• 제목/요약/키워드: Deterministic optimization

검색결과 225건 처리시간 0.021초

신뢰도지수와 목표성능치에 기반한 확률론적 구조설계 최적화기법에 대한 비교연구 (A Comparative Study on Reliability Index and Target Performance Measure Based Probabilistic Structural Design Optimizations)

  • 양영순;이재옥
    • 한국전산구조공학회:학술대회논문집
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    • 한국전산구조공학회 2000년도 가을 학술발표회논문집
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    • pp.32-39
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    • 2000
  • Probabilistic structural design optimization, which is characterized by the so-called probabilistic. constraints which introduce permissible probability of violation, is preferred to deterministic design optimization since unpredictable inherent uncertainties and randomness in structural and environmental properties are to be taken quantitatively into account by probabilistic design optimization. In this paper, the well-known reliability index based MPFP(Most Probable Failure Point) search approach and the newly introduced target performance measure based MPTP(Minimum Performance Target Point) search approach are summarized and compared. The present comparison focuses on the number of iterations required for the estimation of probabilistic constraints and a technique for improvement which removes exhaustive iterations is presented as well. A 10 bar truss problem is examined for this.

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해남-제주간 직류송전시스템의 비용산정을 통한 ATC계산 (Evaluation of ATC in Haenam-Cheju HVDC System Using Cost Calculation)

  • 손현일;이효상;신동준;김진오
    • 대한전기학회논문지:전력기술부문A
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    • 제54권4호
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    • pp.193-198
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    • 2005
  • As the electrical power industry is restructured, the electrical power exchange is extended. One of the key information used to determine how much power can be transferred through the network is known as available transfer capability (ATC). To calculate ATC, traditional deterministic approach is based on the severest case, but the approach has the complexity of procedure. Therefore, novel approach for ATC calculation is proposed using cost optimization in this paper Cheju Island interconnected HVDC system with mainland in KEPCO (Korean Electric Power Corporation) systems, and the demand of Cheju Island increases about 10 ($\%$) every year. To supply for increasing demand, the supply of HVDC system must be increased. This paper proposed the optimal transfer capability of HVDC system between Haenam in mainland and Cheju in Chju Island through cost optimization. The cost optimization is considered production cost in Cheju Island, wheeling charge through Haenam-Cheju HVDC system and outage cost with one depth (N-1 contingency)

Sampling-Based Sensitivity Approach to Electromagnetic Designs Utilizing Surrogate Models Combined with a Local Window

  • Choi, Nak-Sun;Kim, Dong-Wook;Choi, K.K.;Kim, Dong-Hun
    • Journal of Magnetics
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    • 제18권1호
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    • pp.74-79
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    • 2013
  • This paper proposes a sampling-based optimization method for electromagnetic design problems, where design sensitivities are obtained from the elaborate surrogate models based on the universal Kriging method and a local window concept. After inserting additional sequential samples to satisfy the certain convergence criterion, the elaborate surrogate model for each true performance function is generated within a relatively small area, called a hyper-cubic local window, with the center of a nominal design. From Jacobian matrices of the local models, the accurate design sensitivity values at the design point of interest are extracted, and so they make it possible to use deterministic search algorithms for fast search of an optimum in design space. The proposed method is applied to a mathematical problem and a loudspeaker design with constraint functions and is compared with the sensitivity-based optimization adopting the finite difference method.

Optimization of automatic power control of pulsed reactor IBR-2M in the presence of instability

  • Pepelyshev, Yu.N.;Davaasuren, Sumkhuu
    • Nuclear Engineering and Technology
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    • 제54권8호
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    • pp.2877-2882
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    • 2022
  • The paper presents the main results of computational and experimental optimization of the automatic power control system (AC) of the IBR-2M pulsed reactor in the presence of a high level of oscillatory instability. Optimization of the parameters of the AC made it possible to significantly reduce the influence of random and deterministic oscillations of reactivity on the noise of the pulse energy, as well as to sharply reduce the manifestation of the oscillatory instability of the reactor. As a result, the safety and reliability of operation of the reactor has increased substantially.

