• Title/Summary/Keyword: Multi-level design

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다단계 신경망을 이용한 초기 구조설계 시스템 개발 (System for Preliminary Structural Design using Multi-Level Neural Networks)

  • 김남희;장승필;이승철
    • 한국전산구조공학회논문집
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    • 제15권2호
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    • pp.261-270
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    • 2002
  • 신경망은 설계자의 경험과 통찰력과 같은 비정형적 정보에 의존하는 초기 구조설계단계의 시스템화에 매우 적합하다. 초기 구조설계단계를 시작하는 시점에서는 설계정보가 매우 적음을 생각해 볼 때, 신경망 모델은 제한적인 적은 정보를 입력으로 하고 상대적으로 훨씬 많은 출력을 가지도록 설계되어야 한다. 그러나, 이러한 상황은 신경망 학습시 학습속도, 수렴, 출력 값의 신뢰성등 여러 가지 문제점을 초래한다. 본 연구에서는 이러한 문제점을 해결하기 위하여 설계 정보가 점진적으로 증가하는 흐름을 가지고 있다는 점에 착안해서 다단계 신경망을 제시하고, 이를 토대로 사장교 초기 구조설계시스템에 대한 원형을 구현하였다. 본 연구결과 초기 구조설계단계 전체에 대해서 하나의 신경 망으로 설계하는 것 보다 다단계 신경 망으로 나누어서 동일한 작업을 수행하도록 하는 것이 훨씬 유리하다.

이산형 변수를 이용한 뼈대구조물의 다단계 최적설계 (Multi-Level Optimization for Steel Frames using Discrete Variables)

  • 조효남;민대홍;박준용
    • 한국전산구조공학회논문집
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    • 제15권3호
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    • pp.453-462
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    • 2002
  • 건설공사의 설계와 시공에서 표준화된 이산형 강재단면을 이용하고 있으나, 대부분의 최적화기법에서는 표준강재단면을 사용하기 위해 별도의 이산화 과정을 가지게 되므로 설계결과의 최적성을 보장할 수 없다. 따라서, 본 논문에서는 제안된 알고리즘의 효율성을 높이기 위해 전체구조계와 구조요소계로 나누는 다단계 알고리즘을 적용하였다 수치해석 과정의 효율성과 최적해의 정확성을 예제를 통하여 비교·검토하였다.

서비스 고정비용을 고려한 복수제품 품질시스템의 설계 (Design of A Quality System for Multi-Products with the Fixed Costs for Products Servicing)

  • 김성철
    • 한국경영과학회지
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    • 제29권4호
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    • pp.61-72
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    • 2004
  • In this paper, we design sampling inspections and service capacities simultaneously for multi-products. Particularly, we extend Kim(2003) by introducing the fixed cost of providing services. We show that, due to the fixed cost considered, the cost function of a product is no longer linear or convex in terms of the level of service provision, and the total inspection is prefered to the small level of service capacity which results in high burden of the fixed cost. And we develop a simple framework to deal with this joint design problem for a product. Also we consider the problem of allocating the given number of the total service capacities among products. A dynamic programming algorithm is developed to determine the optimal allocation which minimizes the overall total cost of the system and the optimal allocation can be obtained with the considerably smaller computations than the total number of possible allocations. The results can be used to support planning decisions and to aid the joint design of inspections and service capacities for products.

패턴설계요소기반의 디자인 분류 및 패턴탐색 알고리즘개발 - 맞춤양산형 야구복 자동패턴 설계시스템을 위한 - (Design Classification and Development of Pattern Searching Algorithm Based on Pattern Design Elements - With focus on Automatic Pattern Design System for Baseball Uniforms Manufactured under Custom-MTM System -)

