• 제목/요약/키워드: Procedure Modeling

검색결과 1,039건 처리시간 0.03초

Neural Network Modeling of PECVD SiN Films and Its Optimization Using Genetic Algorithms

  • Han, Seung-Soo
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • 제1권1호
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    • pp.87-94
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    • 2001
  • Silicon nitride films grown by plasma-enhanced chemical vapor deposition (PECVD) are useful for a variety of applications, including anti-reflecting coatings in solar cells, passivation layers, dielectric layers in metal/insulator structures, and diffusion masks. PECVD systems are controlled by many operating variables, including RF power, pressure, gas flow rate, reactant composition, and substrate temperature. The wide variety of processing conditions, as well as the complex nature of particle dynamics within a plasma, makes tailoring SiN film properties very challenging, since it is difficult to determine the exact relationship between desired film properties and controllable deposition conditions. In this study, SiN PECVD modeling using optimized neural networks has been investigated. The deposition of SiN was characterized via a central composite experimental design, and data from this experiment was used to train and optimize feed-forward neural networks using the back-propagation algorithm. From these neural process models, the effect of deposition conditions on film properties has been studied. A recipe synthesis (optimization) procedure was then performed using the optimized neural network models to generate the necessary deposition conditions to obtain several novel film qualities including high charge density and long lifetime. This optimization procedure utilized genetic algorithms, hybrid combinations of genetic algorithm and Powells algorithm, and hybrid combinations of genetic algorithm and simplex algorithm. Recipes predicted by these techniques were verified by experiment, and the performance of each optimization method are compared. It was found that the hybrid combinations of genetic algorithm and simplex algorithm generated recipes produced films of superior quality.

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지뢰지대 밀도별 접촉확률 산정 모델링 방안 (Modeling Scheme for Calculating Encounter Probability Versus Minefleld Density)

  • 백두현;이상헌
    • 한국국방경영분석학회지
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    • 제35권2호
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    • pp.77-86
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    • 2009
  • 접촉확률그래프는 한 대의 차량이 지뢰지대를 임의로 통과할 때 한 발의 지뢰가 폭발될 수 있는 확률을 측정한 그래프이다. 이 지뢰지대 밀도별 접촉확률 그래프는 한국 및 미(美) 육군의 야전교범에 제시되어 있으나 실 기동에 의한 데이터인지 워게임에 의한 결과치 인지 근거가 없는 실정이다. 본 논문에서는 신뢰할 만한 자료로서 근거가 없는 접촉확률 그래프를 컴퓨터 프로그램으로 절차식 모델을 구축하여 증명한다. 구축한 프로그램으로 산출된 결과치는 접촉확률그래프에 제시된 값과 거의 유사하게 나타낸다. 따라서 본 연구에서 제시한 절차식 모델은 모델링이 요구하는 타당성 및 모델자체의 검증에 있어 충분한 조건을 갖추었으며 다수 차량의 접촉확률을 계산하는데 있어서 매우 유용하다.

중소·중견기업을 위한 사용자 친화형 웹 기반 ezSIM 플랫폼 개발 (User-friendly Web-based ezSIM Platform Development for SMBs)

  • 윤태호;박형욱;손일엽;황재순;서동우
    • 한국CDE학회논문집
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    • 제20권1호
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    • pp.65-74
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    • 2015
  • Structure and/or fluid analysis is gradually increased by an essential design process in the small and medium-sized businesses (SMBs) because of the needs for a rapid design process and the certification about the supplement of the parts by the large business (LB). In this paper, we developed the web-based ezSIM platform installed in the resources integrated system server. The ezSIM platform is based on the heterogeneous linux and windows operating system for the user-friendly connection with the part of the analysis for the SMBs. The procedure of the structure/fluid analysis service module using the public software and the license-free open code in the ezSIM platform was explained. The convenience of the ezSIM platform service was presented by the reaction rate of the graphic motion compared with that of a local PC and the solving and pre-post processing interface compared with that of the KISTI supercomputer. The web-based ezSIM platform service was identified as a useful and essential platform to the SMBs for the usage of the structure and/or fluid analysis procedure.

Small-Signal Modeling and Control of Three-Phase Bridge Boost Rectifiers under Non-Sinusoidal Conditions

  • Chang, Yuan;Jinjun, Liu;Xiaoyu, Wang;Zhaoan, Wang
    • Journal of Power Electronics
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    • 제9권5호
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    • pp.757-771
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    • 2009
  • This paper proposes a systematic approach to the modeling of the small-signal characteristics of three-phase bridge boost rectifiers under non-sinusoidal conditions. The main obstacle to the conventional synchronous d-q frame modeling approach is that it is unable to identify a steady-state under non-sinusoidal conditions. However, for most applications under non-sinusoidal conditions, the current loops of boost rectifiers are designed to have a bandwidth that is much higher than typical harmonics frequencies in order to achieve good current control for these harmonic components. Therefore a quasi-static method is applied to the proposed modeling approach. The converter small-signal characteristics developed from conventional synchronous frame modeling under different operating points are investigated and a worst case point is then located for the current loop design. Both qualitative and quantitative analyses are presented. It is observed that operating points influence the converter low frequency characteristics but hardly affect the dominant poles. The relationship between power stage parameters, system poles and zeroes is also presented which offers good support for the system design. Both the simulation and experimental results verified the analysis and proposed modeling approach. Finally, the practical case of a parallel active power filter is studied to present the modeling approach and the resultant regulator design procedure. The system performance further verifies the whole analysis.

