TY - GEN
T1 - First Scalable Machine Learning Based Architecture for Cloud-native Transport SDN Controller
AU - Manso, Carlos
AU - Yoshikane, Noboru
AU - Vilalta, Ricard
AU - Munoz, Raul
AU - Casellas, Ramon
AU - Martinez, Ricardo
AU - Wang, Cen
AU - Balasis, Filippos
AU - Tsuritani, Takehiro
AU - Morita, Itsuro
N1 - Funding Information:
Work supported by the EC H2020 TeraFlow (101015857) and Spanish AURORAS (RTI2018-099178-I00) and Ministry of Internal Affairs and Communications, Japan grant number JP MI00316.
Publisher Copyright:
© 2021 OSA.
PY - 2021/6
Y1 - 2021/6
N2 - We present a cloud-native architecture with a machine learning QoT predictor that enables cognitive functions in transport SDN controllers. We evaluate the QoT predictor training and auto-scaling capabilities in a real WDM/SDM testbed.
AB - We present a cloud-native architecture with a machine learning QoT predictor that enables cognitive functions in transport SDN controllers. We evaluate the QoT predictor training and auto-scaling capabilities in a real WDM/SDM testbed.
UR - http://www.scopus.com/inward/record.url?scp=85112113640&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85112113640&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:85112113640
T3 - 2021 Optical Fiber Communications Conference and Exhibition, OFC 2021 - Proceedings
BT - 2021 Optical Fiber Communications Conference and Exhibition, OFC 2021 - Proceedings
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2021 Optical Fiber Communications Conference and Exhibition, OFC 2021
Y2 - 6 June 2021 through 11 June 2021
ER -