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Mathini Sellathurai

7 accepted papers

2020

A Stacked-Autoencoder Based End-to-End Learning Framework for Decode-and-Forward Relay Networks

ICASSP 2020accepted

In this work, we study an end-to-end deep learning (DL)based constellation design for decode-and-forward (DF) relay network. Firstly, we study both the one-way (OW) and two-way (TW) relaying by interpreting DF relay networks as stacked autoencoders, under Rayleigh fading channels, leading to a perfo…

Cited by 0SourceScholar
2020

Fast Direction-of-arrival Estimation of Multiple Targets Using Deep Learning and Sparse Arrays

ICASSP 2020accepted

In this work, we focus on improving the Direction-of-Arrival (DoA) estimation of multiple targets/sources from a small number of snapshots. Estimation via the sample covariance matrix is known to perform poorly, since the true manifold structure is not revealed for a small number of samples. First,…

Cited by 0SourceScholar
2020

In-Network Caching for Hybrid Satellite-Terrestrial Networks Using Deep Reinforcement Learning

ICASSP 2020accepted

Large number of redundant requests in wireless networks have led to the hybrid satellite-terrestrial networks, where a satellite is used for content placement at edge caches at the base stations (BSs), thereby reducing backhaul link usage. In this paper, we consider in-network caching where an unava…

Cited by 0SourceScholar
2019

Content Placement Learning for Success Probability Maximization in Wireless Edge Caching Networks

ICASSP 2019accepted

To meet increasing demands of wireless multimedia communications, caching of important contents in advance is one of the key solutions. Optimal caching depends on content popularity in future which is unknown in advance. In this paper, modeling content popularity as a finite state Markov chain, rein…

Cited by 0SourceScholar
2018

Beamforming Design for Full-Duplex Cellular and Mimo Radar Coexistence: A Rate Maximization Approach

ICASSP 2018accepted

We propose a novel transceiver design technique to facilitate flexible spectrum sharing between a multiple-input multiple-output (MIMO) radar and a full-duplex (FD) MIMO cellular system. The optimization problem for maximizing the rate of the cellular system is formulated, subject to the constraints…

Cited by 0SourceScholar
2016

Analysis of secure communication in millimeter wave networks: Are blockages beneficial?

ICASSP 2016accepted

The secrecy outage of millimeter wave (mmWave) networks under the impact of blockages is derived. Specifically, using a network model that accounts for uncertainties both in node locations and blockages, we characterize the connection outage probability and the secrecy outage probability of mmWave n…

Cited by 0SourceScholar
2016

Direction-of-arrival estimation with espar antennas using Bayesian compressive sensing

ICASSP 2016accepted

This paper presents a novel approach of direction-of-arrival (DoA) estimation for the electronically steerable parasitic array radiator (ESPAR) antennas, using only a single radio-frequency (RF) chain. Starting from the problem formulation in the Bayesian compressive sensing (BCS) framework, the CS…

Cited by 0SourceScholar