• Title/Summary/Keyword: 네트워크 트래픽 예측

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The analysis and modeling of the performance improvement method of multistage interconnection networks (다단상호연결네트웍의 성능 향상 기법의 해석적 모델링 및 분석 평가)

  • 문영성
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.23 no.6
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    • pp.1490-1495
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    • 1998
  • Call packing has been recognized as a routing scheme that significantly reduces the blocking probability of connection requests in a circuit-switched Clos multistage interconnection network. In this paper, for the first time, a general analytical model for the point-to-point blocking probability of the call-packing scheme applied to Clos networks is developed. By introducing a new parameter called the degree of call packing, the model can correctly estimate the blocking probability of both call-packing and random routing schemes. The model is verified by computer simulation for various size networks and traffic conditions.

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Ad-Hoc On-demand Distance Vector(AODV) Routing Protocol Using the Global Positioning System (GPS를 이용한 Ad-hoc On-demand Distance Vector 경로설정 프로토콜)

  • 김원익;권동희;서영주
    • Proceedings of the Korean Information Science Society Conference
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    • 2000.10c
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    • pp.375-377
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    • 2000
  • 유선 네트워크 환경을 위해 디자인된 경로설정 프로토콜들은 대역폭의 제한성과 예측할 수 없는 토폴로지의 변화로 인해 ad-hoc 네트워크 환경에 적용하기에는 부적합하다. 최근 들어 ad-hoc 네트워크 환경에 적합한 경로설정 프로토콜들이 많이 개발되었다. 본 논문에서는 기존의 ad-hoc 경로설정 프로토콜을 토폴로지 변화에 대한 적응력을 향상시키기 위해서 GPS(Global Positioning System) 기술을 활용하여 가상 지역(virtual zone) 개념을 제안하고 있다. 본 논문에서 제안하는 프로토콜은 AODV(Ad-hoc On-demand Distance Vector) 경로설정 프로토콜을 기본으로 하고 있다. AODV의 경로설립(route discovery) 과정 시 이러한 가상 지역 개념을 도입함으로써 이동 단말의 이동성에 의한 토폴로지의 변화에도 불구하고 잘 적응할 수 있는 안정된 경로의 설립을 목표로 하고 있다. 본 논문에서는 시뮬레이션을 통하여 다양한 트래픽 상태와 단말들의 이동성 형태에 따른 중요 변수들을 설명하였으며 이에 따라 제안된 경로설정 프로토콜(AODV-GPS)의 효율성을 검증하고 있다.

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An Efficient Data Traffic Estimation Technique in Defense Information Network through Network Simulation (네트워크 시뮬레이션을 통한 군 통신 정보유통량의 효율적 예측 기법)

  • An, Eun-Kyung;Lee, Seung-Jong
    • Journal of the military operations research society of Korea
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    • v.32 no.1
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    • pp.133-158
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    • 2006
  • The change of information and communications technology affects into many parts of military battlefield as the future warfare will be information-oriented warfare, relying on information technology. The more IT-based military systems are deployed the more multimedia data traffic increase. To accommodate such user's requirements the bandwidth capacity of military communications network must be upgraded. The cost of upgrading network capacity is increasing as well. But there has no systematic estimation approach to analyze the amount of data traffic in the military network. In this paper we suggest an efficient data traffic estimation technique using network simulation with the respect of Input and output, scenario, toolset and technique, and experimental environments.

Analysis on the upper bound of strong Roman-domination in grid networks (그리드 네트워크의 강한 Roman 지배수 상계에 대한 해석)

  • Lee, Hoon;Sohn, Moo Young
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.22 no.8
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    • pp.1114-1122
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    • 2018
  • In this paper, we propose a theoretical framework for provisioning marginal resources in wired and wireless computer networks which include Internet. In more detail, we propose a mathematical model for the upper bounds of marginal capacity in grid networks, where the resource is designed a priori by normal traffic estimation and marginal resource is prepared for unexpected events such as natural disasters and abrupt flash crowd in public affairs. To be specific, we propose a method to evaluate an upper bound for minimum marginal capacity for an arbitrary grid topology using the concept of a strong Roman domination number. To that purpose, we introduce a graph theory to model and analyze the characteristics of general grid structure networks. After that we propose a new tight upper bound for the strong Roman domination number. Via a numerical example, we show the validity of the proposition.

