• 제목/요약/키워드: traffic characteristics

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KT의 Ntopia가입자 망 트래픽 분석 및 모델링 (Analysis and Modeling of Traffic at Ntopia Subscriber Network of Korea Telecom)

  • 주성돈;이채우
    • 대한전자공학회논문지TC
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    • 제41권5호
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    • pp.37-45
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    • 2004
  • 인터넷이 발전하면서 이전에 존재하던 응용프로그램과는 다른 새로운 응용프로그램들이 등장하고 있으며, 이에 따라 트래픽의 특징 또한 변하고 있다. 그 결과 새로운 응용프로그램이 네트워크 성능에 미치는 영향도 변하고 있다. 현재 널리 사용되고 있는 P2P(Peer to Peer) 응용프로그램이 발생시키는 트래픽은 기존의 웹(HTTP)이나 FTP(File Transfer Protocol) 응용프로그램의 트래픽과 다른 통계적 특징을 보여주고 있다. 본 논문은 P2P 트래픽의 특징을 분석하기 위해 KT(Korea Telecom)의 가입자망 트래픽을 측정하였다. 측정된 트래픽을 플로우별로 분석을 하고, P2P 트래픽의 자기 유사성을 측정하고 웹 트래픽과 비교하였다. 분석 결과 P2P 트래픽은 기존의 웹 트래픽과 비교해 매우 버스트(burst)하였으며, P2P 응용프로그램들이 업스트림 트래픽과 다운스트림 트래픽을 대칭적으로 만들고 있었다. 네트워크에서 발생되는 패킷 손실과 지연 등 QoS 관련 파라미터를 예측하기 위해, 본 논문에서는 잘 알려진 자기 유사 트래픽 모델을 이용하여 P2P 트래픽을 모델링하고 트래픽 모델의 정확성을 검증하기위해 SSQ(Single Server Queue)를 이용하여 손실확률과 평균 지연시간을 비교하였다 시뮬레이션 결과 자기 유사 트래픽 모델은 P2P 트래픽의 성능을 잘 예측할 수 있었으며, 네트워크를 설계하거나 성능을 측정할 때 입력 트래픽으로서 이 트래픽 모델들을 사용할 수 있다.

시계열 분석을 활용한 고속도로 교통류 예측 (Forecasting of Motorway Traffic Flow based on Time Series Analysis)

  • 윤병조
    • 도시과학
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    • 제7권1호
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    • pp.45-54
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    • 2018
  • The purpose of this study is to find the factors that reduce prediction error in traffic volume using highway traffic volume data. The ARIMA model was used to predict the day, and it was confirmed that weekday and weekly characteristics were distinguished by prediction error. The forecasting results showed that weekday characteristics were prominent on Tuesdays, Wednesdays, and Thursdays, and forecast errors including MAPE and MAE on Sunday were about 15% points and about 10 points higher than weekday characteristics. Also, on Friday, the forecast error was high on weekdays, similar to Sunday's forecast error, unlike Tuesday, Wednesday, and Thursday, which had weekday characteristics. Therefore, when forecasting the time series belonging to Friday, it should be regarded as a weekly characteristic having characteristics similar to weekend rather than considering as weekday.

A New Class-Based Traffic Queue Management Algorithm in the Internet

  • Zhu, Ye
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제3권6호
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    • pp.575-596
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    • 2009
  • Facing limited network resources such as bandwidth and processing capability, the Internet will have congestion from time to time. In this paper, we propose a scheme to maximize the total utility offered by the network to the end user during congested times. We believe the only way to achieve our goal is to make the scheme application-aware, that is, to take advantage of the characteristics of the application. To make our scheme scalable, it is designed to be class-based. Traffic from applications with similar characteristics is classified into the same class. We adopted the RED queue management mechanism to adaptively control the traffic belonging to the same class. To achieve the optimal utility, the traffic belonging to different classes should be controlled differently. By adjusting link bandwidth assignments of different classes, the scheme can achieve the goal and adapt to the changes of dynamical incoming traffic. We use the control theoretical approach to analyze our scheme. In this paper, we focus on optimizing the control on two types of traffic flows: TCP and Simple UDP (SUDP, modeling audio or video applications based on UDP). We derive the differential equations to model the dynamics of SUDP traffic flows and drive stability conditions for the system with both SUDP and TCP traffic flows. In our study, we also find analytical results on the TCP traffic stable point are not accurate, so we derived new formulas on the TCP traffic stable point. We verified the proposed scheme with extensive NS2 simulations.

