• 제목/요약/키워드: Nonlinear integer programming

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A FILLED FUNCTION METHOD FOR BOX CONSTRAINED NONLINEAR INTEGER PROGRAMMING

  • Lin, Youjiang;Yang, Yongjian
    • 대한수학회지
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    • 제48권5호
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    • pp.985-999
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    • 2011
  • A new filled function method is presented in this paper to solve box-constrained nonlinear integer programming problems. It is shown that for a given non-global local minimizer, a better local minimizer can be obtained by local search starting from an improved initial point which is obtained by locally solving a box-constrained integer programming problem. Several illustrative numerical examples are reported to show the efficiency of the present method.

비선형 최적화 문제의 해결을 위한 정수계획법과 이웃해 탐색 기법의 결합 (Integration of Integer Programming and Neighborhood Search Algorithm for Solving a Nonlinear Optimization Problem)

  • 황준하
    • 한국컴퓨터정보학회논문지
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    • 제14권2호
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    • pp.27-35
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    • 2009
  • 정수계획법은 조합 최적화 문제의 최적해를 매우 효과적으로 탐색할 수 있는 기법인 반면에 대상 문제가 선형적으로 표현되어야만 적용이 가능하다는 단점이 있다. 본 논문에서는 정수계획 법의 뛰어난 탐색 능력과 이웃해 탐색 기법의 유연성을 결합함으로써 비선형 최적화 문제를 효과적으로 해결하는 방안을 제시하고 있다. 먼저 1단계에서는 주어진 문제로부터 선형적으로 표현 가능한 부문제만을 대상으로 정수계획 법을 적용한다. 2단계에서는 전체 문제를 대상으로 이웃해 탐색 기법을 적용하되 1단계의 결과를 초기해로 설정한 후 탐색을 수행한다. 비선형 최대 커버링 문제를 대상으로 한 실험 결과, 이와 같은 간단한 결합만으로도 이웃해 탐색 기법만을 적용했을 때보다 훨씬 좋은 해를 도출할 수 있음을 확인하였다. 이는 기본적으로 정수계획법의 탁월한 성능에 기인한 것으로 판단된다.

선박 구조물의 진동 최적화를 위한 비선형 정수 계획법의 적용 (Application of Nonlinear Integer Programming for Vibration Optimization of Ship Structure)

  • 공영모;최수현;송진대;양보석
    • 대한조선학회논문집
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    • 제42권6호
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    • pp.654-665
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    • 2005
  • In this paper, we present a non-linear integer programming by genetic algorithm (GA) for available sizes of stiffener or thickness of plate in a job site. GA can rapidly search for the approximate global optimum under complicated design environment such as ship. Meanwhile it can handle the optimization problem involving discrete design variable. However, there are many parameters have to be set for GA, which greatly affect the accuracy and calculation time of optimum solution. The setting process is hard for users, and there are no rules to decide these parameters. In order to overcome these demerits, the optimization for these parameters has been also conducted using GA itself. Also it is proved that the parameters are optimal values by the trial function. Finally, we applied this method to compass deck of ship where the vibration problem is frequently occurred to verify the validity and usefulness of nonlinear integer programming.

ON SYMMETRIC DUALITY IN NONDIFFERENTIABLE MATHEMATICAL PROGRAMMING WITH F-CONVEXITY

  • AHMAD I.;HUSAIN Z.
    • Journal of applied mathematics & informatics
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    • 제19권1_2호
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    • pp.371-384
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    • 2005
  • Usual symmetric duality results are proved for Wolfe and Mond-Weir type nondifferentiable nonlinear symmetric dual programs under F-convexity F-concavity and F-pseudoconvexity F-pseudoconcavity assumptions. These duality results are then used to formulate Wolfe and Mond-Weir type nondifferentiable minimax mixed integer dual programs and symmetric duality theorems are established. Moreover, nondifferentiable fractional symmetric dual programs are studied by using the above programs.

혼합 정수 비선형 계획법 기반 토공사 최적 장비 선정 방법 제시 (A Mixed Integer Nonlinear Programming Approach towards Optimal Earthmoving Equipment Selection)

  • 고용호;키앙;이수민;신도형;한승우
    • 한국건축시공학회:학술대회논문집
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    • 한국건축시공학회 2023년도 봄 학술논문 발표대회
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    • pp.223-224
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    • 2023
  • Optimal fleet management in the planning stage is one of the most critical activities that guarantee successful construction projects. In South Korea, the construction standard production rate database (CSPRD) is normally employed. However, when it comes to a trade-off problem that involves decision-making on optimal sets of equipment to perform a certain task, the method will require the planners' in-depth knowledge and experience regarding the target process and a time consuming estimation of the performance of every possible scenario must be conducted for the deduction of the optimal fleet management. On this account, this research paper proposes a lightweight method of using mixed integer nonlinear programming (MINLP) in multi-objective problems based on CSPRD-based mathematical equations to assist planners in the preplanning stage of choosing the optimal sets of types and size machinery to efficiently arrange the construction scheduling and budgeting.

