161 citations · 192 across the 3 of their papers we have counts for
5 papers
NeuTM: A Neural Network-based Framework for Traffic Matrix Prediction in SDN
Abdelhadi Azzouni, Guy Pujolle
This paper presents NeuTM, a framework for network Traffic Matrix (TM) prediction based on Long Short-Term Memory Recurrent Neural Networks (LSTM RNNs). TM prediction is defined as…
NeuRoute: Predictive Dynamic Routing for Software-Defined Networks
Abdelhadi Azzouni, Raouf Boutaba, Guy Pujolle
This paper introduces NeuRoute, a dynamic routing framework for Software Defined Networks (SDN) entirely based on machine learning, specifically, Neural Networks. Current SDN/OpenF…
A Long Short-Term Memory Recurrent Neural Network Framework for Network Traffic Matrix Prediction
Abdelhadi Azzouni, Guy Pujolle
Network Traffic Matrix (TM) prediction is defined as the problem of estimating future network traffic from the previous and achieved network traffic data. It is widely used in netw…
sOFTDP: Secure and Efficient Topology Discovery Protocol for SDN
Abdelhadi Azzouni, Raouf Boutaba, Nguyen Thi Mai Trang +1
Topology discovery is one of the most critical tasks of Software-Defined Network (SDN) controllers. Current SDN controllers use the OpenFlow Discovery Protocol (OFDP) as the de-fac…
Limitations of OpenFlow Topology Discovery Protocol
Abdelhadi Azzouni, Nguyen Thi Mai Trang, Raouf Boutaba +1
OpenFlow Discovery Protocol (OFDP) is the de-facto protocol used by OpenFlow controllers to discover the underlying topology. In this paper, we show that OFDP has some serious secu…