• 제목/요약/키워드: architecture model

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Time-Series Forecasting Based on Multi-Layer Attention Architecture

  • Na Wang;Xianglian Zhao
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제18권1호
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    • pp.1-14
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    • 2024
  • Time-series forecasting is extensively used in the actual world. Recent research has shown that Transformers with a self-attention mechanism at their core exhibit better performance when dealing with such problems. However, most of the existing Transformer models used for time series prediction use the traditional encoder-decoder architecture, which is complex and leads to low model processing efficiency, thus limiting the ability to mine deep time dependencies by increasing model depth. Secondly, the secondary computational complexity of the self-attention mechanism also increases computational overhead and reduces processing efficiency. To address these issues, the paper designs an efficient multi-layer attention-based time-series forecasting model. This model has the following characteristics: (i) It abandons the traditional encoder-decoder based Transformer architecture and constructs a time series prediction model based on multi-layer attention mechanism, improving the model's ability to mine deep time dependencies. (ii) A cross attention module based on cross attention mechanism was designed to enhance information exchange between historical and predictive sequences. (iii) Applying a recently proposed sparse attention mechanism to our model reduces computational overhead and improves processing efficiency. Experiments on multiple datasets have shown that our model can significantly increase the performance of current advanced Transformer methods in time series forecasting, including LogTrans, Reformer, and Informer.

아키텍처산출물 관리 시스템 개발 (Development of Architecture Products Management System)

  • 최남용;송영재
    • 정보처리학회논문지D
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    • 제12D권6호
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    • pp.857-862
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    • 2005
  • 현재 국방부에서는 국방정보체계간 상호운용성을 보장하기 위해 아키텍처산출물을 쉽고 일관성이 있게 개발할 수 있는 국방아키텍처프레임워크와 개발된 아키텍처산출물을 저장하는 핵심아키텍처데이터모델을 개발하였다. 하지만 작성된 아키텍처산출물을 문서로 관리하기에는 많은 어려움이 존재함으로, 아키텍처를 모델링할 수 있고 모델링된 정보를 공통의 저장소에 관리할 수 있는 모델링 도구 및 리포지토리 시스템이 필요하다. 본 논문에서는 국방아키텍처프레임워크와 핵심아키텍처데이터모델의 메타모델과 아키텍처산출물 작성 및 관리를 지원하는 아키텍처산출물 관리 시스템을 개발하였고 기존 시스템과 비교 평가하였다. 이를 통해 각 기관의 아키텍처개발자가 아키텍처산출물을 모델링 방법으로 보다 쉽고 일관성 있게 작성하고 관리할 수 있으며, 다양한 질의를 통해 시스템에서 관리되는 아키텍처산출물 정보를 유용하게 검색 및 조회하여 의사결정에 참조할 수 있다. 또한 작성된 아키텍처산출물을 통합하고 분석 및 비교하여 정보체계간 상호운용성과 비용 절감을 지원한다.

철학의 구축과 건축적 사유 - 은유로서 건축과 철학적 건축술 - (A Study of Architectonic Thinking in Philosophy and Architecture as Metaphor)

  • 강혁
    • 건축역사연구
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    • 제31권1호
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    • pp.77-88
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    • 2022
  • Architecture had played a significant role model in philosophy because the construction of building represented doing philosophy. 'Architecture as metaphor' made it possible that doing philosophy was a kind of construction of thinking and western philosopher considered himself as an architect of idea. As a system of system, architectural analogy gave philosophy a chance to insist himself as a theory of theory. So architecture had always been a privileged model of discourse system and also a fundamental metaphor in philosophy. Because of its original meaning, Architecture as techne could be considered as poiesis, that was the special building(making) in western culture. The archi(arche) - structure(techne) was a ideal model and mechanism of philosophy because with this analogy doing philosophy became a kind of building act to make a logical system of idea. This kind of tradition in philosophy, especially metaphysics, made the characteristics of western philosophy 'architectonic' that implied the meaning of the rational, stable, hierarchical and holistic. But this kind of tradition exposed the problem of philosophy that focused on Identity and excluded the others. The logocentrism of western philosophy was also the limitation of architectonic thinking and its reductionism became a grand monologue which only allowed systematic, rational discourse. Its ideological position Inevitably caused the anti-architectural thinking in modern age as a diverse form of new trend of thinking as like postmodernism or deconstruction. Even Deconstructivism, or 'informe', non-representation in architecture depends upon anti-architectural thinking. Relationship between architecture as metaphor and the building of philosophy is problematique issue.

자유항주모형시험과 회귀분석을 통한 선체 동역학 모델의 개발 (Development of Ship Dynamics Model by Free-Running Model Tests and Regression)

  • 김기원;김호용;최성은;나기인;이혁;서정화
    • 대한조선학회논문집
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    • 제59권3호
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    • pp.173-182
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    • 2022
  • The present study suggests a procedure of establishing a ship dynamics modeling by regression of free-running model test results. The hydrodynamic force and moment of the whole model ship is derived from the low-pass filtered acceleration in the turning circle and zigzag maneuver tests. Force and moment of the propeller and rudder are separated from that of the whole ship to acquire the hull force and moment terms, based on the principles of the component model. The low-pass filter frequency is verified in prior to dynamics modeling, to find the threshold frequency of 2.5 Hz. The dynamics modeling of the hull is compared with the component modeling by captive model tests. Because of strong correlation between sway velocity, yaw angular velocity, and heel angle, each maneuvering coefficient is not able to be validated, but the whole modeling shows good agreement with the captive model tests.

