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A Node-Cooperative Universal Framework for Wireless Network Management Automation

delete2024-06-01
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PRE
AI
S
Sang Hyun Lee
H
Hongju Lee *
S
Sunho Kim
H
Hoon Lee *
M
Mérouane Debbah
I
Inkyu Lee *
DOI:10.1109/MCOM.001.2300101delete
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Abstract

Abstract

En 中文
Future communication networks will be intelligence-embedded on reconfigurable architectures, thus effectively realizing automation of network self-optimization. Central to this architectural approach is handling a comprehensive set of key performance indicators associated with service-specific requirements, such as resource efficiency and operation cost. For heterogeneous networks, node cooperation, which brings computation-intensive intelligence toward cell edges, is important. This article presents a node-cooperative universal framework with a unified class of linear assignment optimizations facilitating massive connectivity and cost-saving user association. Dual self-optimizing targets are classified into two-phase tasks of inter-cell and intra-cell levels. Network nodes share common internal computing structures that can be incorporated in both tasks, and simple message-exchange mechanisms integrate them to achieve orchestration dedicated to specific target configurations. Numerical evaluations analyze impacts of cooperation-based computations, demonstrating cost reduction and efficiency over realistic environments. Within this operational context, we discuss potentials and challenges of network management along with clues to their plausible solutions.
Keywords:
Task analysis
Throughput
Resource management
Costs
Automation
Statistics
Sociology

Journal

IEEE Communications Magazine cover
IEEE Communications Magazine
IF:
8.2
Papers:
6.9K
Citations:
2.2W

Organization

K
Korea University
Scholars:
3.6W
Papers: 3.8W
Citations: 4.4W
S
samsung
Scholars:
8.6K
Papers: 6.4K
Citations: 8
S
Samsung Electronics
Scholars:
3.0K
Papers: 2.0K
Citations: 21
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