• 제목/요약/키워드: Vehicle routing problem

검색결과 206건 처리시간 0.022초

차량 통신 네트워크에서 효율적인 긴급 메시지 전파를 위한 클러스터링 기반의 라우팅 알고리즘 (Clustering based Routing Algorithm for Efficient Emergency Messages Transmission in VANET)

  • 김준수;류민우;차시호;이종언;조국현
    • 한국산학기술학회논문지
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    • 제13권8호
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    • pp.3672-3679
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    • 2012
  • 차량 통신 네트워크는 이동하는 차량과 차량 간의 통신 및 차량과 인프라 간의 통신을 이용하여 운전자의 안전 및 교통 흐름 개선 등 다양한 서비스를 제공하는 차세대 네트워크 기술이다. 이러한 차량 통신 네트워크에서는 운전자의 안전을 위하여 최근 다양한 연구가 활발히 이루어지고 있으며, 특히 긴급 메시지를 전송하여 이동하는 차량에게 경고 메시지를 전달함으로써 교통안전의 효율성을 높이기 위한 연구가 활발히 진행되고 있다. 이동하는 차량에게 긴급 메시지를 효율적으로 전파하기 위해서는 차량 노드의 전송 범위 안에 속해 있는 노드들에게 브로드캐스팅을 통하여 최대한 많은 노드들에게 빠르게 메시지를 전송하는 것이 매우 중요하다. 하지만 기존 제안되었던 연구들은 메시지 전송 시 통신에 참여하는 노드들의 무분별한 브로드캐스팅으로 인한 브로드캐스팅 폭풍 문제가 발생하였으며, 이로 인하여 전체적인 성능이 감소하는 문제를 야기하였다. 또한 이러한 문제는 도심 지역과 같이 차량 노드의 밀도가 높고 다양한 도로의 형태에서 많은 문제점을 야기한다. 따라서 본 논문에서는 도심지역과 같이 차량의 밀도가 높은 지역에서 효율적으로 메시지를 전달할 수 있는 클러스터링 기반의 라우팅 알고리즘 (CBRA, Clustering based Routing Algorithm)을 제안한다. 제안하는 라우팅 알고리즘은 메시지 전송 시 클러스터링 방법을 통해 차량을 관리함으로써 도로 형태에 따른 링크 단절 문제를 해결하고 각 클러스터에서 선택적 플러딩 방법을 적용하여 브로드캐스팅 폭풍문제와 메시지 전송 시 효율성을 향상시킨다. ns-2를 이용한 시뮬레이션 결과 본 논문에서 제안하는 CBRA 방법이 기존 제안되었던 방법보다 더 우수한 성능을 보이는 것을 입증하였다.

왕복비대칭 가변이동속도에서의 효율적 배송차량경로 탐색해법 연구 (An Efficient Vehicle Routing Heuristic for Various and Unsymmetric Forward and Backward Vehicle Moving Speed)

  • 문기주;박성미
    • 산업경영시스템학회지
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    • 제36권3호
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    • pp.71-78
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    • 2013
  • An efficient vehicle routing heuristic for different vehicle moving times for forward and backward between two points is studied in this research. Symmetric distance or moving times are assumed to move back and forth between two points in general, but it is not true in reality. Also, various moving speeds along time zones are considered such as the moving time differences between rush hours or not busy daytimes. To solve this type of extremely complicated combinatorial optimization problems, delivery zones are specified and delivery orders are determined for promising results on the first stage. Then delivery orders in each zone are determined to be connected with other zones for a tentative complete delivery route. Improvement steps are followed to get an effective delivery route for unsymmetric-time-varing vehicle moving speed problems. Performance evaluations are done to show the effectiveness of the suggested heuristic using computer programs specially designed and developed using C++.

해양 유·무인 수상함정의 감시정찰 임무를 위한 위치-경로 문제 (Location-Routing Problem for Reconnaissance Surveillance Missions of the Maritime Manned-Unmanned Surface Vehicles)

  • 이진호
    • 산업경영시스템학회지
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    • 제46권4호
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    • pp.238-245
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    • 2023
  • As technologies have been more quickly developed in this 4th Industry Revolution era, their application to defense industry has been also growing. With these much advanced technologies, we attempt to use Manned-Unmanned Teaming systems in various military operations. In this study, we consider the Location-Routing Problem for reconnaissance surveillance missions of the maritime manned-unmanned surface vehicles. As a solution technique, the two-phase method is presented. In the first location phase, the p-median problem is solved to determine which nodes are used as the seeds for the manned vehicles using Lagrangian relaxation with the subgradient method. In the second routing phase, using the results obtained from the location phase, the Vehicle Routing Problems are solved to determine the search routes of the unmanned vehicles by applying the Location Based Heuristic. For three network data sets, computational experiments are conducted to show the performance of the proposed two-phase method.

VEHICLE ROUTING PROBLEM FOR PUBLIC TRANSPORT: A CASE STUDY

  • Gunadi W. Nurcahyo;Alias, Rose-Alinda;Mohd. Noor Md. Sap
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 2002년도 ITC-CSCC -2
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    • pp.1180-1183
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    • 2002
  • Types of problems and solutions to vehicle routing problems are discussed. A case study on a public transport is conducted to discover the characteristics of problems in route selection. The characteristics of problems solved by certain technique or algorithm are also studied to investigate the capability of current techniques in solving public bus routing.

