• 제목/요약/키워드: Traffic problem

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A New Architecture to Offload Network Traffic using OpenFlow in LTE

  • Venmani, Daniel Philip;Gourhant, Yvon;Zeghlache, Djamal
    • 한국산업정보학회논문지
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    • 제17권1호
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    • pp.31-38
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    • 2012
  • Next generation cellular applications and smart phone usage generate very heavy wireless data traffic. It becomes ineluctable for mobile network operators to have multiple core network entities such as Serving Gateway and Packet Data Network Gateway in 4G-LTE to share this high traffic generated. A typical configuration consists of multiple serving gateways behind a load-balancer which would determine which serving gateway would service a end-users'request. Such hardware is expensive, has a rigid policy set, and is a single point of failure. Another perspective of today's increasingly high data traffic is that besides it is being widely accepted that the high bandwidth L TE provides is creating bottlenecks for service providers by the increasing user bandwidth demands without creating any corresponding revenue improvements, a hidden problem that is also passively advancing on the newly emerging 4G-LTE that may need more immediate attention is the network signaling traffic, also known as the control-plane traffic that is generated by the applications developed for smartphones and tablets. With this as starting point, in this paper, we propose a solution, by a new approach considering OpenFlow switch connected to a controller, which gains flexibility in policy, costs less, and has the potential to be more robust to failure with future generations of switches. This also solves the problem of scaling the control-plane traffic that is imperative to preserve revenue and ensure customer satisfaction. Thus, with the proposed architecture with OpenFlow, mobile network operators could manipulate the traffic generated by the control-plane signaling separated from the data-plane, besides also reducing the cost in installing multiple core-network entities.

Joint routing, link capacity dimensioning, and switch port optimization for dynamic traffic in optical networks

  • Khan, Akhtar Nawaz;Khan, Zawar H.;Khattak, Khurram S.;Hafeez, Abdul
    • ETRI Journal
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    • 제43권5호
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    • pp.799-811
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    • 2021
  • This paper considers a challenging problem: to simultaneously optimize the cost and the quality of service in opaque wavelength division multiplexing (WDM) networks. An optimization problem is proposed that takes the information including network topology, traffic between end nodes, and the target level of congestion at each link/ node in WDM networks. The outputs of this problem include routing, link channel capacities, and the optimum number of switch ports locally added/dropped at all switch nodes. The total network cost is reduced to maintain a minimum congestion level on all links, which provides an efficient trade-off solution for the network design problem. The optimal information is utilized for dynamic traffic in WDM networks, which is shown to achieve the desired performance with the guaranteed quality of service in different networks. It was found that for an average link blocking probability equal to 0.015, the proposed model achieves a net channel gain in terms of wavelength channels (𝛾w) equal to 35.72 %, 39.09 %, and 36.93 % compared to shortest path first routing and 𝛾w equal to 29.41 %, 37.35 %, and 27.47 % compared to alternate routing in three different networks.

Traffic Flow Prediction with Spatio-Temporal Information Fusion using Graph Neural Networks

  • Huijuan Ding;Giseop Noh
    • International journal of advanced smart convergence
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    • 제12권4호
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    • pp.88-97
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    • 2023
  • Traffic flow prediction is of great significance in urban planning and traffic management. As the complexity of urban traffic increases, existing prediction methods still face challenges, especially for the fusion of spatiotemporal information and the capture of long-term dependencies. This study aims to use the fusion model of graph neural network to solve the spatio-temporal information fusion problem in traffic flow prediction. We propose a new deep learning model Spatio-Temporal Information Fusion using Graph Neural Networks (STFGNN). We use GCN module, TCN module and LSTM module alternately to carry out spatiotemporal information fusion. GCN and multi-core TCN capture the temporal and spatial dependencies of traffic flow respectively, and LSTM connects multiple fusion modules to carry out spatiotemporal information fusion. In the experimental evaluation of real traffic flow data, STFGNN showed better performance than other models.

통신망 최적화 연구 동향 (Telecommunication Network Optimization Current Status and Challenges)

  • 박경철;이희상
    • 대한산업공학회지
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    • 제34권1호
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    • pp.13-22
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    • 2008
  • This paper gives reviews on current research status in telecommunication network design. Two problems are identified as major research issues. One is the WDM network design problem, where traffic grooming, virtual topology design and routing and wavelength assignment problems are considered. The other is the OSPF weight setting problem which was proposed as a practical method to implement traffic engineering capability in IP networks. After presenting surveys on those problems, we discuss potential challenging research issues in telecommunication network design.

광마이크로셀 이동통신 시스템의 균등부하를 위한 셀단위 핸드오프 순서결정 (Minimization of Cell-based Handoff Delays to Balance the Load in Fiber Optic Micro-cellular Systems)

  • 이채영;장세헌
    • 한국경영과학회지
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    • 제26권2호
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    • pp.1-11
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    • 2001
  • This paper considers the scheduling of cell-based handoffs to balance the traffic in a fiber-optic microcelluar system. In the system depending on the order of cell based handoff, periodical balancing of the traffic among microcells can be achieved. The cell based handoff problem is formulated as a dynamic programming and the computational complexity is analyzed. Since the scheduling problem requires real time solution, heuristic algorithms are proposed and the computational results are discussed.

