• 제목/요약/키워드: column generation method

검색결과 54건 처리시간 0.034초

WDM 망에서의 다중 링 설계 알고리즘 연구 (Multi-ring Design Algorithm for Survivable WDM Networks)

  • 정지복
    • 경영과학
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    • 제26권3호
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    • pp.1-9
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    • 2009
  • In this paper, we present mathematical models for the ring covering problems arising in the design of multi-ring WDM networks. Also, we present efficient algorithms to solve the suggested models. By the computational experiment, our model can solve the medium-sized networks efficiently and shows better performance than the existing heuristic method. Although we propose an efficient method for the column generation procedure, branching rule that does not destroy the column generation structure is unsolved. Further research is required to develop an effective branching rule.

나무구조를 갖는 네트워크상에서의 제한용량이 있는 입지설정문제에 관한 연구 (A Study for a Capacitated Facility Location Problem on a Tree Structured Network)

  • 조건
    • 대한산업공학회지
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    • 제27권3호
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    • pp.250-259
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    • 2001
  • Given a tree structured network in which each node has its own demand and also stands for a candidate location of a potential facility, such as plant or warehouse, a capacitated facility location problem on the network (CFLPOT) is to decide capacitated facility locations so that the total demand occurred on the network can be satisfied from those facilities with the minimum cost. In this paper, we first introduce a mixed integer programming formulation for CFLPOT with two additional assumptions, the indivisible demand assumption and the contiguity assumption and then show that it can be reformulated as a tree partitioning problem with an exponential number of variables. We then show that it can be solved in O($n^2b$) time by utilizing the limited column generation method developed by Shaw (1993), where n is the total number of nodes in the network and b is the maximum facility capacity. We also develop a depth-first dynamic programming algorithm with a running time of O(nb) for finding the locally maximal reduced cost which plays an important role in the limited column generation method. Finally, we implement our algorithms on a set of randomly generated problems and report the computational results.

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진동수주형 파력발전 시스템의 디지털 트윈 적용을 위한 불확실성 정량화 및 성능 신뢰구간 추정 연구 (A Study on Uncertainty Quantification and Performance Confidence Interval Estimation for Application to Digital Twin of Oscillating Water Column Type Wave Power Generator System)

  • 김태균;조수길;오재원;이태희
    • 한국산업융합학회 논문집
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    • 제26권3호
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    • pp.401-409
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    • 2023
  • Oscillating water column (OWC) type wave power generator system is a power generation system that uses wave energy, a sustainable and renewable energy source. Irregular cycles and wave heights act as factors that make it difficult to secure generation efficiency of the wave power generator system. Recently, research for improving power generation efficiency is being conducted by applying digital twin technology to OWC type wave energy converter system. However, digital twin using sensor data can predict erroneous performance due to uncertainty in the sensor data. Therefore, this study proposes an uncertainty analysis method for sensor data which is used in digital twin to secure the reliability of digital twin prediction results. Uncertainty quantification considering sensor data characteristics and future uncertainty information according to uncertainty propagation were derived mathematically, and confidence interval estimation was performed based on the proposed method.

L0-정규화를 이용한 Signomial 분류 기법 (Signomial Classification Method with 0-regularization)

  • 이경식
    • 산업공학
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    • 제24권2호
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    • pp.151-155
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    • 2011
  • In this study, we propose a signomial classification method with 0-regularization (0-)which seeks a sparse signomial function by solving a mixed-integer program to minimize the weighted sum of the 0-norm of the coefficient vector of the resulting function and the $L_1$-norm of loss caused by the function. $SC_0$ gives an explicit description of the resulting function with a small number of terms in the original input space, which can be used for prediction purposes as well as interpretation purposes. We present a practical implementation of $SC_0$ based on the mixed-integer programming and the column generation procedure previously proposed for the signomial classification method with $SL_1$-regularization. Computational study shows that $SC_0$ gives competitive performance compared to other widely used learning methods for classification.

파력발전용 가변수주진동장치의 운동해석 (Motion analysis of a VLCO for wave power generation)

  • 이승철;구자삼
    • 동력기계공학회지
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    • 제18권3호
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    • pp.36-41
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    • 2014
  • The structure of a variable liquid column oscillator(a VLCO) is analogous to that of the tuned liquid column damper used to suppress oscillatory motion in large structures like tall buildings and cargo ships. The VLCO is a system absorbing high kinetic energy of accelerated motions of the multiple floating bodies in the effect of air springs occurred by installation of inner air chambers. Thus, VLCO can improve the efficiency of energy than wave energy converters of the activating object type made in Pelamis Company. In this research, the experiment was performed in two models of same draft. The one is that weights were filled, and the other is that water was filled. The numerical results were estimated by assuming that do not exist internal flow, and the results were compared with the results of experiments.