이동최소자승근사법을 이용한 개선된 신뢰도 기반 최적설계 (An Improved Reliability-Based Design Optimization using Moving Least Squares Approximation)

  • 강수창;고현무
    • 대한토목학회논문집
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    • 제29권1A호
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    • pp.45-52
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    • 2009
  • 기존의 구조물의 설계에서는 안전성 및 경제성 등을 향상시키기 위해서 시방서에 명시된 설계지침을 제약조건으로 하여 확정론적 최적설계를 수행하는 것이 일반적이다. 하지만, 구조물의 설계에는 본질적으로 재료성질, 작용하중 및 시공오차 등의 불확실성이 내포되어 있으며, 이러한 불확실성과 경제성을 동시에 고려한 설계가 보다 더 합리적인 설계라 할 수 있다. 기존의 확정론적 최적설계에서는 이러한 불확실성을 고려하기 위하여 결정론적인 안전율을 도입하여 설계하지만, 이러한 경우 각 한계상태 및 파괴모드에 대한 일관된 안전성 및 신뢰도 수준을 확보하지 못한다. 최근에 이러한 불확실성 및 경제성을 동시에 고려하는 신뢰도 기반 최적설계에 대한 연구가 수행되고 있다. 신뢰도 기반 최적설계는 확률구속조건을 평가하는 방법에 따라 RIA(reliability index approach) 및 PMA(performance measure approach)로 구분된다. 일반적으로 PMA가 RIA 보다 안정성 및 효율성 측면에서 더 우수하다는 비교연구가 수행된 바 있다. 하지만 아직도 대형구조해석을 필요로 하는 경우에는 계산비용이 과다하여 최적설계가 불가능하므로 보다 개선된 신뢰도 기반 최적설계 알고리즘이 필요하다고 할 수 있다. 본 연구에서는 계산비용을 줄이면서도 안정적으로 수렴하는 개선된 신뢰도 기반 최적설계 알고리즘을 제안한다. PMA에 적합한 응답면 기법을 개발하였으며, 한계상태식의 근사는 이동최소자승근사법을 사용하였다. 이로부터 더 적은 표본점의 추출만으로 더욱더 정확한 응답면 함수를 얻게 되어 정확도 및 효율성을 개선할 수 있었다. 수학적 문제 및 10-bar truss 문제에 대하여 제안된 방법을 적용한 결과, 수렴성 및 효율성 측면에서 우수한 성능을 보여줌을 확인하였다.

신뢰성 기반 강건 최적화를 이용한 자동채염기의 확률론적 구조설계 (Probabilistic Structure Design of Automatic Salt Collector Using Reliability Based Robust Optimization)

  • 송창용
    • 한국산업융합학회 논문집
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    • 제23권5호
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    • pp.799-807
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    • 2020
  • This paper deals with identification of probabilistic design using reliability based robust optimization in structure design of automatic salt collector. The thickness sizing variables of main structure member in the automatic salt collector were considered the random design variables including the uncertainty of corrosion that would be an inevitable hazardousness in the saltern work environment. The probabilistic constraint functions were selected from the strength performances of the automatic salt collector. The reliability based robust optimum design problem was formulated such that the random design variables were determined by minimizing the weight of the automatic salt collector subject to the probabilistic strength performance constraints evaluating from reliability analysis. Mean value reliability method and adaptive importance sampling method were applied to the reliability evaluation in the reliability based robust optimization. The three sigma level quality was considered robustness in side constraints. The probabilistic optimum design results according to the reliability analysis methods were compared to deterministic optimum design results. The reliability based robust optimization using the mean value reliability method showed the most rational results for the probabilistic optimum structure design of the automatic salt collector.

