성 메커니즘을 갖는 압전구동 소형 XY 스테이지)

  • Choi, Kee-Bong;Lee, Jae Jong;Kim, Gee Hong;Lim, Hyung Jun
    • Journal of the Korean Society for Precision Engineering
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    • v.30 no.12
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    • pp.1281-1286
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    • 2013
  • In this paper, a miniaturized stage with two prismatic-prismatic joints (2-PP) type parallel compliant mechanism driven by piezo actuators is proposed. This stage consists of two layers which are a motion guide layer and an actuation layer. The motion guide layer has 2-PP type parallel compliant mechanism to guide two translational motions, whereas the actuation layer has two leverage type amplification mechanisms and two piezo actuators to generate forces. Since the volume of the stage is too small to mount displacement sensors, the piezo actuators embedding strain gauge sensors are chosen. With the strain gauge-embedded piezo actuators, a semi-control is implemented, which results in hysteresis compensation of the stage. As the results, the operating range of $30{\mu}m$, the resolution of 20 nm, and the bandwidth of 400 Hz in each axis were obtained in the experiments.

Enhancing the static behavior of laminated composite plates using a porous layer

  • Yuan, Yuan;Zhao, Ke;Xu, Kuo
    • Structural Engineering and Mechanics
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    • v.72 no.6
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    • pp.763-774
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    • 2019
  • The main aim of this paper is enhancing design of traditional laminated composite plates subjected to static loads. In this regard, this paper suggests embedding a lightweight porous layer in the middle of laminated composite as the core layer of the resulted sandwich plate. The static responses of the suggested structures with uniform, symmetric and non-symmetric porosity distributions are compared to optimize their design. Using the first order shear deformation theories, the static governing equations of the suggested laminated composite plates with a porous layer (LCPPL) rested on two-parameter foundation are obtained. A finite element method is also utilized to solve the governing equations of LCPPLs. Effects of laminated composite and porosity characteristics as well as geometry dimension, edges' boundary conditions and foundation coefficients on the static deflection and stress distribution of the suggested composite plates have been investigated. The results reveal that the use of core between the layers of laminated composites leads to a sharp reduction in the static deflections of LCPPLs. Furthermore, in compare with perfect cores, the use of porous core between the layers of laminated composite plates can offer a considerable reduction in structural weight without a significant difference in their static responses.

Highly Angle-tolerant Spectral Filter Based on an Etalon Resonator Incorporating a High Index Cavity

  • Noh, Tae-Hui;Yoon, Yeo-Taek;Lee, Sang-Shin;Choi, Duk-Yong;Lim, Seung-Chan
    • Journal of the Optical Society of Korea
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    • v.16 no.3
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    • pp.299-304
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    • 2012
  • A high angular tolerance spectral filter was realized incorporating an etalon, which consists of a $TiO_2$ cavity sandwiched between a pair of Ag/Ge mirrors. The effective angle was substantially extended thanks to the cavity's high refractive index. The device was created by embedding a 313-nm thick $TiO_2$ film in 16-nm thick Ag/Ge films through sputtering, with the Ge layer alleviating the roughness and adhesion of the Ag layer. For normal incidence, the observed center wavelength and transmission were ~900 nm and ~60%, respectively; throughout the range of $50^{\circ}$, the relative wavelength shift and transmission variation amounted to only ~0.06 and ~4%, respectively.

A Design of Multi-layer Planar Type Microwave Filter (다층 평면형 초고주파 필터의 설계)

  • Lee Hong-Seop;Hwang Hee-Yong
    • Journal of The Institute of Information and Telecommunication Facilities Engineering
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    • v.4 no.1
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    • pp.31-36
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    • 2005
  • In this paper, a planar type bandpass filter in multilayered PCB is presented. The multilayered PCB structure has some advantages on fabricating microwave devices such as the size reduction and ability of tight coupling by folding or embedding. The proposed BPF has two transmission zeros at the both sides of the center frequency by using independent electric and magnetic coupling structure. The designed BPF with four layer teflon PCBs of dielectric constant 2.94 has dimensions of 24x20x1.524 in mm, center frequency of 2.47GHz and bandwidth of about l00MHz. A good agrement is achieved between the measured result and the simulated one. The influences of air gaps between the layers are also analyzed and presented.

