• 제목/요약/키워드: representative domain

검색결과 199건 처리시간 0.026초

MFCCs를 이용한 입력 변환과 CNN 학습에 기반한 운영 환경 변화에 강건한 베어링 결함 진단 방법 (An Input Transformation with MFCCs and CNN Learning Based Robust Bearing Fault Diagnosis Method for Various Working Conditions)

  • 서양진
    • 정보처리학회논문지:소프트웨어 및 데이터공학
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    • 제11권4호
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    • pp.179-188
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    • 2022
  • 기계의 주요 부품인 베어링 결함 진단에 딥러닝을 활용하는 연구가 활발하게 진행되어 좋은 성능을 달성하였으나, 학습 데이터와 테스트 데이터의 운영 환경 차이로 인해 기계가 실제로 가동되는 환경에서는 성능 저하가 발생하는 문제가 있다. 학습 데이터와 테스트 데이터의 분포 차이 문제를 다루는 방법으로 데이터 적응이 제안되어 좋은 결과를 보여주고 있으나, 각 방법이 가정하고 있는 특정 적용 시나리오를 벗어나기 어렵다는 제약이 있다. 이에 본 연구는 MFCCs를 이용한 입력 데이터의 변환과 간단한 CNN 구조를 이용해 원시 도메인 데이터로부터 생성된 모델에 대해 추가적인 학습이나 조정 없이 타겟 도메인 데이터에 대한 테스트를 강건하게 수행하는 방법을 제안하였으며, 대표적인 베어링 결함 진단 데이터셋인 CWRU 베어링 데이터를 이용해 제안한 방법에 대한 실험 및 분석을 수행하였다. 실험 결과 전이 학습 기반의 방법들과 대등한 성능을 보였으며, 입력 변환 기반의 베이스라인 방법보다는 최소 15% 정도의 높은 성능을 달성하였다.

An Adaptive Tuned Heave Plate (ATHP) for suppressing heave motion of floating platforms

  • Ruisheng Ma;Kaiming Bi;Haoran Zuo
    • Smart Structures and Systems
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    • 제31권3호
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    • pp.283-299
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    • 2023
  • Structural stability of floating platforms has long since been a crucial issue in the field of marine engineering. Excessive motions would not only deteriorate the operating conditions but also seriously impact the safety, service life, and production efficiency. In recent decades, several control devices have been proposed to reduce unwanted motions, and an attractive one is the tuned heave plate (THP). However, the THP system may reduce or even lose its effectiveness when it is mistuned due to the shift of dominant wave frequency. In the present study, a novel adaptive tuned heave plate (ATHP) is proposed based on inerter by adjusting its inertance, which allows to overcome the limitation of the conventional THP and realize adaptations to the dominant wave frequencies in real time. Specifically, the analytical model of a representative semisubmersible platform (SSP) equipped with an ATHP is created, and the equations of motion are formulated accordingly. Two optimization strategies (i.e., J1 and J2 optimizations) are developed to determine the optimum design parameters of ATHP. The control effectiveness of the optimized ATHP is then examined in the frequency domain by comparing to those without control and controlled by the conventional THP. Moreover, parametric analyses are systematically performed to evaluate the influences of the pre-specified frequency ratio, damping ratio, heave plate sizes, peak periods and wave heights on the performance of ATHP. Furthermore, a Simulink model is also developed to examine the control performance of ATHP in the time domain. It is demonstrated that the proposed ATHP could adaptively adjust the optimum inertance-to-mass ratio by tracking the dominant wave frequencies in real time, and the proposed system shows better control performance than the conventional THP.

Torsional effects due to concrete strength variability in existing buildings

  • De Stefano, M.;Tanganelli, M.;Viti, S.
    • Earthquakes and Structures
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    • 제8권2호
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    • pp.379-399
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    • 2015
  • Existing building structures can easily present material mechanical properties which can largely vary even within a single structure. The current European Technical Code, Eurocode 8, does not provide specific instructions to account for high variability in mechanical properties. As a consequence of the high strength variability, at the occurrence of seismic events, the structure may evidence unexpected phenomena, like torsional effects, with larger experienced deformations and, in turn, with reduced seismic performance. This work is focused on the torsional effects related to the irregular stiffness and strength distribution due to the concrete strength variability. The analysis has been performed on a case-study, i.e., a 3D RC framed 4 storey building. A Normal distribution, compatible to a large available database, has been taken to represent the concrete strength domain. Different plan layouts, representative of realistic stiffness distributions, have been considered, and a statistical analysis has been performed on the induced torsional effects. The obtained results have been compared to the standard analysis as provided by Eurocode 8 for existing buildings, showing that the Eurocode 8 provisions, despite not allowing explicitly for material strength variability, are conservative as regards the estimation of structural demand.

