4 papers
Intelligent Routing Algorithm over SDN: Reusable Reinforcement Learning Approach
Wang Wumian, Sajal Saha, Anwar Haque +1
Traffic routing is vital for the proper functioning of the Internet. As users and network traffic increase, researchers try to develop adaptive and intelligent routing algorithms t…
Overcoming Data Limitations in Internet Traffic Forecasting: LSTM Models with Transfer Learning and Wavelet Augmentation
Sajal Saha, Anwar Haque, Greg Sidebottom
Effective internet traffic prediction in smaller ISP networks is challenged by limited data availability. This paper explores this issue using transfer learning and data augmentati…
ConvLSTMTransNet: A Hybrid Deep Learning Approach for Internet Traffic Telemetry
Sajal Saha, Saikat Das, Glaucio H. S. Carvalho
In this paper, we present a novel hybrid deep learning model, named ConvLSTMTransNet, designed for time series prediction, with a specific application to internet traffic telemetry…
An Adaptive End-to-End IoT Security Framework Using Explainable AI and LLMs
Sudipto Baral, Sajal Saha, Anwar Haque
The exponential growth of the Internet of Things (IoT) has significantly increased the complexity and volume of cybersecurity threats, necessitating the development of advanced, sc…