• 제목/요약/키워드: optimal sequential method

검색결과 215건 처리시간 0.032초

신흥 기술의 단계적 벤치마킹을 위한 SOM, DEA와 AHP 방법의 순차 활용 (Sequential use of SOM, DEA and AHP method for the stepwise benchmarking of emerging technology)

  • Yu, Peng;Lee, Jang Hee
    • 지식경영연구
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    • 제13권5호
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    • pp.43-64
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    • 2012
  • Emerging technologies have significant implications in establishing competitive advantages and are characterized by continuous rapid development. Efficient benchmarking is more and more important in the development of emerging technologies. Similar input level and importance are two necessary criteria need to be considered for emerging technology's benchmarking. In this study, we proposed a sequential use of self-organizing map(SOM), data envelopment analysis(DEA) and analytical hierarchy process(AHP) method for the stepwise benchmarking of emerging technology. The proposed method uses two-level SOM to cluster the emerging technologies with similar required input levels together, then, in each cluster, uses DEA-BCC model to evaluate the efficiencies of the emerging technologies and do tier analysis to form tiers. On each tier, AHP rating method is used to calculate each emerging technology's importance priority. The optimal benchmarking path of each cluster is established by connecting the emerging technologies with the highest importance priority. In order to validate the proposed method, we apply it to a case of biotechnology. The result shows the proposed method can overcome difficulties in benchmarking, select suitable benchmarking targets and make the benchmarking process more efficient and reasonable.

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Optimal Design of a Squeeze Film Damper Using an Enhanced Genetic Algorithm

  • Ahn, Young-Kong;Kim, Young-Chan;Yang, Bo-Suk
    • Journal of Mechanical Science and Technology
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    • 제17권12호
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    • pp.1938-1948
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    • 2003
  • This paper represents that an enhanced genetic algorithm (EGA) is applied to optimal design of a squeeze film damper (SFD) to minimize the maximum transmitted load between the bearing and foundation in the operational speed range. A general genetic algorithm (GA) is well known as a useful global optimization technique for complex and nonlinear optimization problems. The EGA consists of the GA to optimize multi-modal functions and the simplex method to search intensively the candidate solutions by the GA for optimal solutions. The performance of the EGA with a benchmark function is compared to them by the IGA (Immune-Genetic Algorithm) and SQP (Sequential Quadratic Programming). The radius, length and radial clearance of the SFD are defined as the design parameters. The objective function is the minimization of a maximum transmitted load of a flexible rotor system with the nonlinear SFDs in the operating speed range. The effectiveness of the EGA for the optimal design of the SFD is discussed from a numerical example.

개선된 도달 함수를 이용한 동적 Pfair 스케줄링 (Dynamic Pfair Scheduling Using an Improved Reach Function)

  • 박현선;김인국
    • 한국인터넷방송통신학회논문지
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    • 제11권1호
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    • pp.165-170
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    • 2011
  • Pfair 알고리즘은 다중 프로세서 환경에서 경성 실시간 태스크 집합을 스케줄링 하는 최적 알고리즘인데, 고정된 퀀텀 크기를 기반으로 한다. 최근 mode change 환경에서 도달 함수를 이용하여 최적 퀀텀을 동적으로 결정하는 방법들이 제안되었는데, 이 방법들에서는 최적 퀀텀을 구하기 위해 순차 탐색을 해야 되는 경우가 많이 발생하였다. 본 논문에서는 개선된 도달 함수를 이용하여 최적 퀀텀을 보다 빠르게 구할 수 있는 새로운 방법을 제안하였다.

계통 혼잡처리를 위한 Phase-Shifting Transformers의 최적 위치 선정 (Optimal Placement Design of Phase-Shifting Transformers for Power System Congestion Problems)

  • 김규호;송경빈
    • 대한전기학회논문지:전력기술부문A
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    • 제54권12호
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    • pp.567-572
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    • 2005
  • This paper presents a scheme to design optimal placement of phase-shifting transformers for power system congestion problems. A good design of phase-shifting transformers placement can improve total transfer capability in interconnected systems. In order to find the optimal placement of phase-shifting transformers, the power flows of the interesting transmission lines are evaluated using sequential quadratic programming technique. This algorithm considers power balance equations and security constraints such as voltage magnitudes and transmission line capacities. The proposed scheme is tested in 10 machines 39 buses and IEEE 57 buses systems. Test result shows that the proposed method can find the optimal placement of phase-shifting transformers to solver power system congestion problems.

Elastic modulus in large concrete structures by a sequential hypothesis testing procedure applied to impulse method data

  • Antonaci, Paola;Bocca, Pietro G.;Sellone, Fabrizio
    • Structural Engineering and Mechanics
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    • 제26권5호
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    • pp.499-516
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    • 2007
  • An experimental method denoted as Impulse Method is proposed as a cost-effective non-destructive technique for the on-site evaluation of concrete elastic modulus in existing structures: on the basis of Hertz's quasi-static theory of elastic impact and with the aid of a simple portable testing equipment, it makes it possible to collect series of local measurements of the elastic modulus in an easy way and in a very short time. A Hypothesis Testing procedure is developed in order to provide a statistical tool for processing the data collected by means of the Impulse Method and assessing the possible occurrence of significant variations in the elastic modulus without exceeding some prescribed error probabilities. It is based on a particular formulation of the renowned sequential probability ratio test and reveals to be optimal with respect to the error probabilities and the required number of observations, thus further improving the time-effectiveness of the Impulse Method. The results of an experimental investigation on different types of plain concrete prove the validity of the Impulse Method in estimating the unknown value of the elastic modulus and attest the effectiveness of the proposed Hypothesis Testing procedure in identifying significant variations in the elastic modulus.

