Design and Implementation: Adaptive Active Queue Management Algorithm Based on Neural Network

Zhenwei Meng, Junlong Qiao, Lijun Zhang · 2014

The packet queue management mechanism deployed on network intermediate device is an important means to prevent congestion. Existing queuing algorithms still need to be improved in control effect, response speed and stability, etc. In this paper, we present an adaptive active queue management algorithm GRPID based on classic PID controller, and incorporate the advantages of RBF neural network then validate the algorithm in NS2 Network simulator. In addition, we implement the algorithm in the Linux kernel and conduct performance measurement test.

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