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Performance Evaluation of Queue Management Methods for Congestion Control

机译:拥塞控制队列管理方法的性能评估

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Congestion control is proposed to guarantee the network performance and quality of service. A number of Active Queue Management (AQM) methods, such as Random Early Detection (RED), have been designed for congestion control in the past few years. Most of the AQM methods are obtained and verified with different network configurations, and consequently do not have comparability. Moreover, RED is the only scheme recommended by the Internet Engineering Task Force (IETF) and has good potential in practical application. This paper focuses on RED and proposes a Real-time Dynamic RED (RDRED) algorithm, which modifies the static probability function to an adaptive nonlinear function, and uses instantaneous queue length as the congestion indicator instead of average queue size. Then this paper compares the proposed RDRED scheme with RED and its different valiants, such as Adaptive RED (ARED), Nonlinear RED (NLRED), Dynamic RED (DRED) and Improved RED (IRED). The performance evaluation is done by using the Network-Simulator-2, which provides a convenient and reliable platform for simulating large-scale networks. It is demonstrated that the RDRED algorithm achieves the best performance among all the tested AQM algorithms. It can stabilize the queue length very well while keeping the queuing jitter very small. The simulation results also provide insights into the AQM design, e.g. the importance of congestion indicator, adaptive and nonlinear mechanism being suitable for time-varying TCP dynamics.
机译:提出拥塞控制以保证网络性能和服务质量。在过去几年中,已经设计出许多主动队列管理(AQM)方法,例如随机早期检测(RED),用于拥塞控制。大多数AQM方法都是通过不同的网络配置获得和验证的,因此没有可比性。此外,RED是Internet工程任务组(IETF)推荐的唯一方案,在实际应用中具有良好的潜力。本文着重研究RED,提出了一种实时动态RED(RDRED)算法,该算法将静态概率函数修改为自适应非线性函数,并使用瞬时队列长度作为拥塞指标,而不是平均队列大小。然后,本文将所提出的RDRED方案与RED及其不同有效值进行比较,例如自适应RED(ARED),非线性RED(NLRED),动态RED(DRED)和改进的RED(IRED)。性能评估是通过使用Network-Simulator-2完成的,Network-Simulator-2提供了一个方便且可靠的平台来模拟大规模网络。结果表明,在所有经过测试的AQM算法中,RDRED算法均实现了最佳性能。它可以很好地稳定队列长度,同时使排队抖动保持很小。仿真结果还提供了对AQM设计的见解,例如拥塞指示器的重要性,自适应和非线性机制适合于时变TCP动态。

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