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主动队列管理中的PID型神经网络控制 被引量：2

PID Type Neural Network Control for Active Queue Management
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摘要 研究动态网络中间节点的拥塞控制.提出一种PID型神经网络的主动队列管理(AQM)算法,给出基于BP学习规则的网络参数自调整规律,根据Lyapunov定理证明了系统的稳定性.基于NS-2平台的仿真结果表明,该算法适应瞬息万变的网络环境,系统稳态误差和响应速度等指标优于PID算法. To study the congestion control of intermediate nodes in the changing network, PID type neural network control scheme for AQM （active queue management） is proposed. Back-propagation algorithm is used to adjust the weights of neural networks and stability of closed-loop system is proved according to the Lyapunov theory. Based on NS-2 simulation platform, the result showed that the proposed control scheme can adapt to the changing network situation, the system steady-state error and transient performance of the proposed scheme is superior to those of PID.
作者 任雪梅 黄鸿 艾亮 那靖
机构地区 北京理工大学信息科学技术学院自动控制系
出处 《北京理工大学学报》 EI CAS CSCD 北大核心 2006年第10期892-896,共5页 Transactions of Beijing Institute of Technology
基金 国家自然科学基金资助项目(60474033)
关键词 主动队列管理(AQM) 拥塞控制 BP学习规则 active queue management congestion control back-propagation algorithm
分类号 TP393 [自动化与计算机技术—计算机应用技术]
  • 相关文献

参考文献6

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二级参考文献21

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共引文献59

同被引文献24

  • 1沈永俊,顾幸生.PID神经网络内模控制在湿法烟气脱硫中的应用[J].清华大学学报（自然科学版）,2007,47(z2):1798-1802. 被引量：6
  • 2郑相全,郭伟.自组网中的负载均衡路由协议[J].计算机科学,2004,31(11):40-45. 被引量：15
  • 3彭玉旭,周克勤.基于位置的路由中转发策略对平均跳数的影响[J].重庆邮电学院学报（自然科学版）,2005,17(3):356-359. 被引量：1
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  • 6FLOYD S, GUMMADI R, SHENKER S. Adaptive RED : an algorithm for increasing the robustness of RED' s active queue management [ EB/OL]. (2001). http://www. icir. org/. oyd/red, html.
  • 7HOLLOT C V,MISRA V,TOWSLEY D,et al. On designing improved controllers for AQM routers supporting TCP flows[ C ]//Proc of IEEE INFOCOM. 2001 : 1726-1734.
  • 8KUNNIYUR S S,SRIKANT R. An adaptive virtual queue (AVQ) algorithm for active queue management [ J ]. IEEE/ACM Trans on Networking, 2004,12 ( 2 ) : 286 - 299.
  • 9REN Feng-yuan, LIN Chuang, WEI Bo. A robust active queue management algorithm in large delay networks [ J ]. Computer Communications, 2005,28 ( 5 ) : 485 - 493.
  • 10SUN Jin-sheng, CHEN Guang-rong, KO K T, et al. PD-Controller: a new active queue management scheme [ C ]//Proc of IEEE Globecom. 2003:3103-3107.

引证文献2

二级引证文献11

北京理工大学学报
2006年 第10期

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