Date of Award
Master of Science (MS)
Artificial intelligence, Neural networks (Computer science), Software-defined networking (Computer network technology), OpenFlow (Computer network protocol)
Artificial Neural Networks (ANNs) were used to classify neural network flows by flow size. After training the neural network was able to predict the size of a flows with 87% accuracy with a Feed Forward Neural Network. This demonstrates that flow based routers can prioritize candidate flows with a predicted large number of packets for priority insertion into hardware content-addressable memory.
Arnold, Michael, "Predictive networking and optimization for flow-based networks" (2017). Theses. 210.