Deep learning based relay selection and precoders design for IoT cognitive relay networks

D Sahu, S Maurya, M Bansal, D Kumar - Physical Communication, 2023 - Elsevier
This paper focuses on designing a multiple-input multiple-output (MIMO) Internet-of-Things
(IoT) oriented cognitive multi relay network (CMRN), where the secondary system (SS) …

An Optimal Relay Selection and Precoder Designing in MIMO Multi-Relay Cognitive Networks

D Sahu, S Maurya, M Bansal - 2022 IEEE 6th Conference on …, 2022 - ieeexplore.ieee.org
In this article, we propose a best relay selection scheme along with the impact of precoder
designing for multi-input multi-output (MIMO) multi-relay cognitive networks (MCNs). Joint …

A deep-neural-network-based relay selection scheme in wireless-powered cognitive IoT networks

TV Nguyen, TN Tran, K Shim… - IEEE Internet of …, 2020 - ieeexplore.ieee.org
In this article, we propose an efficient deep-neural-network-based relay selection (DNS)
scheme to evaluate and improve the end-to-end throughput in wireless-powered cognitive …

Joint Relay Selection and Precoder Designing for Energy-Efficient MIMO-CRNs

S Maurya, M Bansal - 2021 5th Conference on Information and …, 2021 - ieeexplore.ieee.org
This paper analyses the joint relay selection and pre-coder designing problem for underlay
cognitive relay networks (CRNs) where each node is equipped with multiple antennas. We …

Deep learning-based energy-efficient relay precoder design in MIMO-CRNs

D Sahu, S Maurya, M Bansal, D Kumar - Physical Communication, 2022 - Elsevier
This paper investigates the problem of energy efficient relay precoder design in multiple-
input multiple-output cognitive relay networks (MIMO-CRNs). This is a non-convex fractional …

Short-packet communications in wireless-powered cognitive IoT networks: Performance analysis and deep learning evaluation

CD Ho, TV Nguyen, T Huynh-The… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
In this paper, we study short-packet communications in wireless-powered cognitive Internet-
of-Things (IoT) networks with multiple primary receivers (PRs). The considered system can …

Energy Efficiency Maximization for MIMO enabled Multi Relay Cognitive Network

D Sahu, S Maurya, M Bansal - 2023 IEEE 7th Conference on …, 2023 - ieeexplore.ieee.org
This paper presents a joint problem of relay selection and relay precoder designing for multi-
input multi-output (MIMO) multi-relay cognitive networks (MRCNs), where a secondary …

Data‐driven approach to design energy‐efficient joint precoders at source and relay using deep learning in MIMO‐CRNs

D Sahu, S Maurya, M Bansal… - Transactions on …, 2022 - Wiley Online Library
This article studies the problem of designing energy‐efficient joint precoder at source and
relay for multiple‐input multiple‐output cognitive relay networks (MIMO‐CRNs). Existing …

Spectrally efficient cognitive relaying for IoT networks

JB Vishnu, S Lavanya, MA Bhagyaveni - Wireless Personal …, 2022 - Springer
Current research emphasis on IoT (Internet-of-Things) to enable physical objects to connect,
co-ordinate among themselves in a ubiquitous manner. Specifically, for this type of …

Design of energy-efficient precoders in MIMO cognitive two-way relay network

S Maurya, M Bansal - Wireless Networks, 2020 - Springer
This paper addresses the energy efficiency (EE) maximization problem for a multi-input multi-
output cognitive two-way relay network. The secondary system, comprises of a two-way …