|
Showing 1 - 2 of
2 matches in All Departments
This book discusses the smooth integration of optical and RF
networks in 5G and beyond (5G+) heterogeneous networks (HetNets),
covering both planning and operational aspects. The integration of
high-frequency air interfaces into 5G+ wireless networks can
relieve the congested radio frequency (RF) bands. Visible light
communication (VLC) is now emerging as a promising candidate for
future generations of HetNets. Heterogeneous RF-optical networks
combine the high throughput of visible light and the high
reliability of RF. However, when implementing these HetNets in
mobile scenarios, several challenges arise from both planning and
operational perspectives. Since the mmWave, terahertz, and visible
light bands share similar wave propagation characteristics, the
concepts presented here can be broadly applied in all such bands.
To facilitate the planning of RF-optical HetNets, the authors
present an algorithm that specifies the joint optimal densities of
the base stations by drawing on stochastic geometry in order to
satisfy the users' quality-of-service (QoS) demands with minimum
network power consumption. From an operational perspective, the
book explores vertical handovers and multi-homing using a
cooperative framework. For vertical handovers, it employs a
data-driven approach based on deep neural networks to predict
abrupt optical outages; and, on the basis of this prediction,
proposes a reinforcement learning strategy that ensures minimal
network latency during handovers. In terms of multi-homing support,
the authors examine the aggregation of the resources from both
optical and RF networks, adopting a two-timescale multi-agent
reinforcement learning strategy for optimal power allocation.
Presenting comprehensive planning and operational strategies, the
book allows readers to gain an in-depth grasp of how to integrate
future coexisting networks at high-frequency bands in a cooperative
manner, yielding reliable and high-speed 5G+ HetNets.
This book discusses the smooth integration of optical and RF
networks in 5G and beyond (5G+) heterogeneous networks (HetNets),
covering both planning and operational aspects. The integration of
high-frequency air interfaces into 5G+ wireless networks can
relieve the congested radio frequency (RF) bands. Visible light
communication (VLC) is now emerging as a promising candidate for
future generations of HetNets. Heterogeneous RF-optical networks
combine the high throughput of visible light and the high
reliability of RF. However, when implementing these HetNets in
mobile scenarios, several challenges arise from both planning and
operational perspectives. Since the mmWave, terahertz, and visible
light bands share similar wave propagation characteristics, the
concepts presented here can be broadly applied in all such bands.
To facilitate the planning of RF-optical HetNets, the authors
present an algorithm that specifies the joint optimal densities of
the base stations by drawing on stochastic geometry in order to
satisfy the users' quality-of-service (QoS) demands with minimum
network power consumption. From an operational perspective, the
book explores vertical handovers and multi-homing using a
cooperative framework. For vertical handovers, it employs a
data-driven approach based on deep neural networks to predict
abrupt optical outages; and, on the basis of this prediction,
proposes a reinforcement learning strategy that ensures minimal
network latency during handovers. In terms of multi-homing support,
the authors examine the aggregation of the resources from both
optical and RF networks, adopting a two-timescale multi-agent
reinforcement learning strategy for optimal power allocation.
Presenting comprehensive planning and operational strategies, the
book allows readers to gain an in-depth grasp of how to integrate
future coexisting networks at high-frequency bands in a cooperative
manner, yielding reliable and high-speed 5G+ HetNets.
|
You may like...
Loot
Nadine Gordimer
Paperback
(2)
R398
R369
Discovery Miles 3 690
The Creator
John David Washington, Gemma Chan, …
DVD
R354
Discovery Miles 3 540
|