Choosing an optimal connecting place of a nuclear power plant to a power system using Monte Carlo and LHS methods

  • Kiomarsi, Farshid;Shojaei, Ali Asghar;Soltani, Sepehr
    • Nuclear Engineering and Technology
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    • 제52권7호
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    • pp.1587-1596
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    • 2020
  • The location selection for nuclear power plants (NPP) is a strategic decision, which has significant impact operation of the plant and sustainable development of the region. Further, the ranking of the alternative locations and selection of the most suitable and efficient locations for NPPs is an important multi-criteria decision-making problem. In this paper, the non-sequential Monte Carlo probabilistic method and the Latin hypercube sampling probabilistic method are used to evaluate and select the optimal locations for NPP. These locations are identified by the power plant's onsite loads and the average of the lowest number of relay protection after the NPP's trip, based on electricity considerations. The results obtained from the proposed method indicate that in selecting the optimal location for an NPP after a power plant trip with the purpose of internal onsite loads of the power plant and the average of the lowest number of relay protection power system, on the IEEE RTS 24-bus system network given. This paper provides an effective and systematic study of the decision-making process for evaluating and selecting optimal locations for an NPP.

고속 Ro-Pax선형의 조파저항성능 향상을 위한 최적 선형설계에 관한 연구 (Study for Optimal Hull Form Design of a High Speed Ro-Pax Ship on Wave-making Resistance Performance)

  • 박동우;최희종
    • 한국항해항만학회지
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    • 제36권10호
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    • pp.787-793
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    • 2012
  • 최적화기법과 선형변환 자동화기법을 도입하여 고속 중형 Ro-Pax선박의 조파저항성능을 향상시킬 수 있는 선형설계방법에 대하여 연구하였다. 최적화기법으로는 SQP(sequential quadratic programming)을 적용하였으며, 선형변환 자동화기법으로는 NURBS(Non-Uniform Rational B-Spline)기법을 적용하였다. 목적함수인 선박의 조파저항성능을 예측하기 위하여 비선형 자유수면 경계조건과 선체의 침하량을 고려한 비점성 유동 해석 기법인 패널법을 적용하였다. 기준선형에 대하여 선형최적화를 수행하였으며 그 결과로 도출된 최적선형에 대하여 모형선을 제작하여 모형시험을 수행하였다. 기준선형과 최적선형에 대한 수치해석을 수행하여 얻은 결과와 최적선형에 대한 모형시험을 수행하여 얻은 결과를 서로 비교하였다.

엇갈린 핀 배열을 갖는 평판 열교환기의 최적 설계 (Design Optimization of Plate Heat Exchanger with Staggered Pin Arrays)

  • 박경우;최동훈;이관수;장규호
    • 대한기계학회:학술대회논문집
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    • 대한기계학회 2003년도 춘계학술대회
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    • pp.1441-1446
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    • 2003
  • The design optimization of the plate heat exchanger with staggered pin arrays for a fixed volume is performed numerically. The flow and thermal fields are assumed to be a streamwise-periodic flow and heat transfer with constant wall temperature and they are solved by using the finite volume method. The optimization is carried out by using the sequential linear programming (SLP) method and the weighting method is used for solving the multi-objective problem. The results show that the optimal design variables for the weighting coefficient of 0.5 are as follows; S=6.497mm, P=5.496mm, $D_1=0.689mm$, and $D_2=2.396mm$. The Pareto optimal solutions are also presented.

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동적임계값을 이용한 인덱싱 알고리즘 (Indexing Algorithm Using Dynamic Threshold)

  • 이문우;박종운;장종환
    • 한국컴퓨터산업학회논문지
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    • 제2권3호
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    • pp.389-396
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    • 2001
  • 압축된 동영상에서 인덱싱을 위한 장면전환 검출기법에서 기존의 방법들은 실험에 의한 고정 임계값을 설정하여 임계값 보다 크면 장면전환이라고 판단해왔다. 기존의 고정 임계값을 적용시켰을 때는 플래쉬나 카메라 움직임 등에 의한 오검출이 많은 문제점이 있었다. 본 논문에서는 장면 전환 검출을 위한 임계값을 동영상 특성 중, 장면전환점간격을 이용하여 임계값을 동적으로 변화시키는 방법이며, 고정 임계값을 사용하는 경우보다 오검출을 줄이는 향상된 장면전환 검출기법을 제안한다. 실험에서는 동영상 특성을 통계적으로 분석하여, 기존의 고정임계값과 제안한 동적임계값을 사용한 결과 값을 비교분석 하였다. 제안한 방법은 기존의 방법보다 30%정도 오검출이 줄었다.

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다수목적을 위한 2단계 실험 (Two-Stage Experimental Design for Multiple Objectives)

  • 장대흥;김영일
    • 응용통계연구
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    • 제28권1호
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    • pp.93-102
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    • 2015
  • D-최적 등을 위시한 최적실험은 비선형모형인 경우 추정을 하여야할 모수에 의존하는 문제점이 존재한다. 따라서 기본적으로 문헌에서는 모수추정을 위해서는 순차실험을 제안한다. 본 연구에서는 2단계 실험설계를 모수추정의 사례를 포함한 다양한 환경 하에서의 사용방법을 알아보았다. 본 연구에서 제안한 내용은 단계의 수나 구체적인 실험기준의 숫자에 상관없이 적용되는 범용적인 기준이다. 본 연구는 2단계 실험에서 3개 이상의 실험목적을 가지고 있는 경우 하이브리드(hybrid)방법을 제안하였다. 모든 실험은 근사실험설계의 형태로 논의되었다.