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옴니버스 디자인 가이드라인(중소도시 KTX와 연계교통수단으로서 옴니버스의 디자인 가이드라인과 관련된 교통정책을 중심으로) (Guide line for An Omnibus of Design)

  • 최철주;홍석기;권태수
    • 한국철도학회:학술대회논문집
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    • 한국철도학회 2004년도 추계학술대회 논문집
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    • pp.1745-1750
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    • 2004
  • If we free ourselves from the fixed idea that cultural activity is possible within specific cultural facilities including cultural space and are able to solve the architectural problem, achieving a new idea's railroad space will be possible, The purpose of this study is listed below. Present guide line and traffic policy for an omnibus of design as connected KTX which enables connected way within KTX, considering the situation that the users' traffic problem is increasing.

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해상 교통량의 효율적 관리 방안에 관하여 -(1) 교통 관제 해역의 경우- (A Study on Optimum Control of Marine Traffic -In the Domain of Control Sector-)

  • 윤명오;이철영
    • 한국항해학회지
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    • 제15권2호
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    • pp.39-47
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    • 1991
  • As per the rapid development of world economics the marine traffic volume was increased accordingly and caused frequent disasters in human lives and natural environment in the consequence of accidents. As the result of the above they started to establish Vessel Traffic System(VTS) and separation scheme in waterway from 1960' to prevent the marin traffic accident but the problem of safety at sea appears now as neither fully defined nor sufficiently analysed. At the present, the dominant factor in establishing the strategy of marine traffic has been safety of navigation concerning only with the ship, but the risk of society derives almost wholly from the nature of cargo. To measure the degree of danger for each ship there is suggested concept of safety factor numbers denoting the level of latent danger in connection with ship and her cargo. In this paper, where the strategy of VTS is put on controlling density of safety factor for control area. it suggested algorithms how to assign the vessels and also to get optimal sequence of vessels located to a sector in the sense of minimizing the passage delay. For the formulation of problem, min max and 0-1 programming methods are applied and developed heuristic algorithm is presented with numerical example to improve the efficiency of calculation.

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서울시민의 소음공해 인식에 대한 연구-도로교통소음을 중심으로- (A Study on the Awareness of Noise Pollution by Seoul Citizens - Focusing on Road Traffic Noise -)

  • 이효수;정인희;김동수;김흥식
    • 소음진동
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    • 제7권3호
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    • pp.521-529
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    • 1997
  • Noise pollution, especially road traffic noise-in terms of population exposure-has become a major problem in Seoul. However, although noise can be sensed directly, it is considered somewhat less important compared to other environmental pollutions. In this study, we chose nine districts in Seoul and distributed a questionnaire containing 23 questions in related to the awareness of noise pollution for 950 people living in Seoul. The results were analyzed according to the citizens' awareness on the whole, age, occupation, and were compared to the actual noise level measured by the Seoul Metropolitan Government. The analysis of the questionnarie show that road traffic noise is considered to be the main source of noise pollution in Seoul. People think that the individual and the Seoul Metropolitan Government are most responsible for the noise reduction in Seoul, but replies only little effort is put into when asked whether one has made any personal effort to reduce noise. We have concluded that noise pollution is not considered a hazardous problem to most Seoul citizens, and that most of them seem to be used to it. Yet, specific noise reduction policies, especially road traffic noise, are expected to take effect as quality of life is pursued due to economic enhancement.

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시간별 교통량 변화에 따른 환경오염지도(대기 및 소음) 구축방안에 관한 연구 (Hourly Environmental Pollution (Air Pollution and Noise) Mapping Method by the Traffic Volume Change)

  • 조동명;권우택;나영
    • 환경영향평가
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    • 제16권6호
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    • pp.485-494
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    • 2007
  • Air pollution and traffic noise from roads distributed near residential area has been a major social problem. In this study, an environmental pollution map for a residential area of Shihung-city was made by an expectation model based on hourly traffic volume change. Using the result from the model, a plan to reduce population in the residential area was established. The result of the modelling is summarized as follows: 1. At peak traffic hours (18 o'clock), 301-500 degree in hazardous and $d_{25}$ degree (25% of the residents are suffering extremely from the noise) in noise pollution were predicted in Jeongwang Main Road in Shihung city. 2. The calculated critical pollutant standard index, PSI showed the air pollution level, especially PM-10 high enough to require re-entrainment. 3. It was expected air pollution would extensively extend over the area distribution of each degree. However, noise pollution problem was limited to the area near roads.

다중 파장 광 네트워크 상에서 트래픽 예상 기법 기반 다단계 가상망 재구성 정책 (Traffic Prediction based Multi-Stage Virtual Topology Reconfiguration Policy in Multi-wavelength Routed Optical Networks)

  • Lin Zhang;Lee, Kyung-hee;Youn, Chan-Hyun;Shim, Eun-Bo
    • 한국통신학회논문지
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    • 제27권8C호
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    • pp.729-740
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    • 2002
  • 본 논문에서는 광 인터넷 망의 가상망 재구성을 위하여 최적의 망 재구성 정책을 고려한 보상-비용 함수를 최대화하는 다단계 결정 문제로 정의 하였다. 그리고 트래픽 요구사항을 만족하기 위해서 노드 교환 기법에 근거한 새로운 휴리스틱 알고리즘을 제안하였다. 또한 트래픽 예측 기법을 사용하여 휴리스틱 알고리즘에 의해 발생하는 근사 문제를 해결 하고, 이를 바탕으로 트래픽 예측 다단계 재구성 정책을 제안하였다. 실험결과 다단계 재구성 정책은 물리적 자원이 제한된 환경에서 기존의 방법에 비해 뛰어난 성능을 보였다.