  • 강인애;최경미;전정일
    • 한국의류산업학회지
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    • 제13권5호
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    • pp.734-742
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    • 2011
  • This study has been undertaken as a basic research for automatic pattern design for baseball uniforms manufactured under custom-MTM system, propose building up of a system whereby various partial patterns are combined under an automatic design system and develop a multi-combination type pattern searching algorithm which allows development of a various designs. As a result of this, type classification based on pattern design elements includes side, open, collar, facing and panel type. Design have been divided into coarse classification ranging from level 1 to 7 according to pattern design elements, based on a design distribution chart. Out of 7 such levels, 3 major types determining design which are, more specifically, level 1 sleeve type, level 2 open type and level 3 collar type, have been taken and combined to determine a total of 12 types to be used for design classification codes. Respective name of style and patterns have been coded using alphabet and numerals. Totally, pattern searching algorithm of multi-combination type has been developed whereby combination of patterns belonging to a specific style can be retrieved automatically once that style name is designated on the automatic pattern design system.

동특성 민감도 해석을 이용한 전단형 철골구조물의 다목적 다단계 최적설계 (Multi-Objective and Multi-Level Optimization for Steel Frames Using Sensitivity Analysis of Dynamic Properties)

  • Cho, Hyo-Nam;Chung, Jee-Seung;Min, Dae-Hong;Kim, Hyun-Woo
    • 한국전산구조공학회:학술대회논문집
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    • 한국전산구조공학회 1999년도 가을 학술발표회 논문집
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    • pp.333-342
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    • 1999
  • An improved optimization algorithm for multi-objective and multi-level (MO/ML) optimum design of steel frames is proposed in this paper. In order to optimize the steel frames under seismic load, two main objective functions need to be considered for minimizing the structural weight and maximizing the strain energy. For the efficiency of the proposed method, well known multi-level optimization techniques using decomposition method that separately utilizes both system-level and element-level optimizations and an artificial constraint deletion technique are incorporated in the algorithm. And also dynamic analysis is executed to evaluate the implicit function of structural strain energy at each iteration step. To save the numerical efforts, an efficient reanalysis technique through sensitivity analysis of dynamic properties is unposed in the paper. The efficiency and robustness of the improved MOML algorithm, compared with a plain MOML algorithm, is successfully demonstrated in the numerical examples.

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특징형상 변환을 이용한 B-rep모델의 다중해상도 구현 (Multi-resolutional Representation of B-rep Model Using Feature Conversion)

  • 최동혁;김태완;이건우
    • 한국CDE학회논문집
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    • 제7권2호
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    • pp.121-130
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    • 2002
  • The concept of Level Of Detail (LOD) was introduced and has been used to enhance display performance and to carry out certain engineering analysis effectively. We would like to use an adequate complexity level for each geometric model depending on specific engineering needs and purposes. Solid modeling systems are widely used in industry, and are applied to advanced applications such as virtual assembly. In addition, as the demand to share these engineering tasks through networks is emerging, the problem of building a solid model of an appropriate resolution to a given application becomes a matter of great necessity. However, current researches are mostly focused on triangular mesh models and various operators to reduce the number of triangles. So we are working on the multi-resolution of the solid model itself, rather than that of the triangular mesh model. In this paper, we propose multi-resolution representation of B-rep model by reordering and converting design features into an enclosing volume and subtractive features.

특징형상기반 다중해상도 모델링에 관한 연구 - Part II: 시스템 구현 및 상세수준 판단기준 (A Study on Feature-Based Multi-Resolution Modelling - Part II: System Implementation and Criteria for Level of Detail)

