Adversarial Analysis of ML-Based Anomaly Detection in Multi-Layer Network Aut…
The fast development of multi-layer packet-over-optical networks has made network monitoring and troubleshooting increasingly complicated. This has stimulated people to combine machine learning (ML…
GNN-Based Hierarchical Deep Reinforcement Learning for NFV-Oriented Online Re…
Network function virtualization (NFV) in elastic optical datacenter interconnections (EO-DCIs) enables flexible and timely deployment of network services. However, as the service provisioning of vi…
Scheduling Virtual Network Reconfigurations in Parallel in Hybrid Optical/Ele…
A hybrid optical/electrical datacenter network (HOE-DCN) integrates the benefits of electrical packet switching (EPS) and optical circuit switching (OCS) for better architectural scalability. Meanw…
You Calculate and I Provision : A DRL-Assisted Service Framework to Realize D…
This article studies the problem of virtual network (VNT) slicing in datacenter interconnections (DCIs), and proposes a novel service framework to better balance the tradeoff between cost-effective…
Highly-Efficient and Automatic Spectrum Inspection Based on AutoEncoder and S…
To closely monitor the performance of lightpaths in an elastic optical network (EON), people need to rely on real-time and fine-grained spectrum monitoring. This, however, will generate tremendous …
Predictive Analytics Based Knowledge-Defined Orchestration in a Hybrid Optica…
For datacenter networks (DCNs), it is always important to have an effective network orchestration scheme that can coordinate the usages of IT and bandwidth resources timely. In this paper, we consi…
How to Mislead AI-Assisted Network Automation in SD-IPoEONs : A Comparison St…
Recently, the combination of artificial intelligence (AI) and software-defined networking (SDN) has attracted intensive research interests because it realizes and promotes AI-assisted network autom…
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