• 제목/요약/키워드: Bound optimization

검색결과 209건 처리시간 0.026초

전역 최적화를 위한 B-스플라인 기반의 Branch & Bound알고리즘 (A B-spline based Branch & Bound Algorithm for Global Optimization)

  • 박상근
    • 한국CDE학회논문집
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    • 제15권1호
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    • pp.24-32
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    • 2010
  • This paper introduces a B-spline based branch & bound algorithm for global optimization. The branch & bound is a well-known algorithm paradigm for global optimization, of which key components are the subdivision scheme and the bound calculation scheme. For this, we consider the B-spline hypervolume to approximate an objective function defined in a design space. This model enables us to subdivide the design space, and to compute the upper & lower bound of each subspace where the bound calculation is based on the LHS sampling points. We also describe a search tree to represent the searching process for optimal solution, and explain iteration steps and some conditions necessary to carry out the algorithm. Finally, the performance of the proposed algorithm is examined on some test problems which would cover most difficulties faced in global optimization area. It shows that the proposed algorithm is complete algorithm not using heuristics, provides an approximate global solution within prescribed tolerances, and has the good possibility for large scale NP-hard optimization.

General AIMD with Congestion Window Upper Bound

  • Bui, Dang-Quang;Choi, Myeong-Gil;Hwang, Won-Joo
    • 한국멀티미디어학회논문지
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    • 제13권12호
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    • pp.1798-1804
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    • 2010
  • TCP with AIMD mechanism, one of the most popular protocols in internet, can solve congestion control in wired networks. This protocol, however, is not efficient in wireless networks. This paper proposes a new mechanism namely General AIMD with Congestion Window Upper Bound in which congestion window is limited by an upper bound. By applying optimization theory, we find an optimal policy for congestion window upper bound to maximize network throughput.

이산 섬유 배열각을 이용한 복합재료 적층 평판의 최적 설계 (Layup Optimization for Composite Laminates with Discrete Ply Angles)

  • 김태욱
    • 대한기계학회:학술대회논문집
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    • 대한기계학회 2001년도 춘계학술대회논문집A
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    • pp.734-739
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    • 2001
  • In this paper, an algorithm for stacking sequence optimization which deals with discrete ply angles is used for optimization of composite laminated plates. To handle discrete ply angles, the branch and bound method is modified. Numerical results show that the optimal stacking sequence is found with fewer evaluations of objective function than expected with the size of feasible region, which shows the algorithm can be effectively used for layup optimization of composite laminates..

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적층순서 최적화 알고리듬의 평가;유전 알고리듬과 분기법 (A Comparison of Stacking Sequence Optimization Schemes;Genetic Algorithm and Branch and Bound Method)

  • 김태욱;신정우
    • 대한기계학회:학술대회논문집
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    • 대한기계학회 2003년도 춘계학술대회
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    • pp.420-424
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    • 2003
  • Stacking sequence optimization needs discrete programming techniques because ply angles are limited to a fixed set of angles such as $0^{\circ},\;{\pm}45^{\circ},\;90^{\circ}$. Two typical methods are genetic algorithm and branch and bound method. The goal of this paper is to compare the methods in the light of their efficiency and performance in handling the constraints and finding the global optimum. For numerical examples, maximization of buckling load is used as objective and optimization results from each method are compared.

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비스플라인 분지한계법 기반의 전역최적화 알고리즘 개발 (Development of a Branch-and-Bound Global Optimization Based on B-spline Approximation)

  • 박상근
    • 대한기계학회논문집A
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    • 제34권2호
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    • pp.191-201
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    • 2010
  • 본 연구는 비스플라인 근사기법을 사용한 분지한계법 기반의 새로운 전역 최적화 알고리즘에 관한 것이다. 본 연구에서는 알고리즘 구성 요소 및 이들의 구현 내용에 관한 상세히 설명한다. 핵심 요소로서, 상호분리되는 부공간으로의 설계 공간의 분할 작업이 있고, 이들 분할 부공간의 한계값 계산 작업이 있는데, 이들 모두는 실수형 비스플라인 볼륨모델에 의해 구현된다. 본 연구 알고리즘은 다양한 테스트 문제들을 가지고 해의 정확성, 함수호출 회수, 알고리즘 수행시간, 메모리 사용량, 알고리즘 수렴성 등 그 계산 성능들을 평가한다. 이러한 평가 결과는 제안 알고리즘이 직관에 의존하지 않는 완전 알고리즘이며, 대용량의 최적화 문제에도 높은 가능성이 있음을 보여주는 것이다.

