Paper Info
Title
Artificial Intelligence (AI) Methods in Optical Networks: A Comprehensive Survey.
Abstract
Artificial intelligence (AI) is an extensive scientific discipline which enables computer systems to solve problems by emulating complex biological processes such as learning, reasoning and self-correction. This paper presents a comprehensive review of the application of AI techniques for improving performance of optical communication systems and networks. The use of AI-based techniques is first studied in applications related to optical transmission, ranging from the characterization and operation of network components to performance monitoring, mitigation of nonlinearities, and quality of transmission estimation. Then, applications related to optical network control and management are also reviewed, including topics like optical network planning and operation in both transport and access networks. Finally, the paper also presents a summary of opportunities and challenges in optical networking where AI is expected to play a key role in the near future.
Year
DOI
Venue
2018
10.1016/j.osn.2017.12.006
Optical Switching and Networking
Keywords
DocType
Volume
Artificial intelligence,Machine learning,Optical communications,Optical networks,Optimization,Survey
Journal
28
ISSN
Citations 
PageRank 
1573-4277
13
1.18
References 
Authors
43
7
Name
Order
Citations
PageRank
Javier Mata1142.56
Ignacio de Miguel210817.43
Ramón J. Durán312117.32
Noemí Merayo46414.55
Sandeep Kumar Singh5567.09
Admela Jukan656368.46
Mohit Chamania710614.29