• 제목/요약/키워드: Embedding Layer

검색결과 95건 처리시간 0.026초

이미지 캡션 생성을 위한 심층 신경망 모델의 설계 (Design of a Deep Neural Network Model for Image Caption Generation)

  • 김동하;김인철
    • 정보처리학회논문지:소프트웨어 및 데이터공학
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    • 제6권4호
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    • pp.203-210
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    • 2017
  • 본 논문에서는 이미지 캡션 생성과 모델 전이에 효과적인 심층 신경망 모델을 제시한다. 본 모델은 멀티 모달 순환 신경망 모델의 하나로서, 이미지로부터 시각 정보를 추출하는 컨볼루션 신경망 층, 각 단어를 저차원의 특징으로 변환하는 임베딩 층, 캡션 문장 구조를 학습하는 순환 신경망 층, 시각 정보와 언어 정보를 결합하는 멀티 모달 층 등 총 5 개의 계층들로 구성된다. 특히 본 모델에서는 시퀀스 패턴 학습과 모델 전이에 우수한 LSTM 유닛을 이용하여 순환 신경망 층을 구성하며, 캡션 문장 생성을 위한 매 순환 단계마다 이미지의 시각 정보를 이용할 수 있도록 컨볼루션 신경망 층의 출력을 순환 신경망 층의 초기 상태뿐만 아니라 멀티 모달 층의 입력에도 연결하는 구조를 가진다. Flickr8k, Flickr30k, MSCOCO 등의 공개 데이터 집합들을 이용한 다양한 비교 실험들을 통해, 캡션의 정확도와 모델 전이의 효과 면에서 본 논문에서 제시한 멀티 모달 순환 신경망 모델의 높은 성능을 확인할 수 있었다.

블루투스 HCI 계층을 위한 클레스 구조의 설계 및 구현 (Design and Implementation of Class Structure for Bluetooth HCI Layer)

  • 김식;류수형
    • 정보학연구
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    • 제5권1호
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    • pp.69-77
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    • 2002
  • 블루투스는 차세대 근거리 무선통신 기술로 각광받고 있으며, 프로토콜 스택은 블루투스 응용 시스템을 위한 다양한 서비스를 제공한다 블루투스 규격은 개방된 세계적인 규격으로 완전한 시스템을 정의하고 있지만 프로토콜 스택은 개발자에 따라 다른 방법으로 하드웨어와 소프트웨어의 역할을 기능성 중심으로 독자적으로 분할하여 설계 및 구현이 가능하다. 이는 프로토콜 스택의 기능적인 면에서 두 계층에서의 구현 방법이 다르다는 것을 의미한다. 본 논문에서는 프로토콜 스택 개발의 첫 단계로 소프트웨어 계층의 최하위 계층인 HCI 계층의 개발에 중점을 두었다. 그 결과로서 HCI 계층의 기능적 역할 분담과 흐름제어 기능 및 패킷들 사이의 관계를 설계 및 구현하였다. 실험결과는 다른 블루투스 장치들과의 연결 과정을 보여주고 있으며, 이것은 블루투스 모듈 사이에서의 데이터 통신이 적절한 운영을 하고 있음을 증명한다.

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방사능탐지용 CAYS 함침 이중구조 폴리설폰막의 형상 및 특성에 제막공정의 습도가 미치는 영향 (Vapor Exposure Effect of a Casting Solution on the Embedding and Radioactive Detection of CAYS in Double-layered Polysulffne Film)

  • 한명진;남석태;이근우;서범경
    • 멤브레인
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    • 제15권3호
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    • pp.198-205
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    • 2005
  • 방사능 오염도 측정에 사용하기 위한 이중구조 고분자막이 폴리설폰과 세륨활성화된 이트륨실리케이트(CAYS)를 이용하여 제조되었다. 제조된 막은 순수 고밀도 고분자 지지층과 이에 제막된 고분자 용액의 상전환 공정에 의해 고형화된 CAYS 함침 활성층의 이중구조로 구성된다. 제막공정에서 대기방치 공정이 생략되었을 때 CAYS를 포함하는 활성층은 전형적인 비대칭 구조를 지니며, CAYS 입자들이 고분자 구조 사이에 박혀있는 형상을 지닌다. 제막공정에서 대기에 방치하는 시간이 증가할수록 막의 형상은 스폰지 구조를 띠며 CAYS는 고분자 구조로부터 분리되어 막 내부에 셀 같은 공간에 밀집되어 존재함을 보였다. 한편, 두 충 사의 계면형상은 고분자 고형화 과정에서의 상전환 속도와 밀접한 관련되었으며, 대기방치 시간의 증가에 따라 계면의 구분이 뚜렷하게 나타나지 않았다. 방사능 탐지 특성에서 스폰지 구조를 지니는 막의 고분자 구조는 방사성핵종이 통과할 수 없는 밀집된 형상을 지니면서 탐지효율의 감소를 초래하는 것으로 나타났다.