Unification of lower-bound analyses of the lift-and-project rank of combinatorial optimization polyhedra

  • Hong, Sung-Pil;Tuncel, Levent
    • 한국경영과학회:학술대회논문집
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    • 대한산업공학회/한국경영과학회 2004년도 춘계공동학술대회 논문집
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    • pp.107-110
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    • 2004
  • We present a unifying framework to establish a lower-bound on the number of semidefinite programming based, lift-and-project iterations (rank) for computing the convex hull of the feasible solutions of various combinatorial optimization problems. This framework is based on the maps which are commutative with the lift-and-project operators. Some special commutative maps were originally observed by $Lov{\acute{a}}sz$ and Schrijver, and have been used usually implicitly in the previous lowerbound analyses. In this paper, we formalize the lift-and-project commutative maps and propose a general framework for lower-bound analysis, in which we can recapture many of the previous lower-bound results on the lift-and-project ranks.

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Truss optimization with dynamic constraints using UECBO

  • Kaveh, A.;Ilchi Ghazaan, M.
    • Advances in Computational Design
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    • 제1권2호
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    • pp.119-138
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    • 2016
  • In this article, hybridization of enhanced colliding bodies optimization (ECBO) with upper bound strategy (UBS) that is called UECBO is proposed for optimum design of truss structures with frequency constraints. The distinct feature of the proposed algorithm is that it requires less computational time while preserving the good accuracy of the ECBO. Four truss structures with frequency limitations selected from the literature are studied to verify the viability of the algorithm. This type of problems is highly non-linear and non-convex. The numerical results show the successful performance of the UECBO algorithm in comparison to the CBO, ECBO and some other metaheuristic optimization methods.

섬유 배열각의 이산성과 물성치의 불확실성을 고려한 복합재료 적층 평판의 최적 설계 (Optimal Design of Composite Laminated Plates with the Discreteness in Ply Angles and Uncertainty in Material Properties Considered)

  • 김태욱;신효철
    • 대한기계학회논문집A
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    • 제25권3호
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    • pp.369-380
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    • 2001
  • Although extensive efforts have been devoted to the optimal design of composite laminated plates in recent years, some practical issues still need further research. Two of them are: the handling of the ply angle as either continuous or discrete; and that of the uncertainties in material properties, which were treated as continuous and ignored respectively in most researches in the past. In this paper, an algorithm for stacking sequence optimization which deals with discrete ply angles and that for thickness optimization which considers uncertainties in material properties are used for a two step optimization of composite laminated plates. In the stacking sequence optimization, the branch and bound method is modified to handle discrete variables; and in the thickness optimization, the convex modeling is used in calculating the failure criterion, given as constraint, to consider the uncertain material properties. Numerical results show that the optimal stacking sequence is found with fewer evaluations of objective function than expected with the size of feasible region taken into consideration; and the optimal thickness increases when the uncertainties of elastic moduli considered, which shows such uncertainties should not be ignored for safe and reliable designs.

Degrees of Freedom of Y Channel with Single-Antenna Users: Transmission Scheme and Beamforming Optimization

  • Long, Wei;Gao, Hui;Lv, Tiejun;Yuen, Chau
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제8권12호
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    • pp.4305-4323
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    • 2014
  • In this paper, we investigate the degrees of freedom (DOF) of the Y channel consisting of three single-antenna users and a two-antenna common access relay, where each user intends to exchange independent messages with the other two users with the assistance of the relay. We show that the DOF of this particular scenario is 1.5. In order to prove this result, we firstly derive a DOF upper bound based on cut-set bound by allowing cooperation among users, which shows that the total DOF is upper bounded by 1.5. Then we propose a novel transmission scheme based on asymmetric signal space alignment (ASSA) to demonstrate the achievability of the upper bound. Theoretical evaluation and numerical results confirm that the upper bound can be achieved by utilizing ASSA, which also proves the optimality of the ASSA-based scheme in terms of DOF. Combining the upper bound and achievability, we conclude that the exact DOF is 1.5. Moreover, we present a novel iterative joint beamforming optimization (I-JBO) algorithm to further improve the sum rate. Numerical simulations have been provided to demonstrate the convergence speed and performance advantage of the I-JBO algorithm.