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Additive Manufacturing for Sensor Integrated Components (센서 융합형 지능형 부품 제조를 위한 적층 제조 기술 연구)

  • Jung, Im Doo;Lee, Min Sik;Woo, Young Jin;Kim, Kyung Tae;Yu, Ji-Hun
    • Journal of Powder Materials
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    • v.27 no.2
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    • pp.111-118
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    • 2020
  • The convergence of artificial intelligence with smart factories or smart mechanical systems has been actively studied to maximize the efficiency and safety. Despite the high improvement of artificial neural networks, their application in the manufacturing industry has been difficult due to limitations in obtaining meaningful data from factories or mechanical systems. Accordingly, there have been active studies on manufacturing components with sensor integration allowing them to generate important data from themselves. Additive manufacturing enables the fabrication of a net shaped product with various materials including plastic, metal, or ceramic parts. With the principle of layer-by-layer adhesion of material, there has been active research to utilize this multi-step manufacturing process, such as changing the material at a certain step of adhesion or adding sensor components in the middle of the additive manufacturing process. Particularly for smart parts manufacturing, researchers have attempted to embed sensors or integrated circuit boards within a three-dimensional component during the additive manufacturing process. While most of the sensor embedding additive manufacturing was based on polymer material, there have also been studies on sensor integration within metal or ceramic materials. This study reviews the additive manufacturing technology for sensor integration into plastic, ceramic, and metal materials.

Steganalysis Using Joint Moment of Wavelet Subbands (웨이블렛 부밴드의 조인트 모멘트를 이용한 스테그분석)

  • Park, Tae-Hee;Hyun, Seung-Hwa;Kim, Jae-Ho;Eom, Il-Kyu
    • Journal of the Institute of Electronics Engineers of Korea SP
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    • v.48 no.3
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    • pp.71-78
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    • 2011
  • This paper propose image steganalysis scheme based on independence between parent and child subband on the multi-layer wavelet domain. The proposed method decompose cover and stego images into 12 subbands by applying 3-level Haar UWT(Undecimated Wavelet Transform), analyze statistical independency between parent and child subband. Because this independency is appeared more difference in stego image than in cover image, we can use it as feature to differenciate between cover and stego image. Therefore we extract 72D features by calculation first 3 order statistical moments from joint characteristic function between parent and child subband. Multi-layer perceptron(MLP) is applied as classifier to discriminate between cover and stego image. We test the performance of proposed scheme over various embedding rates by the LSB, SS, BSS embedding method. The proposed scheme outperforms the previous schemes in detection rate to existence of hidden message as well as exactness of discrimination.

The effect of embedding a porous core on the free vibration behavior of laminated composite plates

  • Safaei, Babak
    • Steel and Composite Structures
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    • v.35 no.5
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    • pp.659-670
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    • 2020
  • This paper proposes the use of a porous core between layers of laminated composite plates to examine its effect on the natural frequencies of the resulted porous laminated composite sandwich plate (PLCSP) resting on a two-parameter elastic foundation. Moreover, it has been suggested that the dispersion of porosity has two different functionally graded (FG) patterns which are compared with a uniformly dispersed (UD) profile to find their best vibrational efficiency in the proposed PLCSPs. In FG patterns, two types of dispersions, including symmetric (FG-S) and asymmetric (FG-A) patterns have been considered. To derive the governing Eigen value equation of such structures, the first order shear deformation theory (FSDT) of plates has been employed. Accordingly, a finite element method (FEM) is developed to solve the derived Eigen value equation. Using the mentioned theory and method, the effects of porosity parameters, fiber orientation of laminated composite, geometrical dimensions, boundary conditions and elastic foundation on the natural frequencies of the proposed PLCSPs have been studied. It is observed that embedding porosity in core layer leads to a significant improvement in the natural frequencies of PLCSPs. Moreover, the natural frequencies of PLCSPs with FG porous core are higher than those with UD porous core.