• 제목/요약/키워드: Data-driven model

검색결과 660건 처리시간 0.028초

제조업종의 표준 업무프로세스 개발 연구 (A Study on Process-driven Standardization in Manufacturing Industries)

  • 김훈태;정한일;한정우;양은찬;임춘성
    • 한국전자거래학회:학술대회논문집
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    • 한국전자거래학회 2001년도 International Conference CALS/EC KOREA
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    • pp.277-288
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    • 2001
  • Nowadays, for the competitive power of an enterprise, there are many attempts to implement information system that could support business innovation by business process re-engineering. However, there is no effort to standardize the core business processes of enterprise based on standards of data, documents. These facts make it difficult to introduce and implement enterprise information system designed by business processes of the higher level. Therefore, standardization of business process by analyzing the functionality and relationships among them are important and necessary. The results of our research are summarized as process-driven standardization (standardization of core business processes) and development of a repository. In process-driven standardization, we proposed the reference model by analyzing the business processes of the leading enterprises for core business processes. The reference model focuses on core business processes, such as sales management, procurement management, production management, logistics management, and customer support in manufacturing industry. We developed a knowledge-based system as a repository for a integrated management system of business process. And this repository was built up web-based system for the purpose of both reference and management.

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새로운 Preceding Layer Driven MLP 신경회로망의 학습 모델과 그 응용 (Learning Model and Application of New Preceding Layer Driven MLP Neural Network)

  • 한효진;김동훈;정호선
    • 전자공학회논문지B
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    • 제28B권12호
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    • pp.27-37
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    • 1991
  • In this paper, the novel PLD (Preceding Layer Driven) MLP (Multi Layer Perceptron) neural network model and its learning algorithm is described. This learning algorithm is different from the conventional. This integer weights and hard limit function are used for synaptic weight values and activation function, respectively. The entire learning process is performed by layer-by-layer method. the number of layers can be varied with difficulty of training data. Since the synaptic weight values are integers, the synapse circuit can be easily implemented with CMOS. PLD MLP neural network was applied to English Characters, arbitrary waveform generation and spiral problem.

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Flight Dynamics Analyses of a Propeller-Driven Airplane (II): Building a High-Fidelity Mathematical Model and Applications

  • Kim, Chang-Joo;Kim, Sang Ho;Park, TaeSan;Park, Soo Hyung;Lee, Jae Woo;Ko, Joon Soo
    • International Journal of Aeronautical and Space Sciences
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    • 제15권4호
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    • pp.356-365
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    • 2014
  • This paper is the second in a series and aims to build a high-fidelity mathematical model for a propeller-driven airplane using the propeller's aerodynamics and inertial models, as developed in the first paper. It focuses on aerodynamic models for the fuselage, the main wing, and the stabilizers under the influence of the wake trailed from the propeller. For this, application of the vortex lattice method is proposed to reflect the propeller's wake effect on those aerodynamic surfaces. By considering the maneuvering flight states and the flow field generated by the propeller wake, the induced velocity at any point on the aerodynamic surfaces can be computed for general flight conditions. Thus, strip theory is well suited to predict the distribution of air loads over wing components and the viscous flow effect can be duly considered using the 2D aerodynamic coefficients for the airfoils used in each wing. These approaches are implemented in building a high-fidelity mathematical model for a propeller-driven airplane. Flight dynamic analysis modules for the trim, linearization, and simulation analyses were developed using the proposed techniques. The flight test results for a series of maneuvering flights with a scaled model were used for comparison with those obtained using the flight dynamics analysis modules to validate the usefulness of the present approaches. The resulting good correlations between the two data sets demonstrate that the flight characteristics of the propeller-driven airplane can be analyzed effectively through the integrated framework with the propeller and airframe aerodynamic models proposed in this study.

Eulerian-Lagrangian 다상 유동해석법에 의한 피에조인젝터의 니들-노즐유동 상관성 연구 (A Study on Relation of Needle-Nozzle Flow of Piezo-driven Injector by using Eulerian-Lagrangian Multi-phase Method)

