• 제목/요약/키워드: Multi-Objective Function

검색결과 447건 처리시간 0.021초

전기 기관차 중수선 시설의 설계 변수 최적화 (Optimization for the Design Parameters of Electric Locomotive Overhaul Maintenance Facility)

  • 엄인섭;천현재;이홍철
    • 한국철도학회논문집
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    • 제13권2호
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    • pp.222-228
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    • 2010
  • 전기 기관차 중수선 시설과 같이 복잡한 시스템의 설계 변수와 중요 변수 최적화는 수리적인 형태로 분석하는 것이 매우 어려운 작업이 된다. 본 논문에서는 메타 모델의 개념을 시뮬레이션 근사 모델에 적용하여 설계 변수와 중요 변수의 최적화를 수행하였다. 시뮬레이션 설계를 위하여 Critical Path 분석과 민감도 분석 수행하여 설계 변수와 실험 횟수를 줄이기 위하여 노력을 하였다. 시뮬레이션 분석은 다 목적 비선형 계획법을 구성한 후 파레토 최적해 집합을 산출하여 설계자에게 다중 대안의 해 집합을 제시하여 실제 시스템의 적용에 대한 유동성을 제공하려고 노력하였다. 본 논문에서 제시 된 기법은 열차 중수선 시설의 설계 및 분석에 있어서 시뮬레이션과 메타 모델을 이용한 하나의 방법으로 이용이 가능 할 것이다.

RSM-based MOALO optimization and cutting inserts evaluation in dry turning of AISI 4140 steel

  • Hamadi, Billel;Yallese, Mohamed Athmane;Boulanouar, Lakhdar;Nouioua, Mourad;Hammoudi, Abderazek
    • Structural Engineering and Mechanics
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    • 제84권1호
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    • pp.17-33
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    • 2022
  • An experimental study is carried out to investigate the performance of the cutting tool regarding the insert wear, surface roughness, cutting forces, cutting power and material removal rate of three coated carbides GC2015 (TiCN-Al2O3-TiN), GC4215 (Al2O3-Ti(C,N)) and GC1015 (TiN) during the dry turning of AISI4140 steel. For this purpose, a Taguchi design (L9) was adopted for the planning of the experiments, the effects of cutting parameters on the surface roughness (Ra), tangential cutting force (Fz), the cutting power (Pc) and the material removal rate (MRR) were studied using analysis of variance (ANOVA), the response surface methodology (RSM) was used for mathematical modeling, with which linear mathematical models were developed for forecasting of Ra, Fz, Pc and MRR as a function of cutting parameters (Vc, f, and ap). Then, Multi-Objective Ant Lion Optimizer (MOALO) has been implemented for multi-objective optimization which allows manufacturers to enhance the production performances of the machined parts. Furthermore, in order to characterize and quantify the flank wear of the tested tools, some machining experiments were performed for 5 minutes of turning under a depth of 0.5 mm, a feed rate of 0.08 mm/rev, and a cutting speed of 350 m/min. The wear results led to a ratio (VB-GC4215/VB-GC2015) of 2.03 and (VB-GC1015/VB-GC2015) of 4.43, thus demonstrating the efficiency of the cutting insert GC2015. Moreover, SEM analysis shows the main wear mechanisms represented by abrasion, adhesion and chipping.

혼합형 메타휴리스틱 접근법을 이용한 지속가능한 폐쇄루프 공급망 네트워크 모델: 국내 모바일폰 산업을 중심으로 (Sustainable Closed-loop Supply Chain Model using Hybrid Meta-heuristic Approach: Focusing on Domestic Mobile Phone Industry)

  • 윤영수
    • 한국산업정보학회논문지
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    • 제29권1호
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    • pp.49-62
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    • 2024
  • 본 연구는 국내 모바일폰 산업을 위한 지속가능한 폐쇄루프 공급망 (Sustainable closed-loop supply chain: SCLSC) 네트워크 모델을 제안한다. 제안된 SCLSC 네트워크 모델의 지속 가능성을 위해 경제적, 환경적, 사회적 요인들이 각각 고려된다. 이들 세 가지 요인들은 SCLSC 네트워크 모델의 각 단계에서 고려되는 설비의 구축 및 운영으로부터 발생하는 총비용 최소화, CO2 방출 총량 최소화, 사회적 영향력 최대화를 목표로 한다. 이러한 목표들은 SCLSC 네트워크의 모델링 단계에서 각각 개별적인 목적함수로 고려되어야 하기 때문에 SCLSC 네트워크 모델은 다목적 최적화 문제로 간주할 수 있다. SCLSC 네트워크 모델은 수리모델을 사용하여 표현되며, 혼합형 메타휴리스틱 접근법을 수리모델에 적용하여 그 해를 구한다. 수치실험에서는 제안된 혼합형 메타휴리스틱 접근법의 수행도가 기존의 메타휴리스틱 접근법들의 수행도와 비교된다. 실험결과는 본 연구에서 제안된 혼합형 메타휴리스틱 접근법이 기존의 메타휴리스틱 접근법들과 비교하여 더 뛰어난 수행도를 보여주는 것을 알 수 있다.

