Hierarchical learning for cognitive end-to-end service provisioning in multi-domain autonomous optical networks
This paper demonstrates, for the first time to our knowledge, hierarchical learning framework
for inter-domain service provisioning in software-defined elastic optical networking (EON) …
for inter-domain service provisioning in software-defined elastic optical networking (EON) …
The first testbed demonstration of cognitive end-to-end optical service provisioning with hierarchical learning across multiple autonomous systems
The First Testbed Demonstration of Cognitive End-to-End Optical Service Provisioning with
Hierarchical Learning across Multiple Page 1 Th4D.7.pdf OFC 2018 © OSA 2018 The First …
Hierarchical Learning across Multiple Page 1 Th4D.7.pdf OFC 2018 © OSA 2018 The First …
Demonstration of distributed collaborative learning with end-to-end QoT estimation in multi-domain elastic optical networks
This paper proposes a distributed collaborative learning approach for cognitive and
autonomous multi-domain elastic optical networking (EON). The proposed approach …
autonomous multi-domain elastic optical networking (EON). The proposed approach …
Knowledge-based autonomous service provisioning in multi-domain elastic optical networks
Optimization of end-to-end service provisioning across multi-domain EONs is critically
important due to the restricted intra-domain visibility and the agile spectrum allocation …
important due to the restricted intra-domain visibility and the agile spectrum allocation …
Building autonomic elastic optical networks with deep reinforcement learning
Conventional schemes for service provisioning in next-generation elastic optical networks
(EONs) rely on rule-based policies that suffer from scalability issues and can lead to poor …
(EONs) rely on rule-based policies that suffer from scalability issues and can lead to poor …
Multi-agent and cooperative deep reinforcement learning for scalable network automation in multi-domain SD-EONs
The service provisioning in multi-domain software-defined elastic optical networks (SD-
EONs) is an interesting but difficult problem to tackle, because the basic problem of lightpath …
EONs) is an interesting but difficult problem to tackle, because the basic problem of lightpath …
Hierarchical reinforcement learning in multi-domain elastic optical networks to realize joint RMSA
To improve the network scalability, a large elastic optical network is typically segmented into
multiple autonomous domains, where each domain possesses high autonomy and privacy …
multiple autonomous domains, where each domain possesses high autonomy and privacy …
Leveraging deep learning to achieve knowledge-based autonomous service provisioning in broker-based multi-domain SD-EONs with proactive and intelligent …
This paper demonstrates a knowledge-based autonomous service provisioning framework
for multi-domain SD-EONs supported by a broker plane equipped with a deep-learning …
for multi-domain SD-EONs supported by a broker plane equipped with a deep-learning …
Experimental demonstration of machine-learning-aided QoT estimation in multi-domain elastic optical networks with alien wavelengths
In multi-domain elastic optical networks with alien wavelengths, each domain needs to
consider intradomain and interdomain alien traffic to estimate and guarantee the required …
consider intradomain and interdomain alien traffic to estimate and guarantee the required …
[PDF][PDF] DeepCoop: Leveraging Cooperative DRL Agents to Achieve Scalable Network Automation for Multi-Domain SD-EONs.
DeepCoop: Leveraging Cooperative DRL Agents to Achieve Scalable Network Automation for
Multi-Domain SD-EONs Page 1 DeepCoop: Leveraging Cooperative DRL Agents to Achieve …
Multi-Domain SD-EONs Page 1 DeepCoop: Leveraging Cooperative DRL Agents to Achieve …