• Title/Summary/Keyword: traffic patterns

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A Novel Globally Adaptive Load-Balanced Routing Algorithm for Torus Interconnection Networks

  • Wang, Hong;Xu, Du;Li, Lemin
    • ETRI Journal
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    • v.29 no.3
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    • pp.405-407
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    • 2007
  • A globally adaptive load-balanced routing algorithm for torus interconnection networks is proposed. Unlike previously published algorithms, this algorithm employs a new scheme based on collision detection to handle deadlock, and has higher routing adaptability than previous algorithms. Simulation results show that our algorithm outperforms previous algorithms by 16% on benign traffic patterns, and by 10% to 21% on adversarial traffic patterns.

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Big Data Analysis and Prediction of Traffic in Los Angeles

  • Dauletbak, Dalyapraz;Woo, Jongwook
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.14 no.2
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    • pp.841-854
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    • 2020
  • The paper explains the method to process, analyze and predict traffic patterns in Los Angeles county using Big Data and Machine Learning. The dataset is used from a popular navigating platform in the USA, which tracks information on the road using connected users' devices and also collects reports shared by the users through the app. The dataset mainly consists of information about traffic jams and traffic incidents reported by users, such as road closure, hazards, accidents. The major contribution of this paper is to give a clear view of how the large-scale road traffic data can be stored and processed using the Big Data system - Hadoop and its ecosystem (Hive). In addition, analysis is explained with the help of visuals using Business Intelligence and prediction with classification machine learning model on the sampled traffic data is presented using Azure ML. The process of modeling, as well as results, are interpreted using metrics: accuracy, precision and recall.

Analysis of vessel traffic patterns near Busan Port using AIS data (AIS 데이터를 활용한 부산항 인근 선박통항패턴 분석)

  • Hyeong-Tak Lee;Hey-Min Choi;Jeong-Seok Lee;Hyun Yang;Ik-Soon Cho
    • Proceedings of the Korean Institute of Navigation and Port Research Conference
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    • 2022.06a
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    • pp.155-156
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    • 2022
  • Efficient operation of ships can transport cargo to ports safer and faster, and reduce fuel costs. Therefore, in this study, the pattern was analyzed using AIS data of ships passing near Busan Port, a representative port in Korea. The analysis of vessel traffic patterns was approached with a grid-based node generation method, which can be used for research such as optimal route and route prediction.

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Sleep-Wake Pattern, Social Jetlag, and Daytime Sleepiness among Rotating Shift Air Traffic Controllers (교대근무 항공교통관제사의 근무형태별 수면-각성 양상, 사회적 시차 및 주간졸림증에 관한 연구)

  • Jong-Duk Jeon;Ahrin Kim
    • Journal of the Korean Society for Aviation and Aeronautics
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    • v.32 no.1
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    • pp.91-102
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    • 2024
  • This study aimed to investigate the sleep-wake patterns, social jetlag (SJL), and daytime sleepiness (DS) among air traffic controllers (ATCs) with rotating shifts. A total of 133 shift-rotating ATCs participated by completing self-report questionnaires regarding their sleep-wake patterns and DS. SJL, indicating the mid-sleep difference between workdays (W) and free days (F), was calculated for each shift. Night-shift workdays had the shortest sleep duration (SD) (5.28 hours), whereas free days following day shifts had the longest SD (6.66 hours). SJL for day and night shifts was 2.73 and 2.71 hours, respectively. The average DS score was 7.92 out of 24, with a 28.6% prevalence of DS. There was a negative correlation between SD following day shifts and SJL for the day shifts. Given these findings, it is recommended to implement effective interventions and work schedules to maintain consistent sleep patterns and minimize social jetlag to address sleep issues for shift-working ATCs.

A Study on Patterning and Grading by the Impact of Traffic Culture Index (교통문화지수 영향요인에 의한 유형화와 영향정도에 관한 연구)

  • Jeong Cheal-Woo;Jung Hun-Young;Ko Sang-Sean
    • Journal of Navigation and Port Research
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    • v.30 no.1 s.107
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    • pp.35-43
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    • 2006
  • This study suggests strategies to prevent traffic accidents by utilizing impact factors per each cluster and the typical patterns of 81 cities based on the statistical analysis of the data concerning the TCI which was developed from the partnership of the Traffic Safety Authority and the Green Traffic Movement Corporation in 2002 and 2003. The Principal Component Analysis and Cluster Analysis on impact factors and TCI result in 4 components and 4 clusters. Also as the results of Stepwise Multiple Regression Analysis examining the relationship between impact factors and TCI, R2 values of these models show high to all clusters. According to the results, we suggest strategies to prevent traffic accidents per cluster concretely and it is necessary to analyze how effective the invested facilities are in reducing traffic accidents in the future.

