• 제목/요약/키워드: Hub Location Problem

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공생 진화알고리듬을 이용한 확장된 hub-and-spoke 수송네트워크 설계 (Extended Hub-and-spoke Transportation Network Design using a Symbiotic Evolutionary Algorithm)

  • 신경석;김여근
    • 한국경영과학회지
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    • 제31권2호
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    • pp.141-155
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    • 2006
  • In this paper, we address an extended hub-and-spoke transportation network design problem (EHSNP). In the existing hub location problems, the location and number of spokes, and shipments on spokes are given as input data. These may, however, be viewed as the variables according to the areas which they cover. Also, the vehicle routing in each spoke needs to be considered to estimate the network cost more correctly. The EHSNP is a problem of finding the location of hubs and spokes, and pickup/delivery routes from each spoke, while minimizing the total related transportation cost in the network. The EHSNP is an integrated problem that consists of several interrelated sub-problems. To solve EHSNP, we present an approach based on a symbiotic evolutionary algorithm (symbiotic EA), which are known as an efficient tool to solve complex integrated optimization problems. First, we propose a framework of symbiotic EA for EHSNP and its genetic elements suitable for each sub-problem. To analyze the proposed algorithm, the extensive experiments are performed with various test-bed problems. The results show that the proposed algorithm is promising in solving the EHSNP.

ATM 교환기의 위치 선정 문제에 관한 연구 (Algorithm for the ATM Switching Node Location Problem)

  • 김덕성;이경식;박성수;박경철
    • 한국경영과학회지
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    • 제24권3호
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    • pp.93-107
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    • 1999
  • We consider the development of an integer programming model and algorithm for the ATM switching node location problem. There are two kinds of facilities, hub facilities and remote facilities, with different capacities and installation costs. Each customer needs to be connected to one or more hub facilities via remote facilities, where the hub(remote) facilities need to be installed at the same candidate installation site of hub(remote) facility. We are given a set of customers with each demand requirements, a set of candidate installation sites of facilities, and connection costs between facilities, We need to determine the locations to place facilities, the number of facilities for each selected location, the set of customers who are connected to each installed hub facilities via installed remote facilities with minimum costs, while satisfying demand requirements of each customer. We formulate this problem as a general integer programming problem and solve it to optimality. In this paper, we develop a branch-and-cut algorithm with path variables. In the algorithm, we consider the integer knapsack polytope and derive valid inequalities. Computational experiments show that the algorithm works well in the real world situation. The results of this research can be used to develop optimization algorithms to solve capacitated facility location problems.

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용량제한과 직접수송이 있는 Hub-and-Spoke 네트워크 설계: 진화알고리듬 기반의 접근법에 의해 (A Design of Capacitated Hub-and-Spoke Networks with Direct Shipment: Evolutionary Algorithm based Approach)

  • 이현수;신경석;김여근
    • 대한산업공학회지
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    • 제31권4호
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    • pp.303-315
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    • 2005
  • In this paper we address a design problem for hub-and-spoke networks and then consider a capacitated hub locations problem with direct shipment (CHLPwD). We determine the location of hubs, the allocation of nodes to hubs, and direct shipment paths in the network, with the objective of minimizing the total cost in the network. In this paper, CHLPwD is formulated as 0-1 integer programming. We develop an evolutionary algorithm here to solve the large sized CHLPwD. To do this, we present the representation and the genetic operators suitable for the problem and propose a heuristic method for the allocation of nodes to hubs. To enhance the search capability, problem-specific information is used in our evolutionary algorithm. The proposed algorithm is compared with the heuristic method in terms of solution quality and computation time. The experimental results show that our algorithm can provide better solutions than the heuristic.

A Branch-and-price Approach to the ATM Switching Node Location Problem

  • Kim, Deokseong;Park, Sunsoo;Lee, Kyungsik;Park, Kyungchul
    • Industrial Engineering and Management Systems
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    • 제3권2호
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    • pp.92-99
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    • 2004
  • We consider the ATM switching node location problem (ANLP). In this problem, there are two kinds of facilities, hub facilities and remote facilities, with different capacities and installation costs. We are given a set of customers with each demand requirements, a set of candidate installation sites of facilities, and connection costs between facilities. We need to determine the locations to place facilities, the number of facilities for each selected location, the set of customers who are connected to each installed hub via installed remote facilities with minimum cost, while satisfying demand requirements of each customer. We formulate this problem as a general integer programming problem and solve it to optimality. In this paper, we present a preprocessing procedure to tighten the formulation and develop a branch-and-price algorithm. In the algorithm, we consider the integer knapsack problem as the column generation problem. Computational experiments show that the algorithm gives optimal solutions in a reasonable time.

진화알고리듬을 이용한 hub-anb-spoke 수송네트워크 설계 (A design for hub-and-spoke transportation networks using an evolutionary algorithm)

  • 이현수;신경석;김여근
    • 한국경영과학회:학술대회논문집
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    • 한국경영과학회/대한산업공학회 2005년도 춘계공동학술대회 발표논문
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    • pp.59-71
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    • 2005
  • In this paper we address a design problem for hub and spoke transportation networks and then consider a capacitated hub locations problem with direct shipment (CHLPwD). We determine the location of hubs, the allocation of nodes to hubs, and direct shipment paths in the network, with the objective of minimizing the total cost in the network. An evolutionary algorithm is developed here to solve the CHLPwD. To do this, we propose the representation and the genetic operators suitable for the problem and adopt a heuristic method for the allocation of nodes to hubs. To enhance the search capability, problem-specific information is used in our evolutionary algorithm. The proposed algorithm is compared with the heuristic method in terms of solution quality and computation time. The experimental results show that our algorithm can provide better solutions than the heuristic.

