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Citation: 'autoscaling' in the IUPAC Compendium of Chemical Terminology, 5th ed.; International Union of Pure and Applied Chemistry; 2025. Online version 5.0.0, 2025. 10.1351/goldbook.10044 • License: The IUPAC Gold Book is licensed under Creative Commons Attribution-ShareAlike CC BY-SA 4.0 International for individual terms.
openaire +1 more source
PID control based Cluster Autoscaling for Kubernetes [PDF]
Containerized cloud based microservices are deployed using Kubernetes framework in recent approaches in the industry. Kubernetes offers in-built autoscaling tools like the Horizontal Pod Auto-scaler and Vertical Pod Auto-scaler for provisioning resources
Padhi, Sagar Swarajya
core
On Optimized Scheduling Scheme for Rapid Pod Autoscaling in Kubernetes
Applied SciencesKubernetes, an open-source project initiated by Google for managing and organizing containers in cloud platforms, has become the preferred choice for deploying large-scale containerized microservice architectures.
Bowen Zhou +3 more
doaj +1 more source
Self-adaptive, Requirements-driven Autoscaling of Microservices [PDF]
Microservices architecture offers various benefits, including granularity, flexibility, and scalability. A crucial feature of this architecture is the ability to autoscale microservices, i.e., adjust the number of replicas and/or manage resources ...
Nakagawa, Elisa Yumi +3 more
core +1 more source
Model checking for cloud autoscaling using WATERS [PDF]
, 2020 This thesis investigates the use of formal methods to verify cloud system designs against Service Level Agreements (SLAs), towards providing guarantees under uncertainty. We used WATERS (the Waikato Analysis Toolkit for Events in Reactive Systems), which
van Zijl, Martin
core
Design and Analysis of Deadline and Budget Constrained Autoscaling (DBCA) Algorithm for 5G Mobile Networks [PDF]
, 2016 In cloud computing paradigm, virtual resource autoscaling approaches have been intensively studied recent years. Those approaches dynamically scale in/out virtual resources to adjust system performance for saving operation cost.
Chen, Jyh-Cheng +7 more
core +1 more source
Application of Proximal Policy Optimization for Resource Orchestration in Serverless Edge Computing
ComputersServerless computing is a new cloud computing model suitable for providing services in both large cloud and edge clusters. In edge clusters, the autoscaling functions play a key role on serverless platforms as the dynamic scaling of function instances ...
Mauro Femminella, Gianluca Reali
doaj +1 more source
ENOVA: Autoscaling towards Cost-effective and Stable Serverless LLM Serving [PDF]
Since the increasing popularity of large language model (LLM) backend systems, it is common and necessary to deploy stable serverless serving of LLM on multi-GPU clusters with autoscaling.
Bright, Zachary +7 more
core +1 more source
Fast autoscaling algorithm for cost optimization of container clusters
Journal of Cloud Computing: Advances, Systems and ApplicationsContainer clusters are widely used to execute containerized applications in cloud environments. An essential characteristic implemented by these clusters is autoscaling, which is the ability to automatically adapt the computing resources of a cluster to ...
José María López +5 more
doaj +1 more source
On the Optimization of Kubernetes toward the Enhancement of Cloud Computing
MathematicsWith the vigorous development of big data and cloud computing, containers are becoming the main platform for running applications due to their flexible and lightweight features.
Subrota Kumar Mondal +2 more
doaj +1 more source