• Title/Summary/Keyword: Routing algorithm

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The flexible routing with flex for the fast delivery

  • Park, TaeJoon;Chung, Yerim
    • Journal of the Korea Society of Computer and Information
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    • v.26 no.9
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    • pp.143-153
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    • 2021
  • In this paper, we propose "flexible routing with flex" to provide fast delivery by using the flexible routing for the delivery vehicle and crowd-shipper named flex. To this end, we have introduced an algorithm that can build the delivery plan for delivery vehicles and flexes. The introduced algorithm uses the 2-opt algorithm to construct routes with low complexity and acceptable quality, and the revised saving algorithm to assign customer orders to the flex. The algorithm allows the vehicle and the flex to function complement each other without separating the delivery vehicle from the flex. The experiments consider the 3 different instances named Random, Mixed, Cluster, and show that "the flexible routing with flex" has a better result than "vehicle only". The sensitivity analysis of the flex cost and time penalty shows "the flexible routing with flex" can provide better service not only to the customers who are serviced by flex but also to the customers who are serviced by the delivery vehicle.

A Heuristic Algorithm for the Vehicle Routing Problem (차량 경로 문제의 발견적 해법)

  • 정영민;민계료
    • Journal of the military operations research society of Korea
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    • v.26 no.1
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    • pp.47-55
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    • 2000
  • The purpose of this paper is to develop a new heuristic algorithm for vehicle routing problem. The algorithm is composed of two steps. First step is to make a initial solution using sweeping algorithm. Second step is to improve initial solution for optimal solution using node exchange algorithm and tabu search algorithm. We have proven that our algorithm has produced better results than solutions obtained by saving algorithm and genetic in ten example problems with different unit size.

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Process Planning in Flexible Assembly Systems Using a Symbiotic Evolutionary Algorithm (공생 진화알고리듬을 이용한 유연조립시스템의 공정계획)

  • Kim, Yeo-Keun;Euy, Jung-Mi;Shin, Kyoung-Seok;Kim, Yong-Ju
    • IE interfaces
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    • v.17 no.2
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    • pp.208-217
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    • 2004
  • This paper deals with a process planning problem in the flexible assembly system (FAS). The problem is to assign assembly tasks to stations with limited working space and to determine assembly routing with the objective of minimizing transfer time of the products among stations, while satisfying precedence relations among the tasks and upper-bound workload constraints for each station. In the process planning of FAS, the optimality of assembly routing depends on tasks loading. The integration of tasks loading and assembly routing is therefore important for an efficient utilization of FAS. To solve the integrated problem at the same time, in this paper we propose a new method using an artificial intelligent search technique, named 2-leveled symbiotic evolutionary algorithm. Through computational experiments, the performance of the proposed algorithm is compared with those of a traditional evolutionary algorithm and a symbiotic evolutionary algorithm. The experimental results show that the proposed algorithm outperforms the algorithms compared.

Centralized Clustering Routing Based on Improved Sine Cosine Algorithm and Energy Balance in WSNs

  • Xiaoling, Guo;Xinghua, Sun;Ling, Li;Renjie, Wu;Meng, Liu
    • Journal of Information Processing Systems
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    • v.19 no.1
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    • pp.17-32
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    • 2023
  • Centralized hierarchical routing protocols are often used to solve the problems of uneven energy consumption and short network life in wireless sensor networks (WSNs). Clustering and cluster head election have become the focuses of WSNs. In this paper, an energy balanced clustering routing algorithm optimized by sine cosine algorithm (SCA) is proposed. Firstly, optimal cluster head number per round is determined according to surviving node, and the candidate cluster head set is formed by selecting high-energy node. Secondly, a random population with a certain scale is constructed to represent a group of cluster head selection scheme, and fitness function is designed according to inter-cluster distance. Thirdly, the SCA algorithm is improved by using monotone decreasing convex function, and then a certain number of iterations are carried out to select a group of individuals with the minimum fitness function value. From simulation experiments, the process from the first death node to 80% only needs about 30 rounds. This improved algorithm balances the energy consumption among nodes and avoids premature death of some nodes. And it greatly improves the energy utilization and extends the effective life of the whole network.

Fault-Tolerant Routing Algorithm in Hypercube Multicomputers (하이퍼큐브를 이용한 결함 허용 라우팅 알고리즘)

  • Choi Byung-whan;Kang Sung-soo;Rhee Chung-sei
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.30 no.5C
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    • pp.320-328
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    • 2005
  • Hypercube has a capability of fault-tolerance and regularity, which is easy to develop an algorithm. Many algorithms have been developed as an efficient fault-tolerance routing algorithm using hypercube. Among these algorithms, a method which use safe and unsafe concept was developed by Masuyama. Masuyama suggested an enhanced algorithm that take advantage of unsafe-safe concept. In this paper, we propose an algorithm that uses the unsafe, safe concept and modify Masuyama's algorithm. Using simulator we compare the performance of the proposed algorithm with existing algorithms.