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단일연결 제약하의 설비입지를 고려한 망설계 문제의 쌍대기반 해법 (A dual based heuristic for the hub location and network design problem with single assignment constraint)

  • 윤문길
    • 한국경영과학회지
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    • 제25권1호
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    • pp.67-84
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    • 2000
  • In this paper, we address a network design problem including the decision of hub facility locatiions which is typically found in a communicatio and a transportation network design studies. Due to the administrative and the geographical restrictions, it is common to assume that each user should be assigned to only one hub facility. To construct such a network, three types of network costs should be considered: the fixed costs of establishing the hubs and the arcs in the network, and the variable costs associated with transversing the network. The complex problem is formulated as a mixed IP embedding a multicommodity flow problem. Exploiting its special structure, a dual-based heuristic is then developed, which yields near-optimal design plans. The test results indicate that the heuristic is an effective way to solve this computationally complex problem.

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파이프라인을 이용한 이산화탄소 수송에서 중간 저장 허브 선정 모델링 및 시각화를 위한 시뮬레이터 개발 (Development of a Simulator for the Intermediate Storage Hub Selection Modeling and Visualization of Carbon Dioxide Transport Using a Pipeline)

  • 이지용
    • 한국콘텐츠학회논문지
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    • 제16권12호
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    • pp.373-382
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    • 2016
  • 이산화탄소 포집 및 저장 / 격리 (CCS) 기술은 많은 이산화탄소 저감 방법 중 이상적인 방법으로 주목 받고 있다. 이산화탄소를 포집해서 파이프라인을 통해 저장소까지 수송할 때, 저장소가 가까운 경우 직접 수송할 수도 있지만, 중간 저장의 역할을 하는 허브를 거쳐 수송할 수도 있다. 허브의 수와 위치를 결정하는 것은 중요한 문제이다. 다목적 의사 결정을 위한 수학 모델은 많은 제약식과 목적식을 수반하는데, 문제의 계산 복잡도가 증가하지만 항상 최적을 보장하지 않는다. 본 연구에서는, 이산화탄소 수송망에서 중간 저장 허브의 위치와 수를 결정하는 알고리즘을 제안하고, 이를 활용하여 이산화탄소 발생지의 연결 네트워크 시뮬레이터를 개발한다. 시뮬레이터에서는 또한 이산화탄소의 수송 경로를 제공한다. 사례 연구로 한국에 모델을 적용한다.

수송 규모의 경제 효과를 고려한 단일 할당 허브 네트워크 설계 모형의 개발 (Development of a Single Allocation Hub Network Design Model with Transportation Economies of Scale)

  • 김동규;박창호;이진수
    • 대한토목학회논문집
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    • 제26권6D호
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    • pp.917-926
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    • 2006
  • 수송 규모의 경제 효과는 허브 네트워크의 특수한 현상이다. 허브 네트워크의 중요한 특성은 규모의 경제 효과로 인한 비용 절감과 허브 시설 운영 및 수송량 집화에 따른 지체와 관련한 비용들을 정량화하는 것이다. 그럼에도 불구하고 허브 입지 문제의 NP-complete 특성으로 인하여, 대부분의 기존 연구자들은 근사해 도출을 위한 휴리스틱 알고리즘 개발에 초점을 맞추었다. 본 연구의 목적은 규모의 경제 효과를 반영하는 허브 네트워크 설계 모형을 개발하는 것이다. 모형은 허브 네트워크의 특수성을 고려하고 다양한 비용요소들을 결정할 수 있도록 설계된다. 개발된 모형식을 반영하는 휴리스틱 알고리즘이 개발되며 모형의 결과들은 실제 데이터를 이용하여 최근 발표된 연구결과들과 비교된다. 분석 결과, 제안된 모형은 수송량 집화에 따른 규모의 경제 효과를 잘 반영할 수 있는 것으로 확인되었다. 본 연구는 효율적이고 합리적인 네트워크 설계의 이론적 기반을 구성함과 동시에 현재 및 계획 중인 물류시스템의 평가에도 기여할 수 있을 것으로 사료된다.

2단계 수송네트워크 상에서의 장기적 비용 최적화 (A Cost Optimization Problem on a 2 Level Transportation Network)

  • 정재헌
    • 한국경영과학회지
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    • 제30권3호
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    • pp.1-15
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    • 2005
  • In our model, a fleet of vehicles start from docking point to collect loads at the terminals assigned to the point Then the docking points are connected to the hub by primary vehicle routes starting at the hub. This vehicle visit all the docking points to collect the loads which have been collected by the secondary vehicles. Our goal Is to minimize the long-run cost of setting up the docking Points and vehicle operation cost by deciding the location of the docking points and the routes optimally. We propose an heuristic algorithm to solve this and tested it though various experiments.