activity
20192022
most citedLink Scheduling using Graph Neural Networks

52 citations · 63 across the 6 of their papers we have counts for

collaborators

9 papers

cs.NI2022

Age of Broadcast and Collection in Spatially Distributed Wireless Networks

Chirag Rao, Eytan Modiano

We consider a wireless network with a base station broadcasting and collecting time-sensitive data to and from spatially distributed nodes in the presence of wireless interference.…

cs.IT2021

ML-aided power allocation for Tactical MIMO

Arindam Chowdhury, Gunjan Verma, Chirag Rao +2

We study the problem of optimal power allocation in single-hop multi-antenna ad-hoc wireless networks. A standard technique to solve this problem involves optimizing a tri-convex f…

eess.SP2021★ 52 cited

Link Scheduling using Graph Neural Networks

Zhongyuan Zhao, Gunjan Verma, Chirag Rao +2

Efficient scheduling of transmissions is a key problem in wireless networks. The main challenge stems from the fact that optimal link scheduling involves solving a maximum weighted…

eess.SP2020

Efficient power allocation using graph neural networks and deep algorithm unfolding

Arindam Chowdhury, Gunjan Verma, Chirag Rao +2

We study the problem of optimal power allocation in a single-hop ad hoc wireless network. In solving this problem, we propose a hybrid neural architecture inspired by the algorithm…

eess.SP2020

Adaptive Contention Window Design using Deep Q-learning

Abhishek Kumar, Gunjan Verma, Chirag Rao +2

We study the problem of adaptive contention window (CW) design for random-access wireless networks. More precisely, our goal is to design an intelligent node that can dynamically a…

eess.SP2020★ 6 cited

Distributed Scheduling using Graph Neural Networks

Zhongyuan Zhao, Gunjan Verma, Chirag Rao +2

A fundamental problem in the design of wireless networks is to efficiently schedule transmission in a distributed manner. The main challenge stems from the fact that optimal link s…

eess.SP2020

Unfolding WMMSE using Graph Neural Networks for Efficient Power Allocation

Arindam Chowdhury, Gunjan Verma, Chirag Rao +2

We study the problem of optimal power allocation in a single-hop ad hoc wireless network. In solving this problem, we depart from classical purely model-based approaches and propos…

eess.SP2019

Directional Communication Enabled by Mobile Parasitic Elements

Fikadu T. Dagefu, Jeffrey N. Twigg, Chirag R. Rao +1

Mobile communications in complex environments such as mega-cities is a challenging problem that limits the ability to deploy autonomous agents in support of operations. Building on…

eess.IV2019★ 5 cited

Real-Time Digital Video Streaming at Low-VHF for Compact Autonomous Agents in Complex Scenes

Jihun Choi, Chirag Rao, Fikadu T. Dagefu

This paper presents an experimental investigation of real-time digital video streaming in physically complex Non-Line-Of-Sight (NLoS) channels using a low-power, low-VHF system int…