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Browsing Research Articles (Electrical, Electronic and Computer Engineering) by Author "Hlophe, Mduduzi Comfort"

Now showing items 1-7 of 7

Access and radio resource management for IAB networks using deep reinforcement learning

Sande, Malcolm Makomborero; Hlophe, Mduduzi Comfort; Maharaj, Bodhaswar Tikanath Jugpershad (Institute of Electrical and Electronics Engineers, 2021-08)

Congestion in dense traf c networks is a prominent obstacle towards realizing the performance requirements of 5G new radio. Since traditional adaptive traf c signal control cannot resolve this type of congestion, realizing ...
AI meets CRNs : a prospective review on the application of deep architectures in spectrum management

Hlophe, Mduduzi Comfort; Maharaj, Bodhaswar Tikanath Jugpershad (Institute of Electrical and Electronics Engineers, 2021-08)

The spectrum low utilization and high demand conundrum created a bottleneck towards ful lling the requirements of next-generation networks. The cognitive radio (CR) technology was advocated as a de facto technology to ...
A backhaul adaptation scheme for IAB networks using deep reinforcement learning with recursive discrete choice model

Sande, Malcolm Makomborero; Hlophe, Mduduzi Comfort; Maharaj, Bodhaswar T. Sunil (Institute of Electrical and Electronics Engineers, 2023-02)

Challenges such as backhaul availability and backhaul scalability have continued to outweigh the progress of integrated access and backhaul (IAB) networks that enable multi-hop backhauling in 5G networks. These challenges, ...
From cyber-physical convergence to digital twins : a review on edge computing use case designs

Hlophe, Mduduzi Comfort; Maharaj, Bodhaswar Tikanath Jugpershad (MDPI, 2023-12-14)

As a result of the new telecommunication ecosystem landscape, wireless communication has become an interdisciplinary field whose future is shaped by several interacting dimensions. These interacting dimensions, which ...
Optimization and learning in energy efficient resource allocation for cognitive radio networks

Hlophe, Mduduzi Comfort; Maharaj, Bodhaswar Tikanath Jugpershad (Institute of Electrical and Electronics Engineers, 2019-04)

The recent surge in real-time traffic has led to serious energy efficiency concerns in cognitive radio networks (CRNs). Network infrastructure such as base stations (BSs) host different service classes of traffic with ...
QoS provisioning and energy saving scheme for distributed cognitive radio networks using deep learning

Hlophe, Mduduzi Comfort; Maharaj, Bodhaswar Tikanath Jugpershad (Korean Institute of Communications and Information Sciences, 2020-06)

One of the major challenges facing the realization of cognitive radios (CRs) in future mobile and wireless communications is the issue of high energy consumption. Since future network infrastructure will host real-time ...
Spectrum occupancy reconstruction in distributed cognitive radio networks using deep learning

Hlophe, Mduduzi Comfort; Maharaj, Bodhaswar Tikanath Jugpershad (Institute of Electrical and Electronics Engineers, 2019)

Spectrum occupancy reconstruction is an important issue often encountered in collaborative spectrum sensing in distributed cognitive radio networks (CRNs). This issue arises when the spectrum sensing data that are ...

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Browsing Research Articles (Electrical, Electronic and Computer Engineering) by Author "Hlophe, Mduduzi Comfort"

Browsing Research Articles (Electrical, Electronic and Computer Engineering) by Author "Hlophe, Mduduzi Comfort"

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