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 …

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) …

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 …

Joint source and relay precoder design for energy‐efficient MIMO‐cognitive relay networks

S Maurya, M Bansal, A Trivedi - IET Communications, 2019 - Wiley Online Library
This study addresses the energy efficiency (EE) maximisation problem in multi‐input multi‐
output cognitive relay networks, where a secondary transmitter–receiver pair communicates …

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 …

Enhancing Performance of Wide Area CIoT SDN by US-ML Based Optimum Controller Placement

A Khera, US Kurmi - Research Reports on Computer Science, 2023 - ojs.wiserpub.com
It is a critical area of study for enhancing the effectiveness of wide-area Cellular Internet of
Things (CIoT) networks. One solution is to merge Software Defined Networking (SDN) with …

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 …

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 …

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 …

A Low Complexity Deep Learning Based Precoder Designing for Enhanced Throughput in Underlay Network

D Sahu, S Maurya, M Bansal… - 2022 IEEE 6th …, 2022 - ieeexplore.ieee.org
Conventional optimization methods for precoder designing exhibits significantly poor
performance in terms of computational cost and higher latency rate. The reason behind this …