Energy Saving Algorithm of the Home Gateway considering Service Usage Patterns (서비스 사용 패턴을 고려한 홈 게이트웨이의 전력 절감 알고리즘)

  • Kong, In-Yeup
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.14 no.8
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    • pp.1792-1798
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    • 2010
  • Home Gateway is always on for continuous services of home networks. Ubiquitous home networks are extended. so power consumption of home gateways increases by geometric progression. Our algorithm is for home gateway to sleep, listen or wakeup according to network traffic adaptively, as well as to keep always-on service. To do this, it traces the accumulated average of previous sleep periods. In addition to this basic algorithm, we make the profiles for user's living pattern per the day to reflect network usages in detail and adaptively. As the simulation results by comparing with overall accumulated average and per-day accumulated average, in case of the overall accumulated average, the difference the estimation and real value is distributed from 0.43% to 4%. In contrast of this, in case of the per-day accumulated average is distributed from 0.06% to 2%. From this results, we know the profiling of per-day usage pattern can help reduce the difference of the real sleep period and the estimated sleep period.

Analysis On Optimized WNW Topology And Traffic Modeling Under Tactical Environment (군 전술환경에 적합한 WNW의 최적 구조와 트래픽 해석)

  • Jang, Jae-Young;Kim, Jung-Ho
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.39C no.11
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    • pp.1114-1121
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    • 2014
  • Armed forces conducts war under volatile and unpredictable situation. Constructing communication system which ensures a victory is very important and difficult work. Traffic modeling has been conducted to derive WNW topology which meets operational requirements and capability under tactical environment. The result of study explains based on DTaQ's IER that company level cluster has 10~20% better packet receive rate than brigade level size.

Leased Line Traffic Prediction Using a Recurrent Deep Neural Network Model (순환 심층 신경망 모델을 이용한 전용회선 트래픽 예측)

  • Lee, In-Gyu;Song, Mi-Hwa
    • KIPS Transactions on Software and Data Engineering
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    • v.10 no.10
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    • pp.391-398
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    • 2021
  • Since the leased line is a structure that exclusively uses two connected areas for data transmission, a stable quality level and security are ensured, and despite the rapid increase in the number of switched lines, it is a line method that is continuously used a lot in companies. However, because the cost is relatively high, one of the important roles of the network operator in the enterprise is to maintain the optimal state by properly arranging and utilizing the resources of the network leased line. In other words, in order to properly support business service requirements, it is essential to properly manage bandwidth resources of leased lines from the viewpoint of data transmission, and properly predicting and managing leased line usage becomes a key factor. Therefore, in this study, various prediction models were applied and performance was evaluated based on the actual usage rate data of leased lines used in corporate networks. In general, the performance of each prediction was measured and compared by applying the smoothing model and ARIMA model, which are widely used as statistical methods, and the representative models of deep learning based on artificial neural networks, which are being studied a lot these days. In addition, based on the experimental results, we proposed the items to be considered in order for each model to achieve good performance for prediction from the viewpoint of effective operation of leased line resources.

DQN-Based Task Migration with Traffic Prediction in UAV-MEC assisted Vehicular Network (UAV-MEC지원 차량 네트워크에서 트래픽 예측을 통한 DQN기반 태스크 마이그레이션)

