An empirical study of container image configurations and their impact on start times

M Straesser, A Bauer, R Leppich… - 2023 IEEE/ACM …, 2023 - ieeexplore.ieee.org
A core selling point of application containers is their fast start times compared to other
virtualization approaches like virtual machines. Predictable and fast container start times are …

A systematic approach for benchmarking of container orchestration frameworks

M Straesser, J Mathiasch, A Bauer… - Proceedings of the 2023 …, 2023 - dl.acm.org
Container orchestration frameworks play a critical role in modern cloud computing
paradigms such as cloud-native or serverless computing. They significantly impact the …

A Deep Recurrent-Reinforcement Learning Method for Intelligent AutoScaling of Serverless Functions

S Agarwal, MA Rodriguez… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Function-as-a-Service (FaaS) introduces a lightweight, function-based cloud execution
model that finds its relevance in a range of applications like IoT-edge data processing and …

Extending parallel programming patterns with adaptability features

G Galante, R da Rosa Righi, C de Andrade - Cluster Computing, 2024 - Springer
Today, all computers have some degree of usable parallelism. Modern computers are
explicitly equipped with hardware support for parallelism, such as multiple nodes …

Kubernetes-in-the-Loop: Enriching Microservice Simulation Through Authentic Container Orchestration

M Straesser, P Haas, S Frank, A Hakamian… - EAI International …, 2023 - Springer
Microservices deployed and managed by container orchestration frameworks like
Kubernetes are the bases of modern cloud applications. In microservice performance …

OptScaler: A Hybrid Proactive-Reactive Framework for Robust Autoscaling in the Cloud

D Zou, W Lu, Z Zhu, X Lu, J Zhou, X Wang, K Liu… - arXiv preprint arXiv …, 2023 - arxiv.org
Autoscaling is a vital mechanism in cloud computing that supports the autonomous
adjustment of computing resources under dynamic workloads. A primary goal of autoscaling …

Automation of resource management in information systems based on reactive vertical scaling

В Омельченко, O Ролік - Адаптивні системи автоматичного …, 2022 - asac.kpi.ua
The rapid development of information systems creates new challenges for developers. The
problem of minimizing the use of IT infrastructure resources while ensuring the agreed level …

Hitchhiker's Guide for Explainability in Autoscaling

F Klinaku, S Speth, M Zilch, S Becker - Companion of the 2023 ACM …, 2023 - dl.acm.org
Cloud-native applications force increasingly powerful and complex autoscalers to guarantee
the applications' quality of service. For software engineers with operational tasks …

Autoscaler Evaluation and Configuration: A Practitioner's Guideline

M Straesser, S Eismann, J von Kistowski… - Proceedings of the …, 2023 - dl.acm.org
Autoscalers are indispensable parts of modern cloud deployments and determine the
service quality and cost of a cloud application in dynamic workloads. The configuration of an …

Technology for making real-time decisions based on neural network forecasting

AA Starovoitov, VV Krasnoproshin - 2023 - elib.bsu.by
This paper considers a current applied problem related to the construction of decision
support systems for critical computing services. An original approach based on neural …