Greedy Heuristic기법과 열 제조에 의한 관광버스 배차방법 (A Tour Bus Scheduling Method by Greedy Heuristic and Column Generation Techniques)

  • 박순달;장병만
    • 한국국방경영분석학회지
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    • 제13권1호
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    • pp.101-115
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    • 1987
  • This paper presents an optimization based heuristic algorithm for a tour bus scheduling problem where buses consist of various kinds of sightseeing and commutation services. First, this algorithm transforms the prolem into a vehicle routing problem on whose nodes denote trips and arcs denote connections between trips. Second, a greedy heuritic routing technique is applied to find a good feasible bus-route set. Then the greedy feasible solution is improved by the simplex method using column generation technique. The algorithm provides a better near-optimal solution which gives much reductions in the total tour distance and the number of tour buses.

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진동수주형 파력발전기의 에너지 흡수효율 해석 (Numerical Analysis on Wave Energy Absorption of OWC-type Wave Power Generation)

  • 경조현;홍사영;홍도천
    • 한국해양공학회지
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    • 제20권4호
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    • pp.64-69
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    • 2006
  • A numerical analysis is made to investigate the wave absorption efficiency of a OWC-type wave power generator. Energy absorption by an OWC(Oscillating Water Column) air-chamber is computed in regular waves, taking account of the oscillating surface-pressure, due to pressure drop, across the duct of the air chamber. The problem is formulated in the scope of potential theory and solved by the Localized Finite Element Method(LFEM), based on the classical variational principle. The efficiency of energy absorption is investigated by. changing wave conditions, sea-bottom slope and pressure drop coefficient.

방파제 부착형 파력발전시스템의 터빈설치 방법에 따른 출력특성에 관한 연구 (Study of Power Output Characteristics of Wave Energy Conversion System According to Turbine Installation Method Combined with Breakwater)

  • 이헌석;오진석
    • 한국해양공학회지
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    • 제29권4호
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    • pp.317-321
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    • 2015
  • Many kinds of generation systems have been developed to use ocean energy. Among these, with the use of an oscillating water column (OWC) for power generation is attracting attention. The OWC-type wave power generation system converts wave energy into electricity by operating a generator turbine with the oscillating water level in a column of water. There are two ways to convert wave power into electricity using an OWC. One uses a cross-flow turbine using the water level inside the OWC. The other method uses the flow of air in a Wells turbine, which depends on the water level. An experiment was carried out using a 2-D wave tank in order to minimize the number of empirical tests. The design factors were taken from Koo et al. (2012) and the experimental environment assumed by free surface motion. This paper deals with characteristics of two types of wave energy conversion systems combine with a breakwater. One model uses an air-driven Wells turbine and a cross-flow water turbine. The other type uses a cross-flow water turbine. Wave energy converters with OWCs have mostly been studied using air-driven Wells turbines. The efficiency of the cross-flow turbine was about 15% higher than that of the other model, and the water level of the OWC internal chamber for the cross-flow water turbine and air-driven Wells turbine was less than about 40% lower than the one using only the cross-flow water turbine.

진동 수주형 축대칭 부유식 파력발전장치의 성능평가 (Performance Evaluation of an Axisymmetric Floating Wave Power Device with an Oscillating Water Column in the Vertical Cylinder)

  • 박우선;정신택;최혁진;이욱재
    • 한국해안·해양공학회논문집
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    • 제30권1호
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    • pp.29-38
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    • 2018
  • 축대칭 진동수주형 부유식 파력발전의 성능을 평가하기 위하여 PTO를 고려한 선형화된 자유수면경계조건을 유도하여 유한요소 수치모델을 수립하였다. 발전효율에 영향을 미칠 것으로 판단되는 동력인출장치(PTO)가 설치되는 실린더내 수주의 공진현상과 부유체의 heave 공진현상에 직접적으로 영양을 줄 수 있는 설계변수인 실린더 및 스커트 길이, 그리고, 수심을 변화시키며 수치실험을 실시하여 발전시스템의 최적설계에 필요한 기초 자료를 확보하였다. 연구결과, 발전시스템의 효율은 실린더내 진동수주의 공진보다는 부유체의 heave 운동 공진에 지배되며, 부이 외측에 스커트를 부착함으로써 효율적으로 공진조건을 변화시킬 수 있음을 확인하였다.