• Title/Summary/Keyword: Multi-objective routing

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Multi-Objective Onboard Measurement from the Viewpoint of Safety and Efficiency (안전성 및 효율성 관점에서의 다목적 실선 실험)

  • Sang-Won Lee;Kenji Sasa;Ik-Soon Cho
    • Proceedings of the Korean Institute of Navigation and Port Research Conference
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    • 2023.11a
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    • pp.116-118
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    • 2023
  • In recent years, the need for economical and sustainable ship routing has emerged due to the enforced regulations on environmental issues. Despite the development of weather forecasting technology, maritime accidents by rough waves have continued to occur due to incorrect weather forecasts. In this study, onboard measurements are conducted to observe the acutal situation on merchant ships in operation encountering rough waves. The types of measured data include information related to navigation (Ship's position, speed, bearing, rudder angle) and engine (engine revolutions, power, shaft thrust, fuel consumption), weather conditions (wind, waves), and ship motions (roll, pitch, and yaw). These ship experiments was conducted to 28,000 DWT bulk carrier, 63,000 DWT bulk carrier, 20,000 TEU container ship, and 12,000 TEU container ship. The actual ship experiment of each ship is intended to acquire various types of data and utilize them for multi-objective studies related to ship operation. Additionally, in order to confirm the sea conditions, the directional wave spectrum was reproduced using a wave simulation model. Through data collection from ship experiments and wave simulations, various studies could be proceeding such as the measurement for accurate wave information by marine radar and analysis for cargo collapse accidents. In addition, it is expected to be utilized in various themes from the perspective of safety and efficiency in ship operation.

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A Multi-objective Genetic Algorithm for Tree-based Routing in WSN Having High Mobile Base Node (베이스 노드의 이동성이 큰 센서 네트워크에서 트리기반 라우팅을 위한 다목적 유전자 알고리즘)

  • Kang, Seung-Ho;Kim, Ki-Young;Pyo, Se-Jun;Kang, Il-Woo;Lee, Seong-Ro;Jung, Min-A
    • Proceedings of the Korea Information Processing Society Conference
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    • 2010.04a
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    • pp.627-630
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    • 2010
  • 무선 센서 & 액터 네트워크(WSAN)와 같이 다수의 베이스 노드가 존재하거나 베이스 노드의 이동성이 큰 센서 네트워크에서 최소 Wiener수 신장 트리(MWST)기반 라우팅 방법은 최소 신장 트리(MST)기반 라우팅 방법에 비해 패킷 전송 거리가 짧고 전력 소모가 적다. 하지만 주어진 그래프로부터 최소 Wiener 수 신장 트리를 찾는 문제는 NP-hard 문제이고 최소 신장 트리에 비해 네트워크 수명이 짧은 단점이 있다. 본 논문은 이러한 문제를 해결하고자 Wiener 수 적응도, 네트워크 수명 적응도, 차수 적응도 등을 동시에 고려한 다목적 유전자 알고리즘을 설계하고 네트워크 전체 전력 소모를 크게 증가시키지 않으면서도 네트워크의 수명을 Wiener 수 적응도만을 사용했을 때 보다 연장시킴을 실험을 통해 보인다.

Route Optimization for Emergency Evacuation and Response in Disaster Area (재난지역에서의 대피·대응 동시수행을 위한 다중목적 긴급대피경로 최적화)

  • Kang, Changmo;Lee, Jongdal;Song, Jaejin;Jung, Kwangsu
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.34 no.2
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    • pp.617-626
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    • 2014
  • Lately, losses and damage from natural disasters have been increasing. Researchers across various fields in Korea are trying to come up with a response plan, but research for evacuation plans is still far from satisfactory. Hence this paper proposes a model that could find an optimized evacuation route for when disasters occur over wide areas. Development of the model used methods including the Dijkstra shortest path algorithm, feasible path method, genetic algorithm, and pareto efficiency. Computations used parallel computing (SPMD) for high performance. In addition, the developed model is applied to a virtual network to check the validity. Finally the adaptability of the model is verified on a real network by computating for Gumi 1stNational Industrial Complex. Computation results proved that this model is valid and applicable by comparison of the fitness values for before optimization and after optimization. This research can contribute to routing for responder vehicles as well as planning for evacuation by objective when disasters occur.

Match Field based Algorithm Selection Approach in Hybrid SDN and PCE Based Optical Networks

  • Selvaraj, P.;Nagarajan, V.
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.12 no.12
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    • pp.5723-5743
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    • 2018
  • The evolving internet-based services demand high-speed data transmission in conjunction with scalability. The next generation optical network has to exploit artificial intelligence and cognitive techniques to cope with the emerging requirements. This work proposes a novel way to solve the dynamic provisioning problem in optical network. The provisioning in optical network involves the computation of routes and the reservation of wavelenghs (Routing and Wavelength assignment-RWA). This is an extensively studied multi-objective optimization problem and its complexity is known to be NP-Complete. As the exact algorithms incurs more running time, the heuristic based approaches have been widely preferred to solve this problem. Recently the software-defined networking has impacted the way the optical pipes are configured and monitored. This work proposes the dynamic selection of path computation algorithms in response to the changing service requirements and network scenarios. A software-defined controller mechanism with a novel packet matching feature was proposed to dynamically match the traffic demands with the appropriate algorithm. A software-defined controller with Path Computation Element-PCE was created in the ONOS tool. A simulation study was performed with the case study of dynamic path establishment in ONOS-Open Network Operating System based software defined controller environment. A java based NOX controller was configured with a parent path computation element. The child path computation elements were configured with different path computation algorithms under the control of the parent path computation element. The use case of dynamic bulk path creation was considered. The algorithm selection method is compared with the existing single algorithm based method and the results are analyzed.

On Generating Backbone Based on Energy and Connectivity for WSNs (무선 센서네트워크에서 노드의 에너지와 연결성을 고려한 클러스터 기반의 백본 생성 알고리즘)

  • Shin, In-Young;Kim, Moon-Seong;Choo, Hyun-Seung
    • Journal of Internet Computing and Services
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    • v.10 no.5
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    • pp.41-47
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    • 2009
  • Routing through a backbone, which is responsible for performing and managing multipoint communication, reduces the communication overhead and overall energy consumption in wireless sensor networks. However, the backbone nodes will need extra functionality and therefore consume more energy compared to the other nodes. The power consumption imbalance among sensor nodes may cause a network partition and failures where the transmission from some sensors to the sink node could be blocked. Hence optimal construction of the backbone is one of the pivotal problems in sensor network applications and can drastically affect the network's communication energy dissipation. In this paper a distributed algorithm is proposed to generate backbone trees through robust multi-hop clusters in wireless sensor networks. The main objective is to form a properly designed backbone through multi-hop clusters by considering energy level and degree of each node. Our improved cluster head selection method ensures that energy is consumed evenly among the nodes in the network, thereby increasing the network lifetime. Comprehensive computer simulations have indicated that the newly proposed scheme gives approximately 10.36% and 24.05% improvements in the performances related to the residual energy level and the degree of the cluster heads respectively and also prolongs the network lifetime.

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