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Ga-based Pid Active Queue Management Control Design For A Classof Tcp Communication Networks

机译:一类Tcp通信网络的基于Ga的Pid主动队列管理控制设计

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Active queue management (AQM) is a key congestion control scheme for reducing packet loss and improving network utilization in TCP/IP networks.This paper proposes a proportional integral-derivative (PID) controller as an active queue manager for Internet routers.Due to the limitations of packet-dropping probability and the effects of propagation delays in TCP networks,the TCP AQM network was modeled as a time-delayed system with a saturated input.An improved genetic algorithm is employed to derive optimal or near optimal PID controller gains such that a performance index of integrated-absolute error (IAE) is minimized,and thereby a stable queue length,low packet loss,and high link utilization for TCP networks are guaranteed.The performance of the proposed control scheme is evaluated in various network scenarios via a series of numerical simulations.
机译:主动队列管理(AQM)是减少TCP / IP网络中数据包丢失并提高网络利用率的关键拥塞控制方案。本文提出了一种比例积分微分(PID)控制器作为Internet路由器的主动队列管理器。在TCP网络中,由于丢包概率的限制和传播延迟的影响,TCP AQM网络被建模为具有饱和输入的时间延迟系统。采用改进的遗传算法来得出最佳或接近最佳的PID控制器增益,从而最小化集成绝对误差(IAE)的性能指标,从而确保了稳定的队列长度,低数据包丢失和TCP网络的高链路利用率。系列数值模拟。

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