Design Optimization of Linear Synchronous Motors for Overall Improvement of Thrust, Efficiency, Power Factor and Material Consumption

  • Vaez-Zadeh, Sadegh;Hosseini, Monir Sadat
    • Journal of Power Electronics
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    • 제11권1호
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    • pp.105-111
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    • 2011
  • By having accurate knowledge of the magnetic field distribution and the thrust calculation in linear synchronous motors, assessing the performance and optimization of the motor design are possible. In this paper, after carrying out a performance analysis of a single-sided wound secondary linear synchronous motor by varying the motor design parameters in a layer model and a d-q model, machine single- and multi-objective design optimizations are carried out to improve the thrust density of the motor based on the motor weight and the motor efficiency multiplied by its power factor by defining various objective functions including a flexible objective function. A genetic algorithm is employed to search for the optimal design. The results confirm that an overall improvement in the thrust mean, efficiency multiplied by the power factor, and thrust to the motor weight ratio are obtained. Several design conclusions are drawn from the motor analysis and the design optimization. Finally, a finite element analysis is employed to evaluate the effectiveness of the employed machine models and the proposed optimization method.

반응표면법을 이용한 다익 홴/스크롤 시스템의 설부에 대한 형상 최적화 (Shape Optimization of Cut-Off in a Multi-blade Fan/Scroll System Using Response Surface Method)

  • 한석영;맹주성;황영민
    • 한국자동차공학회논문집
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    • 제11권1호
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    • pp.225-231
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    • 2003
  • In order to improve efficiency of a system with three-dimensional flow characteristics, this paper presents a new method that overcomes three-dimensional effects by using two-dimensional CFD and response surface method. The method was applied to shape optimization of cut-off in a multi-blade fan/scroll system. As the entrance conditions of two-dimensional CFD, the experimental values at the positions out of the inactive zone were used. In order to examine the validity of the two-dimensional CFD the distributions of velocity and pressure obtained by two-dimensional CFD were compared with those of three-dimensional CFD and experimental results. It was found that the distributions of velocity and pressure show qualitatively similarity. The results of two-dimensional CFD were used for constructing the objective function with design variables using response surface method. The optimal angle and radius of cut-off were determined as $72.4^{\circ}$ and 0.092 times the outer diameter of impeller, respectively. It is quantified the previous report that the optimal angle and radius of cut-off are approximately $72^{\circ}$ and 0.08 times the outer diameter of impeller, respectively.

상용압연 형강을 이용한 콘크리트 합성거더의 다단계 긴장력 최적설계 (Optimal Tension Forces of Multi-step Prestressed Composite Girders Using Commercial Rolled Beams)

  • 신영석;정흥시;김영우;박재만
    • 한국전산구조공학회논문집
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    • 제19권2호
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    • pp.115-124
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    • 2006
  • 본 연구에서는 상용 압연형강과 콘크리트 합성거더인 PSSC(Prestressed Steel and Concrete) 거더의 1, 2차 긴장력과 활하중을 최적설계 하였다. 다단계 긴장에 따른 1, 2차 긴장력과 활하중을 설계변수로 삼았으며, 최종 활하중을 목적함수로 정하였다. 시공단계에 따른 강주형, 충전 콘크리트, 슬래브의 상연과 하연의 허용응력을 설계 조건으로 하였다. 설계 최적화는 상용 프로그램 Matlab의 최적화 모듈을 이용하여 수행되었다. 형고의 변화, 콘크리트 압축강도의 변화, 헌치 높이의 변화 등 다양한 조건에 빠른 최적 설계를 시도하였고, 연구 결과로부터 강선배치, 콘크리트 압측강도 등이 설계에 큰 영향을 미치는 것을 알 수 있었다.