A Holistic Approach to Optimizing the Lifetime of IEEE 802.15.4/ZigBee Networks with a Deterministic Guarantee of Real-Time Flows

  • Kim, Kang-Wook;Park, Myung-Gon;Han, Junghee;Lee, Chang-Gun
    • Journal of Computing Science and Engineering
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    • 제9권2호
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    • pp.83-97
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    • 2015
  • IEEE 802.15.4 is a global standard designed for emerging applications in low-rate wireless personal area networks (LR-WPANs). The standard provides beneficial features, such as a beacon-enabled mode and guaranteed time slots for realtime data delivery. However, how to optimally operate those features is still an open issue. For the optimal operation of the features, this paper proposes a holistic optimization method that jointly optimizes three cross-related problems: cluster-tree construction, nodes' power configuration, and duty-cycle scheduling. Our holistic optimization method provides a solution for those problems so that all the real-time packets can be delivered within their deadlines in the most energy-efficient way. Our simulation study shows that compared to existing methods, our holistic optimization can guarantee the on-time delivery of all real-time packets while significantly saving energy, consequently, significantly increasing the lifetime of the network. Furthermore, we show that our holistic optimization can be extended to take advantage of the spatial reuse of a radio frequency resource among long distance nodes and, hence, significantly increase the entire network capacity.

확률조건의 근사화를 통한 효율적인 강건 최적설계 기법의 개발 (Development of an Efficient Optimization Technique for Robust Design by Approximating Probability Constratints)

  • 정도현;이병채
    • 대한기계학회논문집A
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    • 제24권12호
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    • pp.3053-3060
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    • 2000
  • Alternative formulation is presented for robust optimization problems and an efficient computational scheme for reliability estimation is proposed. Both design variables and design parameters considered as random variables about their nominal values. To ensure the robustness of objective performance a new cost function bounding the performance and a new constraint limiting the performance variation are introduced. The constraint variations are regulated by considering the probability of feasibility. Each probability constraint is transformed into a sub-optimization problem and then is resolved with the modified advanced first order second moment(AFOSM) method for computational efficiency. The proposed robust optimization method has advantages that the mean value and the variation of the performance function are controlled simultaneously and the second order sensitivity information is not required even in case of gradient based optimization. The suggested method is examined by solving three examples and the results are compared with those for deterministic case and those available in literature.

부분 구조 모드 합성법 및 유전 전략 최적화 기법을 이용한 비부합 절점을 가진 구조물의 구조변경 (Structural Dynamics Modification of Structures Having Non-Conforming Nodes Using Component Mode Synthesis and Evolution Strategies Optimization Technique)

  • 이준호;정의일;박윤식
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 2002년도 춘계학술대회논문집
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    • pp.651-659
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    • 2002
  • Component Mode Synthesis (CMS) is a dynamic substructuring technique to get an approximate eigensolutions of large degree-of-freedom structures divisible into several components. But, In practice. most of large structures are modeled by different teams of engineers. and their respective finite element models often require different mesh resolutions. As a result, the finite element substructure models can be non-conforming and/or incompatible. In this work, A hybrid version of component mode synthesis using a localized lagrange multiplier to treat the non-conforming mesh problem was derived. Evolution Strategies (ESs) is a stochastic numerical optimization technique and has shown a robust performance for solving deterministic problems. An ESs conducts its search by processing a population of solutions for an optimization problem based on principles from natural evolution. An optimization example for raising the first natural frequency of a plate structure using beam stiffeners was presented using hybrid component mode synthesis and robust evolution strategies (RES) optimization technique. In the example. the design variables are the positions and lengths of beam stiffeners.

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Evaluation of Optimal Transfer Capability in the Haenam-Jeju HVDC System Based on Cost Optimization

  • Son Hyun-Il;Kim Jin-O;Lee Hyo-Sang;Shin Dong-Joon
    • KIEE International Transactions on Power Engineering
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    • 제5A권3호
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    • pp.303-308
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    • 2005
  • The restructure of the electrical power industry is accompanied by the extension of the electrical power exchange. One of the key pieces of information used to determine how much power can be transferred through the network is known as available transfer capability (ATC). The traditional ATC deterministic approach is based on the severest case and it involves a complex procedure. Therefore, a novel approach for A TC calculation is proposed using cost optimization in this paper. The Jeju Island interconnected HVDC system has inland KEPCO (Korean Electric Power Corporation) systems, and its demand is increasing at the rate of about $\10[%]$ annually. To supply this increasing demand, the capability of the HVDC system must be enlarged. This paper proposes the optimal transfer capability of the HVDC system between Haenam in the inland and Jeju in Cheju Island through cost optimization. The cost optimization is based on generating cost in Jeju Island, transfer cost through Jeju-Haenam HVDC system and outage cost with one depth (N-1 contingency).