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혼합정수 선형계획법 기반의 비선형 패턴 분류 기법 (An MILP Approach to a Nonlinear Pattern Classification of Data)

  • 김광수;류홍서
    • 대한산업공학회지
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    • 제32권2호
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    • pp.74-81
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    • 2006
  • In this paper, we deal with the separation of data by concurrently determined, piecewise nonlinear discriminant functions. Toward the end, we develop a new $l_1$-distance norm error metric and cast the problem as a mixed 0-1 integer and linear programming (MILP) model. Given a finite number of discriminant functions as an input, the proposed model considers the synergy as well as the individual role of the functions involved and implements a simplest nonlinear decision surface that best separates the data on hand. Hence, exploiting powerful MILP solvers, the model efficiently analyzes any given data set for its piecewise nonlinear separability. The classification of four sets of artificial data demonstrates the aforementioned strength of the proposed model. Classification results on five machine learning benchmark databases prove that the data separation via the proposed MILP model is an effective supervised learning methodology that compares quite favorably to well-established learning methodologies.

다목적 비선형 혼합정수계획법을 이용한 셀 형성 (Cell Formation Using Fuzzy Multiobjective Nonlinear Mixed-integer Programming)

  • 오명진
    • 산업경영시스템학회지
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    • 제23권61호
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    • pp.41-50
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    • 2000
  • Cell formation(CF) Is to group parts with similar geometry, function, material and process into part families, and the corresponding machines into machine cells. Cell formation solutions often contain exceptional elements(EEs). Also, the following objective functions - minimizing the total costs of dealing with exceptional elements and maximizing total similarity coefficients between parts - have been used in CF modeling. Thus, multiobjective programming approach can be developed to model cell formation problems with two conflicting objective functions. This paper presents an effective cell formation method with fuzzy multiobjective nonlinear mixed-integer programming simultaneously to form machine cells and to minimize the cost of eliminating EEs.

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혼합정수선형계획법을 이용한 다수 이종 근접 방어 시스템의 최적 무장 할당 (Optimal Weapon-Target Assignment of Multiple Dissimilar Closed-In Weapon Systems Using Mixed Integer Linear Programming)

  • 노희건;오영재;탁민제;정영란
    • 한국항공우주학회지
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    • 제47권11호
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    • pp.787-794
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    • 2019
  • 본 논문에서는 다수 이종 근접 방어 시스템(Closed-In Weapon System, CIWS)의 최적 무장 할당 문제를 제시하고, 이를 혼합정수선형계획법(Mixed Integer Linear Programming, MILP)으로 변형해 해결하는 기법을 제안한다. 일반적인 무장 할당 문제의 경우 다양한 경우의 수를 고려해야하기 때문에 계산 시간이 기하급수적으로 증가하는 경우가 잦다. 하지만 주어진 문제를 MILP와 같은 혼합정수 최적화 문제로 변형하면 준실시간 내에 전역 최적해를 찾을 수 있다. 본 논문에서는 다수 위협이 각각 다른 시점에 다른 방향에서 방어 자산을 공격하는 상황을 고려한다. 또한, 제원이 다른 다수 CIWS를 동시 운용하는 경우를 추가로 고려한다. 본 논문에서는 이와 같은 문제 상황을 비선형 혼합정수계획 문제로 정식화하고, 이를 MILP로 변형하는 기법을 제시하였다. 또한, 이를 상용 최적화 프로그램으로 구현해 최적화 성능을 검증하였다.

다제약식하에서의 최적중복설계에 관한 연구 (Redundancy Optimization under Multiple Constraints)

  • 윤덕균
    • 한국국방경영분석학회지
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    • 제11권2호
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    • pp.53-63
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    • 1985
  • This paper presents a multi-costraint optimization model for redundant system reliability. The optimization model is usually formulated as a nonlinear integer programming (NIP) problem. This paper reformulates the NIP problem into a linear integer programming (LIP) problem. Then an efficient 'Branch and Straddle' algorithm is proposed to solve the LIP problem. The efficiency of this algorithm stems from the simultaneous handling of multiple variables, unlike in ordinary branch and bound algorithms. A numerical example is given to illustrate this algorithm.

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Modeling Optimal Lane Configuration at the Toll Plaza by Nonlinear Integer Programming Incorporated with an M/G/1 Queueing Process

  • Kim, Seong-Moon
    • 한국경영과학회:학술대회논문집
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    • 한국경영과학회 2006년도 추계학술대회
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    • pp.403-406
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    • 2006
  • This paper provides an M/G/1 queueing model for the operations management problem at the toll plaza. This queueing process is incorporated with two non-linear integer programming models - the user cost minimization model during the peak times and the operating cost minimization model during the off-peak hours.

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