KNOWLEDGE-BASED BOUNDARY EXTRACTION OF MULTI-CLASSES OBJECTS

  • Park, Hae-Chul;Shin, Ho-Chul;Lee, Jin-Sung;Cho, Ju-Hyun;Kim, Seong-Dae
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 2003년도 하계종합학술대회 논문집 Ⅳ
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    • pp.1968-1971
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    • 2003
  • We propose a knowledge-based algorithm for extracting an object boundary from low-quality image like the forward looking infrared image. With the multi-classes training data set, the global shape is modeled by multispace KL(MKL)[1] and curvature model. And the objective function for fitting the deformable boundary template represented by the shape model to true boundary in an input image is formulated by Bales rule. Simulation results show that our method has more accurateness in case of multi-classes training set and performs better in the sense of computation cost than point distribution model(PDM)[2]. It works well in distortion under the noise, pose variation and some kinds of occlusions.

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GA와 AHP를 이용한 실내 디자인과 벽체 성능 최적화 방법에 관한 연구 (A Study on the Interior Design and Wall Performance Optimizing Method by Using GA and AHP)

  • 진경일;이경회
    • 한국실내디자인학회논문집
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    • 제29호
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    • pp.86-93
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    • 2001
  • This study presents about the method of alternatives selection by considering wall performance and interior design. Wall is selected fur the object and 3 items of cost, performance, and design as the objective function for optimizing are determined. Thus the wall performance selected problems, which are improvement of insulation performance, sweaty prevention, sound insulation performance and design selected problems, which is satisfactory Improvement of users about Interior design. It is important to select alternatives that can satisfy the performance and design on the capital given as much as possible. But quantitative problem such as performance or expanses and qualitative problem such as design are not in the same dimension. Therefore this problem is a multi-criteria optimization problem and also has used AHP method as the method to solve these. Moreover GA is used to solve a problem of the alternatives occurrence, which is the characteristic of multi-criteria problem. This study presents the solution method on multi-criteria problem that has been mix loaded of quantitative problem and qualitative problem by using AHP(Analytic Hierarchy Process) and GA(Genetic Algorithm).

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Study on Design Research using Semantic Network Analysis

  • Chung, Jaehee;Nah, Ken;Kim, Sungbum
    • 대한인간공학회지
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    • 제34권6호
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    • pp.563-581
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    • 2015
  • Objective: This study was conducted to investigate the potential of sematic network analysis for design research. Background: As HCD (Human-Centered Design) was emphasized, lots of design research methodologies were developed and used in order to find user needs. However, it is still difficult to discover users' latent needs. This study suggests the semantic network analysis as a complementary means for design research, and proved its potential through the practical application, which compares multi-screen purchase and usage behaviors between America and China. Method: We conducted an in-depth interview with 32 consumers from USA and China, and analyzed interview texts through semantic network analysis. Cross cultural differences in purchase and usage behaviors were investigated, based on measuring centrality and community modularity of devices, functions, key buying factors and brands. Results: Americans use more services and functions in the multi-screen environment, compared to Chinese. As a device substitutes other devices, traditional boundaries of the devices are disappearing in the USA. Americans consider function to recall Apple, but Chinese consider function, design and brand to recall Apple, Sony and Samsung as an important brand at the time of their purchase. Conclusion: This study shows the potential of semantic network analysis for design research through the practical application. Semantic network analysis presents how the concepts regarding a theme are structured in the cognitive map of users with visual images and quantitative data. Therefore, it can complement the qualitative analysis of the existing design research. Application: As the design environment becomes more and more complicated like multi-screen environment, semantic network analysis, which is able to provide design insights in the intuitive and holistic perspective, will be acknowledged as an effective tool for further design research.

다하중 경우를 가지는 단순 지지된 깊은 보의 위상최적화에 대한 경험 (An Experience on the Topology Optimization of Simply Supported Deep Beam Structure with Multi-Load Cases)

  • 이상진;박경임
    • 한국공간구조학회논문집
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    • 제5권3호
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    • pp.83-89
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    • 2005
  • 이 논문은 여러 개의 집중하중을 받는 깊은 보의 최적위상을 조사 분석하고 그 결과를 기술하였다. 본 연구에서는 최소화해야하는 변형에너지를 목적함수로 가정하고 구조물의 초기부피를 제약함수로 사용하였다. 물질내부에 존재하는 구멍의 크기를 조절하기 위하여 최적정기준법을 바탕으로 한 크기조절알고리듬을 도입하였다. 수치해석을 통하여 길은 보의 최적위상과 관련한 위상최적화 파라미터의 민감도를 조사하였고, 필터링과정이 최적위상에 끼치는 영향을 심도 있게 조사하였다. 수치해석결과로부터 깊은 보의 최적위상은 최적화 파라미터와 깊은 연관되어 있고 필터링과정이 최적위상을 찾는데 매우 중요한 역할을 하는 것으로 나타났다.

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