Accurate and efficient anomaly detection is a key enabler for the cognitive management of optical networks, but traditional anomaly detection algorithms are computationally complex and do not scale well with the amount of monitoring data. Therefore, this dataset enables research on new optical spectrum anomaly detection schemes that exploit computer vision and deep unsupervised learning to perform optical network monitoring relying only on constellation diagrams of received signals.

DOI Link: 
10.21227/g9s9-ba02
Links: 
GitHub implementation
Google Colab notebook
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[1] Carlos Natalino, Aleksejs Udalcovs, Lena Wosinska, Oskars Ozolins, Marija Furdek, "Constellation diagrams for spectrum anomaly detection in optical networks", IEEE Dataport, 2021. [Online]. Available: http://dx.doi.org/10.21227/g9s9-ba02. Accessed: Feb. 05, 2025.
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doi = {10.21227/g9s9-ba02},
url = {http://dx.doi.org/10.21227/g9s9-ba02},
author = {Carlos Natalino; Aleksejs Udalcovs; Lena Wosinska; Oskars Ozolins; Marija Furdek },
publisher = {IEEE Dataport},
title = {Constellation diagrams for spectrum anomaly detection in optical networks},
year = {2021} }
TY - DATA
T1 - Constellation diagrams for spectrum anomaly detection in optical networks
AU - Carlos Natalino; Aleksejs Udalcovs; Lena Wosinska; Oskars Ozolins; Marija Furdek
PY - 2021
PB - IEEE Dataport
UR - 10.21227/g9s9-ba02
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Carlos Natalino, Aleksejs Udalcovs, Lena Wosinska, Oskars Ozolins, Marija Furdek. (2021). Constellation diagrams for spectrum anomaly detection in optical networks. IEEE Dataport. http://dx.doi.org/10.21227/g9s9-ba02
Carlos Natalino, Aleksejs Udalcovs, Lena Wosinska, Oskars Ozolins, Marija Furdek, 2021. Constellation diagrams for spectrum anomaly detection in optical networks. Available at: http://dx.doi.org/10.21227/g9s9-ba02.
Carlos Natalino, Aleksejs Udalcovs, Lena Wosinska, Oskars Ozolins, Marija Furdek. (2021). "Constellation diagrams for spectrum anomaly detection in optical networks." Web.
1. Carlos Natalino, Aleksejs Udalcovs, Lena Wosinska, Oskars Ozolins, Marija Furdek. Constellation diagrams for spectrum anomaly detection in optical networks [Internet]. IEEE Dataport; 2021. Available from : http://dx.doi.org/10.21227/g9s9-ba02
Carlos Natalino, Aleksejs Udalcovs, Lena Wosinska, Oskars Ozolins, Marija Furdek. "Constellation diagrams for spectrum anomaly detection in optical networks." doi: 10.21227/g9s9-ba02