First Scalable Machine Learning Based Architecture for Cloud-native Transport SDN Controller

Carlos Manso,Noboru Yoshikane,Ricard Vilalta,Raul Muñoz,Ramon Casellas,Ricardo Martínez,Cen Wang,Filippos Balasis,Takehiro Tsuritani,Itsuro Morita

2021 OPTICAL FIBER COMMUNICATIONS CONFERENCE AND EXPOSITION (OFC)（2021）

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摘要

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. (c) 2021 The Author(s)

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关键词

sdn,machine learning,transport,scalable,cloud-native

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