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Document type:
Konferenzbeitrag
Contribution type:
Poster
Author(s):
Zerwas, Johannes; Krämer, Patrick; Ursu, Razvan-Mihai; Asadi, Navidreza; Rodgers, Philip; Wong, Leon; Kellerer, Wolfgang
Title:
Kapetánios: Automated Kubernetes Adaptation through a Digital Twin
Abstract:
This demo presents a self-operating Kubernetes (K8s) cluster that uses digital twinning and machine learning to autonomously adapt its Horizontal Pod Autoscaler (HPA) to workload changes. The demo uses a digital twin of a K8s cluster to gather performance statistics and learn a model for the workload. With the model, the cluster autonomously adjusts HPA parameters for better performance. The demo illustrates this process and shows that the requested pod seconds decrease by ∼37 \%, while the r...    »
Keywords:
Kubernetes; Digital Twin; Autoscaling
Book / Congress title:
2022 13th International Conference on Network of the Future (NoF) (NoF 2022)
Year:
2022
Month:
Oct
Semester:
WS 22-23
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