• Title/Summary/Keyword: Frameworks

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Deep Learning Model Parallelism (딥러닝 모델 병렬 처리)

  • Park, Y.M.;Ahn, S.Y.;Lim, E.J.;Choi, Y.S.;Woo, Y.C.;Choi, W.
    • Electronics and Telecommunications Trends
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    • v.33 no.4
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    • pp.1-13
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    • 2018
  • Deep learning (DL) models have been widely applied to AI applications such image recognition and language translation with big data. Recently, DL models have becomes larger and more complicated, and have merged together. For the accelerated training of a large-scale deep learning model, model parallelism that partitions the model parameters for non-shared parallel access and updates across multiple machines was provided by a few distributed deep learning frameworks. Model parallelism as a training acceleration method, however, is not as commonly used as data parallelism owing to the difficulty of efficient model parallelism. This paper provides a comprehensive survey of the state of the art in model parallelism by comparing the implementation technologies in several deep learning frameworks that support model parallelism, and suggests a future research directions for improving model parallelism technology.

Trends in Neuromorphic Software Platform for Deep Neural Network (딥 뉴럴 네트워크 지원을 위한 뉴로모픽 소프트웨어 플랫폼 기술 동향)

  • Yu, Misun;Ha, Youngmok;Kim, Taeho
    • Electronics and Telecommunications Trends
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    • v.33 no.4
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    • pp.14-22
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    • 2018
  • Deep neural networks (DNNs) are widely used in various domains such as speech and image recognition. DNN software frameworks such as Tensorflow and Caffe contributed to the popularity of DNN because of their easy programming environment. In addition, many companies are developing neuromorphic processing units (NPU) such as Tensor Processing Units (TPUs) and Graphical Processing Units (GPUs) to improve the performance of DNN processing. However, there is a large gap between NPUs and DNN software frameworks due to the lack of framework support for various NPUs. A bridge for the gap is a DNN software platform including DNN optimized compilers and DNN libraries. In this paper, we review the technical trends of DNN software platforms.

Dynamic Analysis of Space Frameworks on the Elastic soil (탄성 지반상에 놓인 3차원 골조구조물의 동적해석)

  • 장병순;서상근
    • Proceedings of the Computational Structural Engineering Institute Conference
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    • 1996.10a
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    • pp.37-44
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    • 1996
  • When a load such as the mechanical load, the wind load, and the seismic load causing a vibration, acts on the body of the 3-D frameworks with slab, it is required to consider the dynamic behavior of elastic soil as well as that of 3-D structure in the structural analysis. Thus, this study presents the analysis of dynamic behavior using finite element method that is formulated by using a model of the 3-D structure. For the idealization of the actual structure closely into a geometric shape, plate is subdivided into 4-node plate element with the flexibility, beam-column is subdivided into 2-node beam element, and elastic soil is subdivided into 8-node brick element.

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A Modeling of Discrete Event System Using Temporal Logic Framework and Petri Net (시간논리 구조와 Petri Net의 합성방법을 사용한 이산사건 시스템의 모델링)

  • Kim, Jin-Kwon;Mo, Young-Seung;Ryu, Young-Guk;Hwang, Hyung-Soo
    • Proceedings of the KIEE Conference
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    • 1999.07b
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    • pp.838-840
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    • 1999
  • In this paper, modeling and analysis of discrete event systems by temporal logic frame works and petri net is considered. The reachability tree of the petri net can be used to solve the safeness, boundedness, conservation and coverability problems of discrete event systems. But the reachability tree of the petri net do not solve reachability and liveness problems in general. We proposed a method that synthesised the petri net and the temporal logic frameworks. This method slove some problems of petri net by logical representation of temporal logic frameworks.

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Physico-mechanical properties and prosthodontic applications of Co-Cr dental alloys: a review of the literature

  • Al Jabbari, Youssef S.
    • The Journal of Advanced Prosthodontics
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    • v.6 no.2
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    • pp.138-145
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    • 2014
  • Cobalt-Chromium (Co-Cr) alloys are classified as predominantly base-metal alloys and are widely known for their biomedical applications in the orthopedic and dental fields. In dentistry, Co-Cr alloys are commonly used for the fabrication of metallic frameworks of removable partial dentures and recently have been used as metallic substructures for the fabrication of porcelain-fused-to-metal restorations and implant frameworks. The increased worldwide interest in utilizing Co-Cr alloys for dental applications is related to their low cost and adequate physico-mechanical properties. Additionally, among base-metal alloys, Co-Cr alloys are used more frequently in many countries to replace Nickel-Chromium (Ni-Cr) alloys. This is mainly due to the increased concern regarding the toxic effects of Ni on the human body when alloys containing Ni are exposed to the oral cavity. This review article describes dental applications, metallurgical characterization, and physico-mechanical properties of Co-Cr alloys and also addresses their clinical and laboratory behavior in relation to those properties.