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공공차량 경로문제 해법연구 (Public Vehicle Routing Problem Algorithm)

  • 장병만;박순달
    • 한국경영과학회지
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    • 제14권2호
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    • pp.53-66
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    • 1989
  • The Public Vehicle Routing Problem (PVRP) is to find the minimum total cost routes of M or less Public-Vehicles to traverse the required arcs(streets) at least once, and return to their starting depot on a directed network. In this paper, first, a mathematical model is formulated as minimal cost flow model with illegal subtour elimination constraints, and with the fixed cost and routing cost as an objective function. Second, an efficient branch and bound algorithm is developed to obtain an exact solution. A subproblem in this method is a minimal cost flow problem relaxing illegal subtour elimination constraints. The branching strategy is a variable dichotomy method according to the entering nonrequired arcs which are candidates to eneter into an illegal subtour. To accelerate the fathoming process, a tighter lower bound of a candidate subproblem is calculated by using a minimum reduced coast of the entering nonrequired arcs. Computational results based on randomly generated networks report that the developed algorithm is efficient.

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시간제약과 하역장 용량제약이 있는 차량경로문제에 대한 타부탐색 알고리즘 (A Tabu Search Algorithm for the Vehicle Routing Problem with Time Window and Dock Capacity Constraints)

  • 장희정;이경식;최은정;박성수
    • 한국경영과학회지
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    • 제30권4호
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    • pp.45-60
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    • 2005
  • We consider a vehicle routing problem with time window and dock capacity constraints (VRPTD). In most traditional models of vehicle routing problems with time window (VRPTW), each customer must be assigned to only one vehicle route. However demand of a customer may exceed the capacity of one vehicle, hence at least two vehicles may need to visit the customer We assume that each customer has Its own dock capacity. Hence, the customer can be served by only a limited number of vehicles simultaneously. Given a depot, customers, their demands, their time windows and dock capacities, VRPTD is to get a set of feasible routes which pass the depot and some customers such that all demands of each customer are satisfied Since VRPTD is NP-hard, a meta-heuristic algorithm is developed. The algorithm consists of two Procedures : the route construction procedure and the route scheduling procedure. We tested the algorithm on a number of instances and computational results are reported.

배송 네트워크에서 드론의 유용성 검증: 차량과 드론을 혼용한 배송 네트워크의 경로계획 (Usefulness of Drones in the Urban Delivery System: Solving the Vehicle and Drone Routing Problem with Time Window)

  • 정예림;박태준;민윤홍
    • 한국경영과학회지
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    • 제41권3호
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    • pp.75-96
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    • 2016
  • This paper investigates the usefulness of drones in an urban delivery system. We define the vehicle and drone routing problem with time window (VDRPTW) and present a model that can describe a dual mode delivery system consisting of drones and vehicles in the metropolitan area. Drones are relatively free from traffic congestion but have limited flight range and capacity. Vehicles are not free from traffic congestion, and the complexity of urban road network reduces the efficiency of vehicles. Using drones and vehicles together can reduce inefficiency of the urban delivery system because of their complementary cooperation. In this paper, we assume that drones operate in a point-to-point manner between the depot and customers, and that customers in the need of fast delivery are willing to pay additional charges. For the experiment datasets, we use instances of Solomon (1987), which are well known in the Vehicle Routing Problem society. Moreover, to mirror the urban logistics demand trend, customers who want fast delivery are added to the Solomon's instances. We propose a hybrid evolutionary algorithm for solving VDRPTW. The experiment results provide different useful insights according to the geographical distributions of customers. In the instances where customers are randomly located and in instances where some customers are randomly located while others form some clusters, the dual mode delivery system displays lower total cost and higher customer satisfaction. In instances with clustered customers, the dual mode delivery system exhibits narrow competition for the total cost with the delivery system that uses only vehicles. In this case, using drones and vehicles together can reduce the level of dissatisfaction of customers who take their cargo over the time-window. From the view point of strategic flexibility, the dual mode delivery system appears to be more interesting. In meeting the objective of maximizing customer satisfaction, the use of drones and vehicles incurs less cost and requires fewer resources.

배달과 수거가 혼합된 차량경로 결정문제를 위한 유전 알고리듬의 개발 (A Genetic Algorithm for Vehicle Routing Problems with Mixed Delivery and Pick-up)

  • 정은용;박양병
    • 대한산업공학회지
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    • 제30권4호
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    • pp.346-354
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    • 2004
  • Most industrial logistic systems have focused on carrying products from manufacturers or distribution centers to customers. In recent years, they are faced with the problem of integrating reverse flows into their transportation systems. In this paper, we address the vehicle routing problems with mixed delivery and pick-up(VRPMDP). Mixed operation of delivery and pick-up during a vehicle tour requires rearrangement of the goods on board. The VRPMDP considers the reshuffling time of goods at customers, hard time windows, and split operation of delivery and pick-up. We construct a mixed integer mathematical model and propose a new genetic algorithm named GAMP for VRPMDP. Computational experiments on various types of test problems are performed to evaluate GAMP against the modified Dethloff's algorithm. The results show that GAMP reduces the total vehicle operation time by 5.9% on average, but takes about six times longer computation time.

Efficiently Solving Dispatching Process Problems in Nurseries by Heuristic Techniques

  • Erhan, Kozan
    • Industrial Engineering and Management Systems
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    • 제1권1호
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    • pp.10-18
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    • 2002
  • A more comprehensive analytical framework for examining the relative merits of alternative dispatching process policies for nurseries is developed in this paper. The efficiency of the dispatch process of plants in a nursery is analysed using a vehicle routing model. The problem then involves determining in what order each vehicle should visit its locations. The problem is NP-hard. Several heuristic techniques are used to solve a real life nursery sequencing problem. The results obtained by these heuristic techniques are compared with each other and the current sequencing of orders. The model with some minor alterations can be also used to minimise the dispatching and collecting process in different agricultural plants.