1,503 research outputs found
Modeling Profit of Sliced 5G Networks for Advanced Network Resource Management and Slice Implementation
The core innovation in future 5G cellular networksnetwork slicing, aims at
providing a flexible and efficient framework of network organization and
resource management. The revolutionary network architecture based on slices,
makes most of the current network cost models obsolete, as they estimate the
expenditures in a static manner. In this paper, a novel methodology is
proposed, in which a value chain in sliced networks is presented. Based on the
proposed value chain, the profits generated by different slices are analyzed,
and the task of network resource management is modeled as a multiobjective
optimization problem. Setting strong assumptions, this optimization problem is
analyzed starting from a simple ideal scenario. By removing the assumptions
step-by-step, realistic but complex use cases are approached. Through this
progressive analysis, technical challenges in slice implementation and network
optimization are investigated under different scenarios. For each challenge,
some potentially available solutions are suggested, and likely applications are
also discussed
Game Theoretic Approaches to Massive Data Processing in Wireless Networks
Wireless communication networks are becoming highly virtualized with
two-layer hierarchies, in which controllers at the upper layer with tasks to
achieve can ask a large number of agents at the lower layer to help realize
computation, storage, and transmission functions. Through offloading data
processing to the agents, the controllers can accomplish otherwise prohibitive
big data processing. Incentive mechanisms are needed for the agents to perform
the controllers' tasks in order to satisfy the corresponding objectives of
controllers and agents. In this article, a hierarchical game framework with
fast convergence and scalability is proposed to meet the demand for real-time
processing for such situations. Possible future research directions in this
emerging area are also discussed
The edge cloud: A holistic view of communication, computation and caching
The evolution of communication networks shows a clear shift of focus from
just improving the communications aspects to enabling new important services,
from Industry 4.0 to automated driving, virtual/augmented reality, Internet of
Things (IoT), and so on. This trend is evident in the roadmap planned for the
deployment of the fifth generation (5G) communication networks. This ambitious
goal requires a paradigm shift towards a vision that looks at communication,
computation and caching (3C) resources as three components of a single holistic
system. The further step is to bring these 3C resources closer to the mobile
user, at the edge of the network, to enable very low latency and high
reliability services. The scope of this chapter is to show that signal
processing techniques can play a key role in this new vision. In particular, we
motivate the joint optimization of 3C resources. Then we show how graph-based
representations can play a key role in building effective learning methods and
devising innovative resource allocation techniques.Comment: to appear in the book "Cooperative and Graph Signal Pocessing:
Principles and Applications", P. Djuric and C. Richard Eds., Academic Press,
Elsevier, 201
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