Lateral Drift Control of 3-D Steel Structures Using Approximation Concept (근사화 개념을 이용한 삼차원 철골조 구조물의 횡변위 제어에 관한 연구)

  • Lee, Han-Joo;Lim, Young-Do;Kim, Ho-Soo
    • 한국공간정보시스템학회:학술대회논문집
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    • 2004.05a
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    • pp.96-102
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    • 2004
  • This study presents an effective stiffness-based optimal technique to control quantitatively lateral drift for 3-D steel frameworks subject to lateral loads. To this end, the displacement sensitivity depending on behavior characteristics of 3-D steel frameworks is established. Also, approximation concept that can preserve the generality of the mathematical programming and can efficiently solve large scale problems is introduced. Resizing sections in the stiffness-based optimal design are assumed to be uniformly varying in size. Two types of 30-story frames are presented to illustrate the features of the Quantitative lateral drift control technique proposed in this study.

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e-Transformation Strategy : From EDI to Web-based e-Business Standard Framework

  • Kim, Min-Soo;Kim, Dong-Soo;Kim, Hoon-Tae;Yoon, Jung-Hee
    • Proceedings of the CALSEC Conference
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    • 2005.03a
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    • pp.149-154
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    • 2005
  • Recently, lots of EDI-VAN (Electronic Data Interchange-Value Added Network) companies challenge to convert their business systems into Web-based e-business frameworks to avoid high cost and closed structure of EDI system. This research proposes e-Transformation strategies for EDI-VAN companies to adopt Web-based e-business standard frameworks such as ebXML (e-business using XML) and RosettaNet. Four migration strategies for EDI companies are presented, and their properties are described in detail. Transformation procedures of two representative strategies are also provided fur the convenience of medium-sized companies. The result of this work can be used as a practical guideline for EDI companies to develop there own transformation strategy suitable to its scale and capability, while minimizing the impacts on the pre-existing business processes.

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Structures and Sorption Properties of 2-Methylbenzimidazolate-Based Zn(II) Frameworks

  • Phang, Won Ju;Lee, Woo Ram;Hong, Chang Seop
    • Bulletin of the Korean Chemical Society
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    • v.35 no.8
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    • pp.2419-2422
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    • 2014
  • The syntheses and crystal structures of a three-dimensional (3D) coordination network $[Zn_4(2-mBIM)_5-(C_2H_6NCOO)(HCOO)({\mu}-OH)]{\cdot}DMF$ ($1{\cdot}$DMF; 2-mBIM = 2-methylbenzimidazolate) and a two-dimensional (2D) layer $[Zn_2(2-mBIM)_3(HCOO)(H_2O)]{\cdot}DMF$ ($2{\cdot}DMF$) are reported. Different structures were produced depending on the ratio of reactants. Structurally, 1 illustrates the formation of a unique framework based on a 2-mBIM bridge with the side group on an imidazole ring, while 2 possesses a honeycomb layer built up purely from imidazolates. For gas sorption, $CO_2$ is adsorbed on the activated phase of 1 but $N_2$ is not taken up.

Modeling and Control of Fixed-time Traffic Control Problem with Real-time Temporal Logic Frameworks (실시간 시간논리구조를 이용한 고정시간 교통제어 문제의 모델링 및 제어)

  • Jeong, Yong-Man;Lee, Won-Hyok;Choi, Jeong-Nae;Hwang, Hyung-Soo
    • Proceedings of the KIEE Conference
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    • 1997.11a
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    • pp.109-112
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    • 1997
  • A Discrete Event Dynamic System is a system whose states change in response to the occurrence of events from a predefined event set. A major difficulty in developing analytical results for the systems is the lack of appropriate modeling techniques. This paper proposes the use of Real-time Temporal Logic as a modeling tool for the modeling and control of fixed-time traffic control problem which by way of a DEDS. The Real-time Temporal Logic Frameworks is extended with a suitable structure of modeling hard real-time constraints. Modeling rules are developed for several specific situations. It is shown how the graphical model can be translated to a system of linear equations and constraints.

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Qualitative interviewing as a research method: Its philosophical frameworks and practical guidelines (연구 방법으로써의 질적 인터뷰: 철학적 의미와 방법적 측면)

  • Cheon Hyejung
    • Journal of Family Resource Management and Policy Review
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    • v.8 no.3
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    • pp.113-125
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    • 2004
  • This study aims to provide philosophical frameworks and approaches, and practical guidelines to interview research. While there are some studies which focus on the practical guidelines, there is a lack of studies which address the philosophical and conceptual issues integral to qualitative interview research. By discussing three different but related philosophical aspects of qualitative interviewing--phenomenology, hermeneutics, and dialectics--consistency among research purpose, research method, research methodology is pursued. Based on this discussion, four stages of interviewing--designing, conducting, analyzing, and writing of qualitative interview research--are presented.

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