  • 이진욱;민경덕
    • 한국자동차공학회논문집
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    • 제18권5호
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    • pp.108-114
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    • 2010
  • The injection nozzle of an electro-hydraulic injector is being opened and closed by movement of a injector's needle which is balanced by pressure at the nozzle seat and at the needle control chamber, at the opposite end of the needle. In this study, the effects of needle movement in a piezo-driven injector on unsteady cavitating flows behavior inside nozzle were investigated by cavitation numerical model based on the Eulerian-Lagrangian approach. Aimed at simulating the 3-D two-phase flow behavior, the three dimensional geometry model along the central cross-section regarding of one injection hole with real design data of a piezo-driven diesel injector has been used to simulate the cavitating flows for injection time by at fully transient simulation with cavitation model. The cavitation model incorporates many of the fundamental physical processes assumed to take place in cavitating flows. The simulations performed were both fully transient and 'pseudo' steady state, even if under steady state boundary conditions. As this research results, we found that it could analyze the effect the pressure drop to the sudden acceleration of fuel, which is due to the fastest response of needle, on the degree of cavitation existed in piezo-driven injector nozzle.

해수순환모델에 대한 최적화 방법 (An Optimization Approach to the Wind-driven Ocean Circulation Model)

  • 김종규;류청로;장선덕
    • 한국수산과학회지
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    • 제27권6호
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    • pp.787-793
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    • 1994
  • 최적해(optimal solution)를 구하는 최적화기법이 정방해양의 해수순환을 기술하는 간단한 유한차분모델에 대한 부정확한 외력 및 입력 자료 문제에 적용되어짐을 보였다. 수학적 절차는 추정된 자료 및 간단한 순압성 해수순환모델(wind-driven ocean circulation model)을 이용하여 공액경사법에 의한 최적화 방법에 기초하였다. 해는 부정확성 작용에 제약조건을 적용한 목적함수(objective function)를 최적화함으로써 발견되어지며, 이에 대한 부가제약조건(additional constraints) 수의 영향을 살펴보았다.

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A combined stochastic diffusion and mean-field model for grain growth

  • Zheng, Y.G.;Zhang, H.W.;Chen, Z.
    • Interaction and multiscale mechanics
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    • 제1권3호
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    • pp.369-379
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    • 2008
  • A combined stochastic diffusion and mean-field model is developed for a systematic study of the grain growth in a pure single-phase polycrystalline material. A corresponding Fokker-Planck continuity equation is formulated, and the interplay/competition of stochastic and curvature-driven mechanisms is investigated. Finite difference results show that the stochastic diffusion coefficient has a strong effect on the growth of small grains in the early stage in both two-dimensional columnar and three-dimensional grain systems, and the corresponding growth exponents are ~0.33 and ~0.25, respectively. With the increase in grain size, the deterministic curvature-driven mechanism becomes dominant and the growth exponent is close to 0.5. The transition ranges between these two mechanisms are about 2-26 and 2-15 nm with boundary energy of 0.01-1 J $m^{-2}$ in two- and three-dimensional systems, respectively. The grain size distribution of a three-dimensional system changes dramatically with increasing time, while it changes a little in a two-dimensional system. The grain size distribution from the combined model is consistent with experimental data available.

정규화된 논리적 데이터 모델의 생성을 위한 사건 기반 개체-관계 모델링 방법론 (An Event-Driven Entity-Relationship Modeling Method for Creating a Normalized Logical Data Model)

  • 유재건
    • 대한산업공학회지
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    • 제37권3호
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    • pp.264-270
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    • 2011
  • A new method for creating a logical data model is proposed. The logical data model developed by the method defines table, primary key, foreign key, and fields. The framework of the logical data model is constructed by modeling the relationships between events and their related entity types. The proposed method consists of a series of objective and quantitative decisions such as maximum cardinality of relationships and functional dependency between the primary key and attributes. Even beginners to database design can use the methology as long as they understand such basic concepts about relational databases as primary key, foreign key, relationship cardinality, parent-child relationship, and functional dependency. The simple and systematic approach minimizes decision errors made by a database designer. In practial database design the method creates a logical data model in Boyce-Codd normal form unless the user of the method makes a critical decision error, which is very unlikely.

상수관망 압력기반 수리해석을 위한 모의 실험시설 기반 절점의 압력-유량 관계 분석 (Experimental Analysis of Nodal Head-outflow Relationship Using a Model Water Supply Network for Pressure Driven Analysis of Water Distribution System)