임베디드 ARM 기반의 5.8GHz DSRC 통신모뎀에 대한 SOC 구현 (Embedded ARM based SoC Implementation for 5.8GHz DSRC Communication Modem)

  • 곽재민;신대교;임기택;최종찬
    • 대한전자공학회논문지TC
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    • 제43권11호
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    • pp.185-191
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    • 2006
  • DSRC(Dedicated Short Range Communication)은 도로변의 RSE(Road Side Equipment)와 고속으로 이동하는 차량의 단말인 OBE(On-Board Equipment)간의 통신을 위한 단거리 전용 무선 통신 표준이다. 본 논문에서는 국내의 TTA(Telecommunication Technology Association) 표준에 호환되는 DSRC 규격에 따라 5.8GHz DSRC 모뎀을 구현하고, 이를 제어하고 연산처리를 수행할 수 있도록 ARM9 CPU를 임베딩 시킨 SoC(System on a Chip)에 대한 구현과정 및 제작한 SoC를 장착시킨 OBE 단말의 테스트결과에 대해 제시하였다. 본 논문에서 구현한 SoC는 0.11 um 공정을 적용하였으며 480 핀 EPBGA 패키지로 설계되었다. 제작 SoC ($Jaguar^{TM}$)에는 5.8GHz용 DSRC PHY(Physical Layer) 모뎀과 MAC 블록을 설계하여 장착하였으며, ARM926EJ-S 코어를 CPU로 사용하였고, LCD 콘트롤러, 스마트카드 콘트롤러, 이더넷 MAC 코어, 메모리 콘트롤러 등을 주요 기능으로 포함시켰다.

저온 분사 공정에서 니켈이 코팅된 다이아몬드 적용을 통한 금속/다이아몬드 복합재료의 코팅성 향상 (Improvement of Coating Properties of Metal/diamond Composite Through Ni Coated Diamond in the Kinetic Spraying Process)

  • 나현택;배규열;강기철;김형준;이창희
    • 한국표면공학회지
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    • 제41권6호
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    • pp.255-263
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    • 2008
  • Generally, deposition mechanism of diamond particle is mainly embedding effect in the kinetic spray process. Accordingly, in spite of high cost, helium gas was employed as process gas to get high diamond fraction in the composite coating. In this study, the deposition behavior of bronze/diamond by kinetic spray process was compared using different process gas (helium and nitrogen). Bare (mean size of $5{\mu}m$, $20{\mu}m$) and nickel coated diamond (mean size of $26{\mu}m$) were deposited on Al 6061-T6 substrate with fixed process temperature and pressure. For comparison with experimental results, plastic deformation behavior of nickel layer was simulated by finite element analysis (using ABAQUS/Explicit 6.7-2). The size, broken ratio, and fraction of diamond in the composite coating were analyzed through scanning electron microscopy and image analysis method. The uniform distribution and deposition efficiency of diamond particles in the coating layer could be achieved by tailoring the physical properties of the feedstock.

Collisionless Magnetic Reconnection and Dynamo Processes in a Spatially Rotating Magnetic Field

  • Lee, Junggi;Choe, G.S.;Song, Inhyeok
    • 천문학회보
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    • 제41권1호
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    • pp.45.1-45.1
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    • 2016
  • Spatially rotating magnetic fields have been observed in the solar wind and in the Earth's magnetopause as well as in reversed field pinch (RFP) devices. Such field configurations have a similarity with extended current layers having a spatially varying plasma pressure instead of the spatially varying guide field. It is thus expected that magnetic reconnection may take place in a rotating magnetic field no less than in an extended current layer. We have investigated the spontaneous evolution of a collisionless plasma system embedding a rotating magnetic field with a two-and-a-half-dimensional electromagnetic particle-in-cell (PIC) simulation. In magnetohydrodynamics, magnetic flux can be decreased by diffusion in O-lines. In kinetic physics, however, an asymmetry of the velocity distribution function can generate new magnetic flux near O- and X-lines, hence a dynamo effect. We have found that a magnetic-flux-reducing diffusion phase and a magnetic-flux-increasing dynamo phase are alternating with a certain period. The temperature of the system also varies with the same period, showing a similarity to sawtooth oscillations in tokamaks. We have shown that a modified theory of sawtooth oscillations can explain the periodic behavior observed in the simulation. A strong guide field distorts the current layer as was observed in laboratory experiments. This distortion is smoothed out as magnetic islands fade away by the O-line diffusion, but is soon strengthened by the growth of magnetic islands. These processes are all repeating with a fixed period. Our results suggest that a rotating magnetic field configuration continuously undergoes deformation and relaxation in a short time-scale although it might look rather steady in a long-term view.