A Routing-Tree Construction Algorithm for Energy Efficiency in Wireless Sensor Network (무선 센서 네트워크에서 에너지 효율성을 고려한 라우팅 트리 구축 알고리즘)

  • Kim, Yul-Sang;Kim, Hyoun-Soo;Jeon, Joong-Nam
    • The KIPS Transactions:PartC
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    • v.16C no.6
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    • pp.731-736
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    • 2009
  • In wireless sensor network, many sensor nodes are distributed in the field. They communicate the sensing data each other and forward it to sink. Routing protocols, which define the delivery methods of sending data, affect to the lifetime of sensor network. This paper proposes RTAF that is a routing-tree construction algorithm of sensor nodes by a single flooding process in wireless sensor network. A routing tree is constructed by selecting a parent node using the forward-direction flooding packet and gathering children nodes using the reverse-direction flooding packet. In this process, a node with much energy becomes the parent node. And the routing tree is periodically reconstructed in order to distribute the loads of parent nodes. The proposed algorithm compared performance with Modified-LEACH using NS2 network simulation tool. The simulation result shows that the proposed algorithm constructs a routing-tree faster and reduced 40-80% in routing-tree construction packet.

A Point-to-Multipoint Routing Path Selection Algorithm for Dynamic Routing Based ATM Network (동적 라우팅기반의 점대다중점 라우팅 경로 선택)

  • 신현순;이상호;이경호;박권철
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.28 no.8A
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    • pp.581-590
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    • 2003
  • This paper proposes the routing path selection mechanism for source routing-based PtMP (Point-to-Multipoint) call in ATM switching system. Especially, it suggests PtMP routing path selection method that can share the maximum resource prior to the optimal path selection, guarantee the reduction of path calculation time and cycle prevention. The searching for the nearest branch point from destination node to make the maximum share of resource is the purpose of this algorithm. Therefore among neighbor nodes from destination node by back-tracking, this algorithm fixes the node crossing first the node on existing path having the same Call ID as branch node, constructs the optimal PtMP routing path. The optimal node to be selected by back-tracking is selected by the use of Dijkstra algorithm. That is to say, PtMP routing path selection performs the step of cross node selection among neighboring nodes by back-tracking and the step of optimal node selection(optimal path calculation) among neighboring nodes by back-tracking. This technique reduces the process of search of routing information table for path selection and path calculation, also solves the cycle prevention easily during path establishment.

Delay-Tolerant Network Routing Algorithm for Periodical Mobile Nodes (주기적 이동 노드를 위한 Delay-Tolerant Network 라우팅 알고리즘)

  • Lee, Youngse;Lee, Gowoon;Joh, Hangki;Ryoo, Intae
    • Journal of Digital Contents Society
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    • v.15 no.1
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    • pp.1-9
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    • 2014
  • Delay-Tolerant Network (DTN) is an asynchronous networking technology that has been deployed for the networking environment in which steady communication paths are not available, and therefore it stores receiving data in a data storage and forward them only when the communication links are established. DTN can be applied to sensor networks and mobile ad-hoc network (MANET) as well as space communication that supports data transmissions among satellites. In DTN networking environments, it is very important to secure a scheme that has relatively low routing overhead and high reliability, so that it can enhance the overall routing speed and performance. In order for achieving efficient data transmissions among the nodes that have comparatively periodic moving patterns, this paper proposes a time information based DTN routing scheme which is able to predict routing paths. From the simulation results using Omnet++ simulation tools, it has been verified that the proposed time information based DTN routing algorithm shows satisfied levels of routing speed and routing reliability even with lower routing overheads.

Energy Efficiency Routing Algorithm for Vessel Ubiquitous Sensor Network Environments (선박 USN에서 에너지 효율성을 위한 라우팅 알고리즘)

  • Choi, Myeong-Soo;Pyo, Se-Jun;Lee, Jin-Seok;Yoon, Seok-Ho;Lee, Seong-Ro
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.36 no.5B
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    • pp.557-565
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    • 2011
  • In this paper, we assume that sensor nodes organize the multi-hop networks, are fixed, and operate as full function devices(FFD). The wireless sensor network(WSN) only consists of mobile nodes without the assistance from the fixed infrastructure, which increases the flexibility of the network. However, it is difficult to perform routing in the WSN, since sensor nodes freely join in and drop out of the network, and some sensor nodes have very low power. We propose the algorithm combining routing schemes based on the bitmap and cluster methods in this paper. Through computer simulations, we show the validity of the proposed algorithm.

Location-based Routing(LBR) Algorithm to Improve Efficiency in the Wireless Sensor Network (무선 센서 네트워크에서 효율성을 향상시킨 위치기반 라우팅 알고리즘)

  • Jeong, Yoon-Su;Lee, Sang-Ho
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.32 no.1B
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    • pp.31-39
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    • 2007
  • Wireless sensor network can increase independence and flexibility of network because it consists of mobile node without the aid of fixed infra, but, by unrestricted for the participation and breakaway of node, it has the difficulty in routing which is a basic function of network operation. To solve those problems, a suggestion is the location-based routing algorithm using geological or logical location information. The suggested algorithm which is based on cluster for location information of sensor is applicable to wireless sensor network of discrete situation, which guarantees extension and mobility. By efficiency analysis and reactive routing algorithm of current DSR and AODV, packet transmission ratio, routing overheads, and average communication expense is compared as node increases.