Dynamic simulation of squeezing flow of ER fluids using parallel processing

  • Kim, Do-Hoon;Chu, Sang-Hyon;Ahn, Kyung-Hyun;Lee, Seung-Jong
    • Korea-Australia Rheology Journal
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    • 제11권3호
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    • pp.233-240
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    • 1999
  • In order to understand the flow behavior of Electrorheological (ER) fluid, dynamic simulation has been intensively performed for the last decade. When the shear flow is applied, it is easy to carry out the simulation with relatively small number of particles because of the periodic boundary condition. For the squeezing flow, however, it is not easy to apply the periodic boundary condition, and the number of particles needs to be increased to simulate the ER system more realistically. For this reason, the simulation of ER fluid under squeezing flow has been mostly performed with some representative chains or with the approximation that severely restricts the flow geometry to reduce the computational load. In this study, Message Passing Interface (MPI), which is one of the most widely-used parallel processing techniques, has been employed in a dynamic simulation of ER fluid under squeezing flow. As the number of particles used in the simulation could be increased significantly, full domain between the electrodes has been covered. The numerical treatment or the approximation used to reduce the computational load has been evaluated for its validity, and was found to be quite effective. As the number of particles is increased, the fluctuation of the normal stress becomes diminished and the prediction in general was found to be qualitatively In good agreement with the experimental results.

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국외 독서 및 독서교육 연구동향 분석: 문헌정보학 분야를 중심으로 (An Analytical Study on Research Trends of Reading and Reading Instruction in Overseas: Focused on Library and Information Science)

  • 김판준
    • 정보관리학회지
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    • 제32권3호
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    • pp.69-97
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    • 2015
  • 본 연구는 문헌정보학 측면에서 국외 독서 및 독서교육 연구의 동향을 분석하고 향후의 연구과제를 제시하였다. 이를 위해 첫째, 문헌정보학 분야 국외 데이터베이스(LISTA)의 통제 키워드와 DDC 23판을 검토하여 독서 및 독서교육 관련 주요 연구 영역을 설정하였다. 둘째, 문헌정보학 분야 국외 데이터베이스(LISTA)에서 검색한 지난 100년(1914년~2014년) 동안의 독서 및 독서교육 관련 학술논문(2,115편)을 대상으로 지적구조 분석을 적용하여 연구동향을 분석하였다. 셋째, 이러한 연구동향 분석의 결과에 기초하여 독서 및 독서교육 분야의 향후 연구과제를 제시하였다.

애니메이션에 나타난 초현실주의 회화의 꼴라쥬 기법과 표현에 관한 연구 - 라울 세르베의 작품 <밤의 나비들>을 중심으로 - (A Study on the expression of Surrealism Collage in Animation - Focusing on Raoul Servais animation film called -)

  • 김윤경
    • 만화애니메이션 연구
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    • 통권11호
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    • pp.73-85
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    • 2007
  • 이 논문에서는 초현실주의 회화의 다양한 기법이 애니메이션에서는 어떻게 표현되는 지를 분석하였다. 특히 초현실주의의 꼴라쥬는 아무 관련성 없는 사물과 기법을 재배치함으로써 무의식 속에 잠재되어 있는 환상의 세계를 일깨우며 매체의 변화와 더불어 그것은 전혀 다른 물질이나 형상끼리의 우연한 만남에서 오는 새로운 이미지의 형성한다. 이러한 초현실주의의 기법의 확장을 라울 세르베의 작품<밤의 나비들>에서 논의해보고자 한다. 라울 세르베는 <밤의 나비들>에서 기존의 가치를 전복하는 새로운 접근방식을 통해 인간의 인식 구조에 보다 다차원적인 변화를 가져온 것이다.