소음지도 작성을 위한 도로교통소음 예측식의 적합성 연구 (A Study on the Fitness of Road Traffic Noise Formulas for Noisemap)

  • 김화일
    • 한국환경과학회지
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    • 제16권7호
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    • pp.823-830
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    • 2007
  • Traffic noise is a kind of noise caused by cars, trains and aircraft. Among them, noise produced by cars is the most important factor in cities. According to the National Institute of Environmental Research(NIER)'s survey, Road traffic noise levels in Susan are the highest of all the cities in Korea. So, appropriate measures for road traffic noise reduction is required. For this purpose, the construction of a noise map in Susan will playa vital role. However, road traffic noise formulas are constructed considering regional characteristics such as each country road's environment and vehicle quality. Therefore, prior to constructing a noise map in Susan, examination processes about each formula constituent status and estimation process are required preferentially. In this research, the basic first stage is to estimate Susan's road traffic noise. First, investigate characteristics of each road traffic noise estimate and using this, a noise map is constructed for road traffic noise in Susan. Then the adaptation of a road traffic noise formula is evaluated.

횡단보도의 교통사고 범위 설정에 관한 연구 (The Setting in the Range of Traffic Accident on the Crosswalk)

  • 김장욱;정민영;강동수;홍지연;이수범
    • 한국안전학회지
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    • 제26권4호
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    • pp.120-126
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    • 2011
  • Under the current law or system, the range of traffic accident on the crosswalk does not reflect the characteristics of traffic accident and the pedestrian's walking pattern. Thus, this study conducted a video recording survey on the 250 spots which are high to traffic accident rate of pedestrian-vehicle to reset the range of traffic accident on or near the crosswalk considering the characteristics of traffic accident and the pedestrian's walking pattern. Based on the collected data through a video recording survey, this study analyzed the pattern of pedestrians and extracted the variables influenced in the pedestrian's walking pattern. After conducting the regression analysis, this study made the model of measuring the range of traffic accident on the crosswalk. Through all processes these, this study reset the range of traffic accident on the crosswalk which could minimize the disadvantages of pedestrian when they have an accident on the crosswalk and ensure the right of way of pedestrian.

ITS 상황하의 도시고속도로 유출입 램프 영향권 속도 예측모형 구축에 관한 연구 (Predictive Speed Modeling on Urban Freeway Ramp Junctions under the ITS Setting)

  • 김동수;김태곤
    • 한국항만학회지
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    • 제14권4호
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    • pp.419-427
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    • 2000
  • Today travel demand continues to increase with spread of economic zones. Also, urban freeway plays an important role in intra-zone transportations as a major corridor in a big city. However, most of urban freeways experience a severe congestion with the excess of inflowing or outflowing traffic through freeway ramps. The purpose of this study is to identify the traffic characteristics, analyze the relationships between the traffic characteristics and finally construct the speed predictive models on the ramp junctions of urban freeway under the intelligent transportation system(ITS) settings. From the analyses of traffic characteristics following results were obtained: ⅰ) 24 hours average traffic characteristics flow, occupancy, speed under the ITS settings showed about 40%, 38%, 8.8% increase each on urban freeway junctions period when compared with that under the non-ITS settings each other. Free flow speed and traffic flow on the mainline sections of urban freeway under the ITS settings also showed about 20% and 17% increase when compared with that under the non-ITS, respectively. ⅱ) The upstream when compared speed( $S_{u}$)and downstream occupancy( $O_{d}$) were especially shown to have higher explanatory powers on the stable flow ramp junctions, but the upstream speed( $S_{u}$) and downstream flow( $V_{d}$) were especially shown on the unstable flow ramp junctions of urban freeway under the ITS settings.ngs.ngs.

