基于增强卡尔曼滤波的MPLS网络自适应窗口流量控制

N. Wongvanich, H. Sirisena
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引用次数: 1

摘要

提出了一种基于卡尔曼滤波的MPLS网络自适应滑动窗口流量控制协议。然后实现最优控制算法,使队列长度偏离期望目标的方差最小化。仿真结果表明,采用偏置估计比普通卡尔曼滤波的收敛速度快得多。实现了带宽链路利用率的最大化和丢包率的最小化。
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Adaptive Window Flow Control in MPLS Networks using Enhanced Kalman Filtering
This paper presents an adaptive sliding window flow control protocol for MPLS networks, based on estimating the available link bandwidth using Kalman Filtering enhanced by bias estimation. An optimal control algorithm is then implemented that minimizes the variance of queue length deviations from the desired target. The simulation results show that, with bias estimation, the bandwidth estimate converges much faster than with ordinary Kalman filtering. We also achieve the goal of maximizing the bandwidth link utilization efficiency while minimizing the packet loss rate.
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