Nonlinear Neural Network Congestion Control Based on Genetic Algorithm for TCP/IP Networks

@article{Rouhani2010NonlinearNN,
  title={Nonlinear Neural Network Congestion Control Based on Genetic Algorithm for TCP/IP Networks},
  author={M. Rouhani and Mohammad Rasoul Tanhatalab and Ali Shokohi-Rostami},
  journal={2010 2nd International Conference on Computational Intelligence, Communication Systems and Networks},
  year={2010},
  pages={1-6}
}
Active Queue Management (AQM) has been widely used for congestion avoidance in TCP networks. [...] Key Method In this paper, we design a nonlinear neural network controller using the non-linear model of TCP network. Genetic algorithms are used to train the nonlinear neural controller. We evaluate the performances of the proposed neural network AQM approach via simulation experiments. The proposed approach yields superior performance with faster transient response, larger throughput, and higher link utilization…Expand
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