• Title/Summary/Keyword: Queue management mechanism

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A Queue Management Mechanism for Service groups based on Deep Reinforcement Learning (심층강화학습 기반 서비스 그룹별 큐 관리 메커니즘)

  • Jung, Seol-Ryung;Lee, Sung-Keun
    • The Journal of the Korea institute of electronic communication sciences
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    • v.15 no.6
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    • pp.1099-1104
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    • 2020
  • In order to provide various types of application services based on the Internet, it is ideal to guarantee the quality of service(QoS) for each flow. However, realizing these ideas is not an easy task.. It is effective to classify multiple flows having the same or similar service quality requirements into same group, and to provide service quality for each group. The queue management mechanism in the router plays a very important role in order to efficiently transmit data and to support differentiated quality of service for each service. In order to efficiently support various multimedia services, an intelligent and adaptive queue management mechanism is required. This paper proposes an intelligent queue management mechanism based on deep reinforcement learning that decides whether to deliver packets for each group based on the traffic information of each flow group flowing in for a certain period of time and the current network state information.

PAQM: an Adaptive and Proactive Queue Management for end-to-end TCP Congestion Control

  • Ryu Seung Wan
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 2003.05a
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    • pp.417-424
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    • 2003
  • In this paper, we introduce and analyze a feedback control model of TCP/AQM dynamics. Then, we propose the Pro-active Queue Management (PAQM) mechanism, which can provide proactive congestion avoidance and control using an adaptive congestion indicator and a control function for wide range of traffic environments. The PAQM stabilizes the queue length around a desired level while giving smooth and low packet loss rates independent of the traffic load level under a wide range of traffic environment. The PAQM outperforms other AQM algorithms such as Random Early Detection (RED) [1] and PI-controller [2]

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A Packet Dropping Algorithm based on Queue Management for Congestion Avoidance (폭주회피를 위한 큐 관리 기반의 패킷 탈락 알고리즘)

  • 이팔진;양진영
    • Journal of Internet Computing and Services
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    • v.3 no.6
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    • pp.43-51
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    • 2002
  • In this paper, we study the new packet dropping scheme using an active queue management algorithm. Active queue management mechanisms differ from the traditional drop tail mechanism in that in a drop tail queue packets are dropped when the buffer overflows, while in active queue management mechanisms, packets may be dropped early before congestion occurs, However, it still incurs high packet loss ratio when the buffer size is not large enough, By detecting congestion and notifying only a randomly selected fraction of connection, RED causes to the global synchronization and fairness problem. And also, it is the biggest problem that the network traffic characteristics need to be known in order to find the optimum average queue length, We propose a new efficient packet dropping method based on the active queue management for congestion control. The proposed scheme uses the per-flow rate and fair share rate estimates. To this end, we present the estimation algorithm to compute the flow arrival rate and the link fair rate, We shows the proposed method improves the network performance because the traffic generated can not cause rapid fluctuations in queue lengths which result in packet loss

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A Dynamic Precedence Queue Mechanism of CAN for An Efficient Management of Automobile Network System (자동차 네트워크 시스템의 효율적 관리를 위한 CAN의 동적 선행대기 열 기법)

  • Choi Ho-Seek;Choi Hyo-Seek;Lee Jang-Myung
    • Journal of Institute of Control, Robotics and Systems
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    • v.12 no.6
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    • pp.614-620
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    • 2006
  • Today the automobile has been changed from a mechanical system to an electronic control system fly the development of the electronic technology. In the automobile body, most of these electronic control devices are networked and managed fully by the CAN protocol. But, when a network system is overloaded, unexpected transmission delay for relative low priority objects occurs due to the static priority definition of the CAN protocol. To resolve this problem, this paper proposes a dynamic precedence queue mechanism that creates a queue for the low priority object and its relevant objects to be transmitted, which becomes urgent in an overloaded network system to keep the maximum allowable time delay. For the generated queue, the highest priority is assigned to transmit the queued objects within the shortest time. The mechanism is implemented in the logical link layer of CAN, which does not require any modification of the old CAN hardware. Effectiveness of the proposed mechanism is verified by the real experiments with an automobile network system.

Performance Management of Token Bus Networks for Computer Integrated Manufacturing (컴퓨터 통합생산을 위한 토큰버스 네트워크의 성능관리)

  • Lee, Sang-Ho;Lee, Suk
    • Journal of the Korean Society for Precision Engineering
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    • v.13 no.6
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    • pp.152-160
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    • 1996
  • This paper focuses on development and evaluation of a performance management algorithm for IEEE 802.4 token bus networks to serve large-scale integrated manufacturing systems. Such factory automation networks have to satisfy delay constraints imposed on time-critical messages while maintaining as much network capacity as possible for non-time-critical messages. This paper presents a network performance manager that adjusts queue capacity as well as timers by using a set of fuzzy rules and fuzzy inference mechanism. The efficacy of the performance management has been demonstrated by a series of simulation experiments.