전기철도 교류급전 시스템의 회로 모델링 및 해석기법 연구 (A Study on Electric Circuit Modeling and Analysis for AC Railway System)

  • 창상훈;김주락;홍재승;오광해;김정훈
    • 한국철도학회논문집
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    • 제3권4호
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    • pp.219-228
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    • 2000
  • This paper presents an advanced approach to simulate AC electric railway system in steady-state. The algorithm consists of two parts. One is circuit modeling of elements of electric railway system, the other is an analysis on electric circuit. The modeling procedure has two steps, in the first step, proposed is the modeling method which is considered to be an internal impedance of the autotransformers and mutual impedances between the feeding systems. For the load(locomotives) modeling which is the second step, improved results are obtained as application to the proposed constant power model compared with constant impedance model. In the analysis on electric circuit, a generalized analysis method using the loop equation has been proposed and there is no limit in the number of trains between the ATs. In addition, the computer simulation by the proposed model was practiced. Simulation result seems very reasonable. It is therefore concluded that techniques for the electric circuit modeling and analysis have been established. Accuracy of the techniques will be further investigated.

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체계적 배치(SLP)기법을 적용한 호텔주방 설비배치의 사례분석 - 조리공정을 중심으로 - (Analysis of the Case on Kitchen Equipment of Hotel Adopted Pattern Systemic Layout Planning(SLP) - Focusing on Cooking Process -)

  • 조성호
    • 한국조리학회지
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    • 제9권2호
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    • pp.98-114
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    • 2003
  • This paper is written to analyze systematically the varieties of informations about cooking stream procedure on the basis of the basic theory of installation and arrangement such as SLP(Systemic Layout Planning) and to deduce the plan for the device, installation and arrangement suitable to cooking stream procedure. Through the substantial improvement in the modeling of hotel L, the optimization of the capacity of installation and arrangement, and the reduction of food resource stream and its movement and through the analysis of cooking stream procedure by disposing and dividing the main kitchen into three individual ones, the improvement of productivity in comprehensive cookery such as the specialization and equalization of cooking procedure and improvement effect of the price-reduction. Moreover, as for the problem of arrangement of installation, it was displayed that the effect went up to twice through the flexible production-related systems such as the improvement of arrangement, reduction of cooking preparation time, the standardization of cookery.

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범용구조해석 프로그램의 수화열응력 산정기법 연구 (Reasonable Evaluation of Thermal Stress in the Hydration Heat Analysis)

  • 전세진
    • 한국콘크리트학회:학술대회논문집
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    • 한국콘크리트학회 2002년도 가을 학술발표회 논문집
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    • pp.789-794
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    • 2002
  • The relationship is investigated between material modeling of concrete and the evaluation procedure of thermal stress by the hydration heat. In this respect, some important points are suggested to which special attention should be paid to reasonably evaluate the thermal stress using the widely-used structural analysis programs. This study indicates that proper material model should be used to draw incremental stress evaluation that takes into account the change of elastic modulus with time. Some correction techniques are also presented when using the program that don't have proper built-in procedure for the calculation of the thermal stress.

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기계상태의 변화를 온라인으로 탐지하기 위한 Radial Basis 하이브리드 뉴럴네트워크 모델링 (Radial Basis Hybrid Neural Network Modeling for On-line Detection of Machine Condition Change)

  • 왕지남;김광섭;정윤성
    • 대한산업공학회지
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    • 제20권4호
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    • pp.113-134
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    • 1994
  • A radial basis hybrid neural network (RHNN) is presented for an on-line detection of machine condition change. Two-phase modeling by RHNN is designed for describing a machine condition process and for predicting future signal. A moving block procedure is also designed for detecting a process change. A fast on-line learning algorithm, the recursive least square estimation, is introduced. Experimental results showed the RHNN could be utilized efficiently for on-line machine condition monitoring.

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정사영 베이스의 형상인식에 의한 3차원 모델링에 관한 연구 (A research for 3-dimensional modeling by orthographic projection based feature recognition)

  • 이형국;반갑수;이석희
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 1991년도 한국자동제어학술회의논문집(국내학술편); KOEX, Seoul; 22-24 Oct. 1991
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    • pp.704-706
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    • 1991
  • In CAD/CAM system, many efforts are made to automate the converting process from drawling information to manufacturing Information. The most difficult step In this procedure is utilizing 2 dimensional drawing information In order to formulate 3 dimensional w&ling information. This paper emphasizes to mWe automatically series of convertirg steps which provide 3 dimensional wire frame, surface and solid modeling using feature recognition rules. With the standardization of design process and the recognition rule as preceding steps, it shows a good application tool to interface the design and manufacturing procedures in PC-Level CAD/CAM system.

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