Title
Cognitive Network Management Framework and Approach for Video Streaming Optimization in Heterogeneous Networks
Abstract
The future Internet will be highly heterogeneous in supporting a multitude of access technologies and networks with overlapping coverages. Optimization of network operations like management of resources, mobility or Quality of Service in order to ensure smooth network operation and high user satisfaction will be very challenging in the future networks. Cognitive network management can provide a solution of managing such complex systems. This paper studies cognitive network management in the context of optimizing video streaming performance in heterogeneous multi-access networks. The paper proposes a network management framework that relies on cognitive decision techniques in the joint optimization of network and video service performance. The proposed solution is also implemented and validated in part in a testbed environment. The results attest the feasibility of the solution as well as the benefits of cognitive decision techniques over non-learning or non-adaptive approaches.
Year
DOI
Venue
2015
10.1007/s11277-015-2519-7
Wireless Personal Communications
Keywords
Field
DocType
Network management architecture,Decision algorithms,Video adaptation,Mobility management,QoE,Testbed
Element management system,Computer science,Computer network,Network simulation,Network architecture,Real-time computing,Heterogeneous network,Network management,Network management application,Network management station,Cognitive network
Journal
Volume
Issue
ISSN
84
3
0929-6212
Citations 
PageRank 
References 
4
0.44
17
Authors
5
Name
Order
Citations
PageRank
Tiia Ojanperä1163.73
Markus Luoto2315.14
Mikko Majanen3425.07
Petteri Mannersalo423418.96
Pekka Savolainen5476.50