  • Shin, A Young;Lim, Yujin
    • Proceedings of the Korea Information Processing Society Conference
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    • 2022.11a
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    • pp.144-146
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    • 2022
  • 차량 환경에서 발생하는 계산 집약적인 태스크가 증가하면서 모바일 엣지 컴퓨팅(MEC, Mobile Edge Computing)의 필요성이 높아지고 있다. 하지만 지상에 존재하는 MEC 서버는 출퇴근 시간과 같이 태스크가 일시적으로 급증하는 상황에 유동적으로 대처할 수 없으며, 이러한 상황을 대비하기 위해 지상 MEC 서버를 추가로 설치하는 것은 자원의 낭비를 불러온다. 최근 이 문제를 해결하기 위해 UAV(Unmanned Aerial Vehicle)기반 MEC 서버를 추가로 사용해 엣지 서비스를 제공하는 연구가 진행되고 있다. 그러나 UAV MEC 서버는 지상 MEC 서버와 달리 한정적인 배터리 용량으로 인해 서버 간 로드밸런싱을 통해 에너지 사용량을 최소화 하는 것이 필요하다. 본 논문에서는 UAV MEC 서버의 에너지 사용량을 고려한 마이그레이션 기법을 제안한다. 또한 GRU(Gated Recurrent Unit) 모델을 활용한 트래픽 예측을 바탕으로 한 마이그레이션을 통해 지연시간을 최소화할 수 있도록 한다. 제안 시스템의 성능을 평가하기 위해 MEC의 마이그레이션 시점을 결정하는 기준점와 차량의 밀도에 따라 실험을 진행하고, 서버의 로드 편차, UAV MEC 서버의 에너지 사용량 그리고 평균 지연 시간 측면에서 성능을 분석한다.

Vertical Handover scheme for Seamless Mobility in Overlay Networks (오버레이 네트워크에서 끊김없는 이동성 지원을 위한 수직적 핸드오버 기법)

  • Han, Jung-Hoon;Kim, Jin-Soo;Hwang, Seung-Hee;Kong, Ki-Sik;Hwang, Chong-Sun
    • Proceedings of the Korea Information Processing Society Conference
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    • 2005.05a
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    • pp.1339-1342
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    • 2005
  • 이기종 네트워크들이 계층적인 구조로 결합되어 있는 오버레이 네트워크 환경에서 이동 단말(Mobile Terminal:MT)의 끊김없는 이동성 지원을 위해서는, 패킷 손실 및 호 단절 현상을 최소화할 수 있는 최적의 핸드오버 시점을 결정할 수 있어야 한다. 기존의 수직적 핸드오버 기법은, 단순히 MT의 위치 정보를 바탕으로 핸드오버 수행을 예측하고 결정하였다. 하지만 이 기법은, MT의 위치와 관계없이 네트워크의 과부하로 인한 패킷 손실 및 호 단절 현상이 발생할 수 있기 때문에, 네트워크의 과부하에 따른 핸드오버 시점을 간과하는 문제점을 노출하였다. 하루가 다르게 인터넷 트래픽이 급증하는 현실에서, 네트워크의 과부하를 고려하는 핸드오버 기법이 필요한 때이다. 따라서 본 논문에서는 MT의 위치와 네트워크의 부하를 모두 고려하여 핸드오버 시점을 결정할 수 있는 핸드오버 맵(Handover-Map:H-Map)의 개념을 제안한다. 그리고 핸드오버 동기화 현상을 최소화하기 위해 향상된 H-Map을 기반으로 차별화된 핸드오버 시점을 부여하는 VAH(Vertical handover on Advanced H-Map) 기법을 소개하고, 이의 성능을 기존기법과 비교한다.

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Dynamic Bandwidth Management scheme for Interactive Video Service Based on MPEG Video (대화형 비디오 서비스를 위한 MPEG 비디오 기반의 동적 대역폭 관리 기법)

  • Lee, Seung-Yun;Yu, Hwang-Bin
    • The Transactions of the Korea Information Processing Society
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    • v.6 no.2
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    • pp.367-376
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    • 1999
  • A variable bit-rate based video services have much limitation for bandwidth management, since its trarfic has a some variances in frame level. In particular, the bandwidth management for video which has characteristics of VBR traffic such a MPEG video could be more complicated. Also, it is difficult to manage the bandwidth effectively for proving a VCR function from VOD service, since we don't know the traffic variance exactly at that time. In this paper, we proposed the dynamic bandwidth allocation a scheme based on VBR traffic based stored video such as MPEG for interactive video service. This scheme can maximize the given total bandwidth through the prefetch based variable length bandwidth allocation scheme and dynamic bandwidth management scheme for multiple streams. Also, our scheme can be used for a MPEG-based bandwidth allocation scheme, and provides the method that can maximize the utilization of network resource for multiple stream by using a dynamic bandwidth management.

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