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Threshold-based Filtering Buffer Management Scheme in a Shared Buffer Packet Switch

  • Yang, Jui-Pin;Liang, Ming-Cheng;Chu, Yuan-Sun
    • Journal of Communications and Networks
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    • v.5 no.1
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    • pp.82-89
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    • 2003
  • In this paper, an efficient threshold-based filtering (TF) buffer management scheme is proposed. The TF is capable of minimizing the overall loss performance and improving the fairness of buffer usage in a shared buffer packet switch. The TF consists of two mechanisms. One mechanism is to classify the output ports as sctive or inactive by comparing their queue lengths with a dedicated buffer allocation factor. The other mechanism is to filter the arrival packets of inactive output ports when the total queue length exceeds a threshold value. A theoretical queuing model of TF is formulated and resolved for the overall packet loss probability. Computer simulations are used to compare the overall loss performance of TF, dynamic threshold (DT), static threshold (ST) and pushout (PO). We find that TF scheme is more robust against dynamic traffic variations than DT and ST. Also, although the over-all loss performance between TF and PO are close to each other, the implementation of TF is much simpler than the PO.

A Study on a Queue Management Scheme for Alleviating the Impact of Packet Size on the Throughput (패킷 크기에 따른 처리율 영향을 완화하는 큐 관리 기법 연구)

  • 이성근
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.6 no.4
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    • pp.552-558
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    • 2002
  • Differentiated services (DiffServ) architecture defines a new framework for the support of quality of service (QoS) in IP-based networks. RIO has received the most attention among all the active queue management mechanisms proposed for assured service in DiffServ environment. The paper proposed the enhanced RIO which could alleviate the impact of flow's packet sire on the realized throughput. The simulation results indicate that this mechanism, when combined with TSW as traffic conditioner, provide better throughput assurance and fair distribution of excess bandwidth independent of packet size of flows in case of well-provisioned network environment.

A Study on a Queue Management for Alleviating the Bandwidth Skew Problem in Differentiated Service Network (차별 서비스 네트워크에서 대역폭 스큐 문제를 완화하는 큐 관리 기법 연구)

  • 명성원;황구연;이성근
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2002.05a
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    • pp.121-124
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    • 2002
  • In Diffserv Network, RIO is the most effective active queue management algorithm. RIO, the enhanced queue management algorithm from RED, divides IN and OUT packets and manages them differently. one of the main problems for the implementation of RIO is the Bandwidth Skew problem for providing the Assured Service. In this paper, we will show the bandwidth skew problem in RIO and provide an enhanced RIO mechanism that will alleviate the bandwidth skew problem.

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Performance Improvement on RED Based Gateway in TCP Communication Network

  • Prabhavat, Sumet;Varakulsiripunth, Ruttikorn
    • 제어로봇시스템학회:학술대회논문집
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    • 2004.08a
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    • pp.782-787
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    • 2004
  • Internet Engineering Task Force (IETF) has been considering the deployment of the Random Early Detection (RED) in order to avoid the increasing of packet loss rates which caused by an exponential increase in network traffic and buffer overflow. Although RED mechanism can prevent buffer overflow and hence reduce an average values of packet loss rates, but this technique is ineffective in preventing the consecutive drop in the high traffic condition. Moreover, it increases a probability and average number of consecutive dropped packet in the low traffic condition (named as "uncritical condition"). RED mechanism effects to TCP congestion control that build up the consecutive of the unnecessary transmission rate reducing; lead to low utilization on the link and consequently degrade the network performance. To overcome these problems, we have proposed a new mechanism, named as Extended Drop slope RED (ExRED) mechanism, by modifying the traditional RED. The numerical and simulation results show that our proposed mechanism reduces a drop probability in the uncritical condition.

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QoS Adaptive Flow based Active Queue Management Algorithm and Performance Analysis (QoS 적응형 플로우 기반 Active Queue Management 알고리즘 및 성능분석)

  • Kang, Hyun-Myoung;Choi, Hoan-Suk;Rhee, Woo-Seop
    • The Journal of the Korea Contents Association
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    • v.10 no.3
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    • pp.80-91
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    • 2010
  • Due to the convergence of broadcasting and communications, IPTV services are spotlighted as the that next-generation multimedia services. IPTV services should have functionality such as unlimited channel capacity, extension of media, QoS awareness and are required increasing traffic and quality control technology to adapt the attributes of IPTV service. Consequently, flow based quality control techniques are needed. Therefore, many studies for providing Internet QoS are performed at IETF (Internet Engineering Task Force). As the buffer management mechanism among IP QoS methods, active queue management method such as RED(Random Early Detection) and modified RED algorithms have proposed. However, these algorithms have difficulties to satisfy the requirements of various Internet user QoS. Therefore, in this paper we propose the Flow based AQM(Active Queue Management) algorithm for the multimedia services that request various QoS requirements. The proposed algorithm can converge the packet loss ratio to the target packet loss ratio of required QoS requirements. And we present a performance evaluation by the simulations using the ns-2.