  • 이규열;이상헌
    • 한국CDE학회논문집
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    • 제10권6호
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    • pp.444-454
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    • 2005
  • Recently, the requirements of multi-resolution models of a solid model, which represent an object at multiple levels of feature detail, are increasing for engineering tasks such as analysis, network-based collaborative design, and virtual prototyping and manufacturing. The research on this area has focused on several topics: topological frameworks for representing multi-resolution solid models, criteria for the level of detail (LOD), and generation of valid models after rearrangement of features. As a solution to the feature rearrangement problem, the new concept of the effective zone of a feature is introduced in the former part of the paper. In this paper, we propose a feature-based non-manifold modeling system to provide multi-resolution models of a feature-based solid or non-manifold model on the basis of the effective feature zones. To facilitate the implementation, we introduce the class of the multi-resolution feature whose attributes contain all necessary information to build a multi-resolution solid model and extract LOD models from it. In addition, two methods are introduced to accelerate the extraction of LOD models from the multi-resolution modeling database: the one is using an NMT model, known as a merged set, to represent multi-resolution models, and the other is storing differences between adjacent LOD models to accelerate the transition to the other LOD. We also suggest the volume of the feature, regardless of feature type, as a criterion for the LOD. This criterion can be used in a wide range of applications, since there is no distinction between additive and subtractive features unlike the previous method.

Low Frequency Multi-Level Switching Strategy Based on Phase-Shift Control Methods

  • Lee, Sang-Hun;Song, Sung-Geon;Park, Sung-Jun
    • Journal of international Conference on Electrical Machines and Systems
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    • 제1권3호
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    • pp.366-371
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    • 2012
  • In this paper, we propose an electric circuit using one common-arm of H-Bridge inverters to reduce the number of switching components in the multi-level inverter combined with H-Bridge inverters and transformers. And furthermore, we suggested a new multi-level PWM inverter using PWM level to reduce THD (Total Harmonic Distortion). We use a phase-shift switching method that has the same rate of usage at each transformer. Also, we test the proposed prototype 9-level inverter to clarify the proposed electric circuit and reasonableness of the control signal for the proposed multi-level PWM inverter.

다중해상도 개념을 이용한 기계 부품의 유사성 비교 (Similarity Comparison of Mechanical Parts)

  • 홍태식;이건우;김성찬
    • 한국CDE학회논문집
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    • 제11권4호
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    • pp.315-325
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    • 2006
  • It is very often necessary to search for similar parts during designing a new product because its parts are often easily designed by modifying existing similar parts. In this way, the design time and cost can be reduced. Thus it would be nice to have an efficient similarity comparison algorithm that can be used anytime in the design process. There have been many approaches to compare shape similarity between two solids. In this paper, two parts represented in B-Rep is compared in two steps: one for overall appearances and the other for detail features. In the first step, geometric information is used in low level of detail for easy and fast pre-classification by the overall appearance. In the second step, feature information is used to compare the detail shape in high level of detail to find more similar design. To realize the idea above, a multi resolution algorithm is proposed so that a given solid is described by an overall appearance in a low resolution and by detail features in high resolution. Using this multi-resolution representation, parts can be compared based on the overall appearance first so that the number of parts to be compared in high resolution is reduced, and then detail features are investigated to retrieve the most similar part. In this way, computational time can be reduced by the fast classification in the first step while reliability can be preserved by detail comparison in the second step.

Power Conditioning for a Small-Scale PV System with Charge-Balancing Integrated Micro-Inverter

  • Manoharan, Mohana Sundar;Ahmed, Ashraf;Seo, Jung-Won;Park, Joung-Hu
    • Journal of Power Electronics
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    • 제15권5호
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    • pp.1318-1328
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    • 2015
  • The photovoltaic (PV) power conditioning system for small-scale applications has gained significant interest in the past few decades. However, the standalone mode of operation has been rarely approached. This paper presents a two-stage multi-level micro-inverter topology that considers the different operation modes. A multi-output flyback converter provides both the DC-Link voltage balancing for the multi-level inverter side and maximum power point tracking control in grid connection mode in the PV stage. A modified H-bridge multi-level inverter topology is included for the AC output stage. The multi-level inverter lowers the total harmonic distortion and overall ratings of the power semiconductor switches. The proposed micro-inverter topology can help to decrease the size and cost of the PV system. Transient analysis and controller design of this micro-inverter have been proposed for stand-alone and grid-connected modes. Finally, the system performance was verified using a 120 W hardware prototype.