건물의 일사에너지 예측을 위한 경사면 일사량 측정과 예측모델과의 비교분석 연구 (Comparative Analysis of Measurements and Total Solar Irradiance Models on Inclined Surface for Building Solar Energy Prediction)

  • 윤갑천;전종욱;김강수
    • 한국태양에너지학회 논문집
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    • 제32권6호
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    • pp.44-52
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    • 2012
  • In all building's energy simulation applications, solar radiation must be calculated on inclined surfaces. Various solar radiation models based on measured data of specific region were used in building simulation programs. Therefore, we should choose the appropriate solar radiation model for Seoul. The purpose of this study is to compare four solar radiation models on inclined surfaces that are widely used in building energy simulations. In this case, it can be said the appropriate model in Seoul is the Isotropic model.

Dynamic fracture catastrophe model of concrete beam under static load

  • Chen, Zhonggou;Fu, Chuanqing;Ling, Yifeng;Jin, Xianyu
    • Computers and Concrete
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    • 제25권6호
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    • pp.517-523
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    • 2020
  • An experimental system on three point bending notched beams was established to study the fracture process of concrete. In this system, the acoustic emission (AE) was used to build the cumulative generation order (AGO) and dynamically track the process of microcrack evolution in concrete. A grey-cusp catastrophe model was built based on AE parameters. The results show that the concrete beams have significant catastrophe characteristic. The developed grey-cusp catastrophe model, based on AGO, can well describe the catastrophe characteristic of concrete fracture process. This study also provides a theoretical and technical support for the application of AE in concrete fracture prediction.

Design Model for Extensible Architecture of Smart Contract Vulnerability Detection Tool

  • Choi, Yun-seok;Lee, Wan Yeon
    • International Journal of Internet, Broadcasting and Communication
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    • 제12권3호
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    • pp.189-195
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    • 2020
  • Smart contract, one of the applications of blockchain, is expected to be used in various industries. However, there is risks of damages caused by attacks on vulnerabilities in smart contract codes. Tool support is essential to detect vulnerabilities, and as new vulnerabilities emerge and smart contract implementation languages increase, the tools must have extensibility for them. We propose a design model for extensible architecture of smart contract vulnerability detection tools that detect vulnerabilities in smart contract source codes. The proposed model is composed of design pattern-based structures that provides extensibility to easily support extension of detecting modules for new vulnerabilities and other implementation languages of smart contract. In the model, detecting modules are composed of independent module, so modifying or adding of module do not affect other modules and the system structure.

Kelvin Ship Wake Modification due to Wind Waves

  • ;;안정선
    • 한국해양공학회지
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    • 제22권5호
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    • pp.1-6
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    • 2008
  • A kinematics model of a ship wake in the presence of surface waves generated by wind is presented. It was found that a stationary wave structure behind a ship covered a wedge region with the angle at the top of the wake and that only divergent waves were present in a ship wake instead of both the longitudinal and cross-waves, which are known as the Kelvin model. Ship motion at some angle to wind waves can cause an essential asymmetry of the wake, compressing its windward half.

Correlative Experimental Study Between The Results of Circulating Water Channel and Towing Tank Tests

  • Lee, Kwi-Joo;Kim, Kyoung-Hwa;Isaacs, Karl Antony
    • 한국해양공학회:학술대회논문집
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    • 한국해양공학회 2003년도 추계학술대회 논문집
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    • pp.70-75
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    • 2003
  • Model tests using 2.0m model of the series 60 form ($C_{b}$ = 0.6) were carried out in the Circulating Water Channel(CWC) in the Chosun University(CU, Korea) for the purpose of a correlative study with Towing Tank(TT). Resistance, propeller open water, self propulsion, and wake survey tests were carried out and the results were extrapolated to the ship scale. These results were compared with the extrapolated ship values based on the model test of 7.0m model in the TT at the Korea Research Institute of Ships and Ocean Engineering (KRISO, Korea). The CWC test results were correlated with the results of the towing tank tests.

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실내 모형실험을 통한 무지보 흙막이 공법 거동 연구 (Model Test Study for the Behavior of the Truss Tower System)

  • 김낙경;김성규;백민기;김주형;주용선
    • 한국지반공학회:학술대회논문집
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    • 한국지반공학회 2010년도 춘계 학술발표회
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    • pp.819-824
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    • 2010
  • Model test was performed for new earth retention system that is a kind of truss tower with non-supported excavation. For the model test, a dimensional analysis of the full-scaled truss tower system was performed. The horizontal displacement of the wall, bending stress acting on TTS system were measured during construction simulation. From the measurements, the performance of the truss tower system was investigated.

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