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A numerical method for estimating the elastic modulus of recycled concrete

  • Zhou, Xinzhu;Zheng, Jianjun;Chen, Ting;Zhang, Jian;Wang, Chuanyang;Wu, Jiefeng
    • Computers and Concrete
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    • 제23권3호
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    • pp.161-170
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    • 2019
  • This paper aims at presenting a numerical method for estimating the elastic modulus of recycled concrete with crushed aggregates. In the method, polygonal aggregates following a given sieve curve are generated, and placed into a square simulation element with the aid of the periodic boundary condition and the overlap criterion of two polygonal aggregates. The mesostructure of recycled concrete is reconstructed by embedding an old interfacial transition zone (ITZ) layer inside each recycled aggregate and by coating all the aggregates with a new ITZ layer. The square simulation element is discretized into a regular grid and a representative point is selected from each sub-element. The iterative method is combined with the fast Fourier transform to evaluate the elastic modulus of recycled concrete. After the validity of the numerical method is verified with experimental results, a sensitivity analysis is conducted to evaluate the effects of key factors on the elastic modulus of recycled concrete. Numerical results show that the elastic modulus of recycled concrete increases with the increase of the total aggregate content and the elastic moduli of old and new ITZ but decreases with increasing the replacement ratio of recycled aggregate and the thicknesses of old and new ITZ. It is also shown that, for a replacement ratio of recycled aggregate smaller than 0.3, the elastic modulus of recycled concrete is reduced by no more than 10%.

Highly Miniaturized and Performed UWB Bandpass Filter Embedded into PCB with SrTiO3 Composite Layer

  • Cheon, Seong-Jong;Park, Jun-Hwan;Park, Jae-Yeong
    • Journal of Electrical Engineering and Technology
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    • 제7권4호
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    • pp.582-588
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    • 2012
  • In this paper, a highly miniaturized and performed UWB bandpass filter has been newly designed and implemented by embedding all the passive elements into a multi-layered PCB substrate with high dielectric $SrTiO_3$ composite film for 3.1 - 4.75 GHz compact UWB system applications. The high dielectric composite film was utilized to increase the capacitance densities and quality factors of capacitors embedded into the PCB. In order to reduce the size of the filter and avoid parasitic EM coupling between the embedded filter circuit elements, it was designed by using a $3^{rd}$ order Chebyshev circuit topology and a capacitive coupled transformation technology. Independent transmission zeros were also applied for improving the attenuation of the filter at the desired stopbands. The measured insertion and return losses in the passband were better than 1.68 and 12 dB, with a minimum value of 0.78 dB. The transmission zeros of the measured response were occurred at 2.2 and 5.15 GHz resulting in excellent suppressions of 31 and 20 dB at WLAN bands of 2.4 and 5.15 GHz, respectively. The size of the fabricated bandpass filter was $2.9{\times}2.8{\times}0.55(H)mm^3$.

Seismic response of a rigid foundation embedded in a viscoelastic soil by taking into account the soil-foundation interaction

  • Messioud, Salah;Sbartai, Badreddine;Dias, Daniel
    • Structural Engineering and Mechanics
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    • 제58권5호
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    • pp.887-903
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    • 2016
  • This study analyses the seismic response of a three-dimensional (3-D) rigid massless square foundation resting or embedded in a viscoelastic soil limited by rigid bedrock. The foundation is subjected to harmonic oblique seismic waves P, SV, SH and R. The key step is the characterization of the soil-foundation interaction by computing the impedance matrix and the input motion matrix. A 3-D frequency boundary element method (BEM) in conjunction with the thin layer method (TLM) is adapted for the seismic analysis of the foundation. The dynamic response of the rigid foundation is solved from the wave equations by taking into account the soil-foundation interaction. The solution is formulated using the frequency BEM with the Green's function obtained from the TLM. This approach has been applied to analyze the effect of soilstructure interaction on the seismic response of the foundation as a function of the kind of incident waves, the angles of incident waves, the wave's frequencies and the embedding of foundation. The parametric results show that the non-vertical incident waves, the embedment of foundation, and the wave's frequencies have important impact on the dynamic response of rigid foundations.

Roll out 알고리듬을 이용한 반복 작업을 하는 안전병렬기계 알고리듬 개발 (- Development of an Algorithm for a Re-entrant Safety Parallel Machine Problem Using Roll out Algorithm -)

  • 백종관;김형준
    • 대한안전경영과학회지
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    • 제6권4호
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    • pp.155-170
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    • 2004
  • Among the semiconductor If-chips, unlike memory chips, a majority of Application Specific IC(ASIC) products are produced by customer orders, and meeting the customer specified due date is a critical issue for the case. However, to the one who understands the nature of semiconductor manufacturing, it does not take much effort to realize the difficulty of meeting the given specific production due dates. Due to its multi-layered feature of products, to be completed, a semiconductor product(called device) enters into the fabrication manufacturing process(FAB) repeatedly as many times as the number of the product specified layers, and fabrication processes of individual layers are composed with similar but not identical unit processes. The unit process called photo-lithography is the only process where every layer must pass through. This re-entrant feature of FAB makes predicting and planning of due date of an ordered batch of devices difficult. Parallel machines problem in the photo process, which is bottleneck process, is solved with restricted roll out algorithm. Roll out algorithm is a method of solving the problem by embedding it within a dynamic programming framework. Restricted roll out algorithm Is roll out algorithm that restricted alternative states to decrease the solving time and improve the result. Results of simulation test in condition as same as real FAB facilities show the effectiveness of the developed algorithm.