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Rational finite element method for plane orthotropic elastic problems

  • Mao, Ling;Yao, Weian;Gao, Qiang;Zhong, Wanxie
    • Structural Engineering and Mechanics
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    • 제51권6호
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    • pp.923-937
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    • 2014
  • The rational finite element method is different from the standard finite element method, which is constructed using basic solutions of the governing differential equations as interpolation functions in the elements. Therefore, it is superior to the isoparametric approach because of its obvious physical meaning and accuracy; it has successfully been applied to the isotropic elasticity problem. In this paper, the formulation of rational finite elements for plane orthotropic elasticity problems is deduced. This method is formulated directly in the physical domain with full consideration of the requirements of the patch test. Based on the number of element nodes and the interpolation functions, different approaches are applied with complete polynomial interpolation functions. Then, two special stiffness matrixes of elements with four and five nodes are deduced as a representative application. In addition, some typical numerical examples are considered to evaluate the performance of the elements. The numerical results demonstrate that the present method has a high level of accuracy and is an effective technique for solving plane orthotropic elasticity problems.

통신 방송 융합 환경에서의 T-Commerce 수용 모델에 관한 연구 (Understanding the Adoption of T-Commerce in Telecommunications-Broadcasting Convergence Environment)

  • 안중호;김은진;박철우
    • 지식경영연구
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    • 제10권2호
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    • pp.15-33
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    • 2009
  • Telecommunications-broadcasting convergence in the domain of IT is a representative phenomenon that is expected to provide the saturated existing markets with a new source of profit. Especially, T-Commerce combines familiarity of TV and immediacy of the Internet which are expected to cover all the users familiar with each media and expand the existing commercial transactions. Telecommunications-broadcasting convergence in Korea, however, is focusing on technical and regulatory aspects so that research on the real users is not up to the mark yet. This is the most fundamental problem in hampering growth in the corresponding service and market. Thus, we are proposing an adoption model on T-Commerce to rapidly expand the convergence service through understanding the potential users. Perceived utilitarian and hedonic values, perceived interactivity, media substitution and personal innovativeness have been examined as the factors influencing the users' intention to adopt a new convergence service. As a result of empirical analysis, it is verified that perceived utilitarian and hedonic values and personal innovativeness directly influenced the users' intention to adopt whereas perceived interactivity had indirect affect on them. T-Commerce service providers should not only emphasize on the benefit that the older media could not provide the users with, but also provide them with more pleasure and entertaining experience during the course of satisfying the users' needs to distinguish T-Commerce from the other existing media.

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FPSO Riser 지지 구조의 강도설계에 대한 위상최적화 응용 (An Application of Topology Optimization for Strength Design of FPSO Riser Support Structure)

  • 송창용;정준모;심천식
    • 한국해양공학회지
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    • 제24권1호
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    • pp.153-160
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    • 2010
  • This paper deals with the topology optimized design of the riser support structures for floating production storage and offloading units (FPSOs) under global and local loading conditions. For a preliminary study and validation of the numerical approach, a simplified plate under static loading is first evaluated with the representative topology optimization methods, the Homogenization Design Method (HDM) and Density Method (DM) or Simple Isotropic Material with Penalization (SIMP). In the context of the corresponding riser support structures, the design problem is formulated such that structure shapes based on design domain variables are determined by minimizing the compliance subject to a mass target, considering the stress criterion. An initial design model is generated based on an actual FPSO riser support configuration. The topology optimization results present improved design performances under various loading conditions, while staying within the allowable limit of the offshore area.

판매채널 구축과 현지화 과정으로 본 중소기업 소프트웨어 해외 수출 사례 분석 연구 (A Case Analysis Study of Korean Small and Medium Firms' Software Exports through Sales Channels Building and Product Localization)

  • 안연식;김희완
    • Journal of Information Technology Applications and Management
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    • 제23권2호
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    • pp.81-95
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    • 2016
  • Software export is very important for developing the domain software industry. Up to now, the study related in this issue is not enough even if exports are not activated. In our study, we treated and analyzed the three SME cases that have each successful record in recent years focusing to sales channels establishment and product localization. This study was done by interviewing the marketing directors mainly, and applied email exchanges, phones, and document analyses. Some implications can be addressed for the potential SME software exports. In the perspectives of sales channels building, the trust for product and firm itself is needed to have a good offshore partners. These are required to make the good relationship with partners, brand value's diffusion, and technical competency. As for product localization, the customization is important to meet the needs for local users effectively. So it is desirable to accept the advisory suggestions from the local consulting experts or representative customers. And the joint export strategy using the platform by linking some related products is effective for SME's software product's export.