  • 장동일;강기훈
    • 대한환경공학회지
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    • 제36권6호
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    • pp.421-428
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    • 2014
  • 상수관망의 수리학적 거동을 해석함에 있어 현재까지 제안된 일반적인 방법은 유량기반 수리해석(Demand Driven Analysis, DDA)과 압력기반 수리해석(Pressure Driven Analysis, PDA)이다. DDA는 상수관망이 정상적으로 운영되는 상태에서 수리해석 결과를 빠르게 제시할 수 있으며, PDA는 관파괴 및 관내 저압력 상태시 DDA 방법으로는 모의할 수 없는 각 절점의 실질적인 공급가능유량을 제시할 수 있다. PDA 수행에 있어 우선적으로 각 절점에서 특정 압력마다 공급가능유량을 산정할 수 있는 관계식(Head-Outflow Relationship, HOR)을 결정해야 한다. 기존 연구들에서는 상수관망을 구성하는 각 절점에서 HOR이 다르고 각 절점의 HOR 검증을 위해서는 현장데이터의 실측이 필요하다고 지적하였다. 또한 다중 관파괴 상황과 같이 수리학적 조건이 변경된 상태에서 각 절점의 HOR 특성을 파악하기 위해서는 모든 절점에 모니터링 시스템이 구축되어 있어야 하는 제약조건이 있다. 본 연구는 실제 상수관망 형태의 모의 상수관망을 제작하여 상수관망의 정상상태 및 현장에서 측정이 어려운 비정상상태 운영조건을 시나리오별로 구성하고 각 조건 하에서 절점들의 압력 및 유량을 실시간으로 확인하였다. 또한 측정된 실험결과와 기존 HOR 관계식을 비교 평가하여 최소 오차 결과를 보이는 HOR을 제시하였으며, 특정 절점에서 다중 관파괴 발생시 HOR 특성을 파악하였다. 이로부터 관파괴 위치가 다르거나 다중 관파괴가 발생하더라도 특정 절점의 압력(수두) 저하에 따른 공급가능유량의 축소 현상은 본래 대상 절점이 가지고 있는 지수함수 형태인 고유한 HOR을 따라 감소하는 것으로 확인되었다. 본 연구에서 실험을 통해 측정한 압력-유량 관계와 기존 HOR 식들을 비교한 결과 최소 오차를 보이는 지수함수 형태의 Wagner 등1)이 제안한 식을 최적의 HOR 관계식으로 제안하며, 해당 식의 지수 m은 3.0으로 적용할 것을 제안한다.

다층 진단 모델에 의한 광양만의 잔차류 수치 실험 (Numerical simulation of residual currents by diagnostic multi-level model in Kwangyang Bay, Korea)

  • 추효상;이병걸;이규형
    • 한국환경과학회지
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    • 제11권1호
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    • pp.41-56
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    • 2002
  • In order to estimate the quantitative roles of the tide induced residual currents, density currents and wind driven currents on the residual currents in Kwangynag Bay Korea, numerical experiments with a diagnostic multi-level model were carried out. Density currents were calculated from the temperature and salinity data observed in January, May, August and November 1998. Anti-clockwise circulations are formed at the western inner part of the bay, the location from the east of Myodo Is. to the south of POSCO Co. and the place between Yeosu peninsula and Namhae Is. from the calculation results of the tide induced residual currents. Velocities of the density currents are less than 3cm/s at the western inner part of the bay and about 5cm/s at the southern entrance of the bay. Density currents get strong in summer and weak in autumn. Wind driven currents at the surface layer flow in the directions of the given winds which are the daily mean winds when the temperature and salinity observations are carried out. In the middle and lower layers, however the wind driven currents flow in the opposite direction to the surface currents as supplementary currents. The surface wind driven currents are greater than the tide induced residual currents or the density currents. The calculated residual currents including the tide induced residual currents, density currents and wind driven currents agree with the results of the current observations approximately. In the Bay, the wind driven currents affect on the residual currents greatestly and tide induced residual currents and density currents do in the second place and the third place.

곡선형격자 삼차원 수치모형을 이용한 바람에 의한 물의 순환 (Wind-Driven Circulation Using a Curvilinear Hydrodynamic Three-Dimensional Model)

  • Lee, Hye-Keun
    • 한국해안해양공학회지
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    • 제6권1호
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    • pp.1-11
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    • 1994
  • 곡선형격자 삼차원 수치모델이 소개되며 바람에 의한 물의 순환을 계산하기 위하여 얕은 호수에서 적용되었다. 수치모델의 결과가 실측자료와 비교되었으며, 바람이 점차 증가할 때 물의 성층에 의한 효과가 좋은 계산 결과를 얻기 위하여 결정적임을 알 수 있었다. 기상자료가 불충분할 때 소위 Inverse Method가 물 표면에서 열흐름을 추정하기 위하여 사용되었다.

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