3 papers
cs.NI2019
"Jam Me If You Can'': Defeating Jammer with Deep Dueling Neural Network Architecture and Ambient Backscattering Augmented Communications
Nguyen Van Huynh, Diep N. Nguyen, Dinh Thai Hoang +1
With conventional anti-jamming solutions like frequency hopping or spread spectrum, legitimate transceivers often tend to "escape" or "hide" themselves from jammers. These reactive…
cs.NI2019
Optimal and Fast Real-time Resources Slicing with Deep Dueling Neural Networks
Nguyen Van Huynh, Dinh Thai Hoang, Diep N. Nguyen +1
Effective network slicing requires an infrastructure/network provider to deal with the uncertain demand and real-time dynamics of network resource requests. Another challenge is th…
cs.NI2018
Distributed Deep Learning at the Edge: A Novel Proactive and Cooperative Caching Framework for Mobile Edge Networks
Yuris Mulya Saputra, Dinh Thai Hoang, Diep N. Nguyen +3
This letter proposes two novel proactive cooperative caching approaches using deep learning (DL) to predict users' content demand in a mobile edge caching network. In the first app…