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홉필드 네트워크와 퍼지 Max-Min 신경망을 이용한 손상된 교통 표지판 인식 (Damaged Traffic Sign Recognition using Hopfield Networks and Fuzzy Max-Min Neural Network)

  • 김광백
    • 한국정보통신학회논문지
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    • 제26권11호
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    • pp.1630-1636
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    • 2022
  • 현재 교통 표지판 인식 기법들은 다양한 날씨, 빛의 변화 등과 같은 외부환경 뿐만 아니라 교통 표지판이 일부 훼손된 경우에는 인식 성능이 저하되는 경우가 발생한다. 따라서 본 논문에서는 이러한 문제점을 개선하기 위하여 홉필드 네트워크와 퍼지 Max-Min 신경망을 이용하여 손상된 교통 표지판의 인식 성능을 개선하는 방법을 제안한다. 제안된 방법은 손상된 교통 표지판에서 특징들을 분석한 후, 그 특징들을 학습 패턴으로 구성하여 퍼지 Max-Min 신경망에 적용하여 1차적으로 교통 표지판의 특징을 분류한다. 1차적 분류된 특징이 있는 학습 영상들을 홉필드 네트워크에 적용하여 손상된 특징을 복원한다. 홉필드 네트워크를 적용하여 복원된 교통 표지판의 특징들을 다시 퍼지 Max-Min 신경망에 적용하여 최종적으로 손상된 교통 표지판을 분류하고 인식한다. 제안된 방법의 성능을 평가하기 위하여 손상된 정도가 다른 다양한 교통 표지판 8개를 적용하여 실험한 결과, 제안된 방법이 퍼지 Max-Min 신경망에 비해 평균적으로 38.76%의 분류 성능이 개선되었다.

토지이용특성을 고려한 서울시 교통사고 발생 모형 개발 (Development of Traffic Accident Models in Seoul Considering Land Use Characteristics)

  • 임삼진;박준태
    • 한국재난정보학회 논문집
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    • 제9권1호
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    • pp.30-49
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    • 2013
  • 본 연구에서는 토지이용에 기반을 두는 새로운 교통사고 예측모형을 개발하였다. 다양한 지역의 특성을 반영할 수 있는 변수에 대한 시장분할 및 추가변수 도입을 토대로 Data Mining 기법의 하나인 의사나무결정법(Classification and Regression Tree)을 활용하여 새로운 유형별 교통사고 예측모형을 개발하였다. 분석결과를 살펴보면 주민등록인구수, 통근 등 활동변수와 활동의 대상이 되는 도로규모, 유발시설 등이 교통사고를 설명하는 변수로 도출되었다.

사용자 통화 특성을 고려한 무선 네트워크 시뮬레이터 구현 (Implementation of Wireless Network simulator considering a User's Call Characteristics)

  • 윤영현
    • 디지털산업정보학회논문지
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    • 제5권3호
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    • pp.107-115
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    • 2009
  • Traditionally, simulation method is used to test and evaluate the performance of communication protocol or functional elements for mobile communication service. In this paper, wireless network simulator is implemented using the C++ object-oriented programming language. This simulator can simulate wireless data services, like as ad-hoc networks, by considering the user's mobility. In this paper, the simulator includes network traffic model to reflect wireless data service and traffic source model to represent a user's mobility similar to real service environment and traffic characteristics can be reflected on the simulation, and also more accurate simulation results can be got through that. In addition, by using object-oriented techniques, new service feature or environment can be easily added or changed so that the developed mobile communication simulator can reflect the real service environment all the time. This simulator can be used in adjusting the characteristics of wireless data hosts following the mobility of the user, and also can be used in building new wireless ad-hoc network routing protocols.

고속도로 발생소음의 특성 분석 (Characteristics Analysis of Highway Traffic Noise)

  • 김철환;장태순;김득성
    • 한국소음진동공학회논문집
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    • 제22권12호
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    • pp.1191-1198
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    • 2012
  • Highway traffic noise is the one of the most frequent pollutant source of environmental claims in Korea for the last 10 years. For abating the noise from the highways, characteristics of highway noise source should be investigated and identified before performing the abatements. Highway noises are affected by traffic volume, vehicle types and speed, tyre and pavement types. In this study, highway noises which measured from different pavements have been analyzed and compared. Especially, the noise from the asphalt concrete pavement, cement concrete pavement and low-noise pavement have been measured simultaneously at the same traffic condition and compared each other. Hopefully, the data of the study may be used for abating highway noise and further studies.