Gateway Strategies for VoIP Traffic over Wireless Multihop Networks

  • Kim, Kyung-Tae;Niculescu, Dragos;Hong, Sang-Jin
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.5 no.1
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    • pp.24-51
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    • 2011
  • When supporting both voice and TCP in a wireless multihop network, there are two conflicting goals: to protect the VoIP traffic, and to completely utilize the remaining capacity for TCP. We investigate the interaction between these two popular categories of traffic and find that conventional solution approaches, such as enhanced TCP variants, priority queues, bandwidth limitation, and traffic shaping do not always achieve the goals. TCP and VoIP traffic do not easily coexist because of TCP aggressiveness and data burstiness, and the (self-) interference nature of multihop traffic. We found that enhanced TCP variants fail to coexist with VoIP in the wireless multihop scenarios. Surprisingly, even priority schemes, including those built into the MAC such as RTS/CTS or 802.11e generally cannot protect voice, as they do not account for the interference outside communication range. We present VAGP (Voice Adaptive Gateway Pacer) - an adaptive bandwidth control algorithm at the access gateway that dynamically paces wired-to-wireless TCP data flows based on VoIP traffic status. VAGP continuously monitors the quality of VoIP flows at the gateway and controls the bandwidth used by TCP flows before entering the wireless multihop. To also maintain utilization and TCP performance, VAGP employs TCP specific mechanisms that suppress certain retransmissions across the wireless multihop. Compared to previous proposals for improving TCP over wireless multihop, we show that VAGP retains the end-to-end semantics of TCP, does not require modifications of endpoints, and works in a variety of conditions: different TCP variants, multiple flows, and internet delays, different patterns of interference, different multihop topologies, and different traffic patterns.

Designing traffic signal patterns through genetic algorithms

  • Mikami, Sadayoshi;Nakajima, Jun;Kakazu, Yukinori
    • 제어로봇시스템학회:학술대회논문집
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    • 1992.10b
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    • pp.285-289
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    • 1992
  • This paper describes a new optimization technique for the design of traffic signal patterns. The proposed method uses a Genetic Algorithm for searching through the better signal patterns. Since the Genetic Algorithm is effective to search directly through a huge binary coded state spaces, the proposed design method has the following advantages over the conventional OR methods: (1) on-line optimization is available within a reasonable time, (2) there is no limitation to the types of signals to be optimized. Some computer simulations are carried out and its ability of getting high quality control in a short period is demonstrated.

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Performance Analysis of Multi-Media Traffic in Nonhirerachical Structures (비계층적 구조를 갖는 종합정보 통신망에서 다원트래픽 성능분석)

  • 김제숭
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.20 no.41
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    • pp.103-112
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    • 1997
  • In this paper, a nonhierarchial integrated information network with circuit switched and packet switched traffic is considered. It is assumed that circuit switched traffic is allowed to attempt an alternate path if the direct path is blocked, whereas packet switched traffic is not. The network uses a movable boundary scheme to allocate bandwidth dynamically. To analyze the performance of this type of network, EEBP(End to End Blocking Probability) is selected as a measure for circuit switched traffic and average time delay for packet switched traffic, respectively. EEBP and average time delay are derived analytically. Using the two proposed measure, the performance of the network under various bandwidth allocations and arrival patterns are observed. Moreover, the arrival rate of one link for circuit switched traffic is obtained from an approximation formula. Simulation results reveal the validity of the proposed approximation method.

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A Study on the Relationship between the Traffic Signal System and the Air Pollutants emitted by the Motor Vehicles at Intersection

  • Hong, Min-Sun;Woo, Wan-Gi;Park, Jong-In
    • Journal of Korean Society for Atmospheric Environment
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    • v.9 no.E
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    • pp.364-372
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    • 1993
  • The purpose of this study is to analyze traffic patterns by use of TRANSYT-7F Model, and to choose the optimum traffic-light cycle length and cycle splite to improve traffic flow and air quality at Samsung Intersection in Seoul. Emission rates of air pollutants are calculated for three time segments 0700-0900, 0900-1800 and 1800-2000. The traffic volume correlated reasonably well with air pollutants emitted ; however, the phasing and timing of traffic signals was found to equally be important. The results of performance with optimal setting indicate that the best cycle length were 80sec(0700-0900), 95sec(0900-1800) and 90sec(1800-2000), res-pectively. As expected the highest emissions of air pollutants were observed during the evening rush hours (1800-2000). A properly designed signalized intersection can help reduce traffic delay, driver discomfort, fuel consumption, and air pollution by efficiently the capacity of existing intersection.

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A Study of the delay pattern of voice traffic for end-to-end users on the voice IP (VoIP 상에서 다양한 응용 서비스 트래픽에 따른 종단간 사용자의 음성 트래픽 지연 변화 연구)

  • 윤상윤;정진욱
    • Journal of the Korea Society for Simulation
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    • v.10 no.2
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    • pp.15-24
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    • 2001
  • In this paper we study the delay patterns of voice traffic for end-to-end users Caused by serving the whole bunch of applications traffic at the same time on the Voice over Internet Protocol (VoIP) network. Given the current situation that voice traffic is served along with other application services on the VoIP network, it is quite necessary to figure out how and by what the voice traffic requiring high QoS is delayed. We compare the delay performance of voice traffic on the VoIP network under FIFO with the one under Weighted Fair Queuing(WFQ), and discover the differences of the delay performance resulting from the use of different voice codec algorithms. The results of our study show that using the voice codec algorithm with a higher coding rate nd the queuing algorithm of WEQ can provide users with high-quality voice traffic.

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