Results 111 to 120 of about 6,213 (191)

Auto-scaling LLM-based multi-agent systems through dynamic integration of agents

open access: yesFrontiers in Artificial Intelligence
IntroductionLarge Language Model-based Multi-Agent Systems (LLM-based MASs) represent a groundbreaking paradigm where diverse LLM-based agents collaborate, leveraging their unique capabilities to achieve shared objectives.
Ravindu Perera   +3 more
doaj   +1 more source

Predicting Failures of Autoscaling Distributed Applications

open access: yesProceedings of the ACM on Software Engineering
Predicting failures in production environments allows service providers to activate countermeasures that prevent harming the users of the applications. The most successful approaches predict failures from error states that the current approaches identify from anomalies in time series of fixed sets of KPI values collected at runtime.
Giovanni Denaro   +5 more
openaire   +1 more source

Optimized Autoscaling of Cloud Native Applications

open access: yes, 2021
Software containers are changing the way distributed applications are executedand managed on cloud computing resources. Autoscaling allows containerizedapplications and services to run resiliently with high availability without the demandof user intervention.
openaire   +1 more source

Cloud Node Auto-Scaling System Automation Based on Computing Workload Prediction

open access: yesJurnal RESTI (Rekayasa Sistem dan Teknologi Informasi)
Auto-scaling systems in cloud computing are important for handling application workload fluctuations. This research uses machine learning to predict resource requirements based on workload work patterns and design an automatic scaling system. The dataset
Tri Fidrian Arya   +2 more
doaj   +1 more source

Distributed resource autoscaling in Kubernetes edge clusters

open access: yes, 2022
Maximizing the performance of modern applications requires timely resource management of the virtualized resources. However, proactively deploying resources for meeting specific application requirements subject to a dynamic workload profile of incoming requests is extremely challenging.
Spatharakis, Dimitrios   +5 more
openaire   +1 more source

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