proactive autoscaling for edge computing systems

Fully Decentralized Horizontal Autoscaling for Burst of Load in Fog ...

The results show that DESA successfully reduces the scaling reaction time in large-scale fog computing systems compared to the centralized ...

Optimizing resource allocation using proactive scaling with ... - OUCI

Ju o̧lorredLi, Singh Prashant, Toor Salman. Proactive autoscaling for edge computing systems with kubernetes. In: Proceedings of the 14th IEEE/ACM international ...

Proactive and Autonomic IoT Service Auto-scaling in Constrained ...

To better understand the benefits of edge computing in IoT systems, consider a smart building where cameras are used for surveillance and control purposes. In ...

Proactive Autoscaling for Cloud-Native Applications using Machine ...

A proactive autoscaling framework using a learning-based forecast model to dynamically adjust the resource pool, horizontally (number of replicas) and ...

Auto-scaling and computation offloading in edge/cloud computing

A joint auto-scaling and task offloading approach in edge/cloud computing is proposed in this paper. Due to dynamic changes in usage and access ...

Effective priority-based resource allocation for proactive auto-scaling ...

Cloud computing (CC) is a paradigm offering on-demand access to software, platforms, and infrastructure as a service (IaaS).

Scalability and Performance Optimization Strategies in Edge ...

At the heart of scalability in edge computing lies a modular architecture. By breaking down complex systems into smaller, independent modules, ...

View of Fully Decentralized Horizontal Autoscaling for Burst of Load ...

In cloud computing, a centralized autoscaler can monitor the deployed microservice instances and make scaling actions based on the monitored metric values.

Proactive and autonomic IoT service auto-scaling in constrained ...

Edge computing, which delegates cloud tasks to edge nodes closer to data sources, has been adopted to alleviate this issue. However, IoT devices ...

Optimizing resource allocation using proactive scaling with ... - CoLab

... Computing Machinery (ACM). Proactive autoscaling for edge computing systems with kubernetes. Ju L., Singh P., Toor S. Association for ...

Proactive Resource Autoscaling Scheme Based on SCINet for High ...

The container resource autoscaling technique provides scalability to cloud services composed of microservice architecture in a cloud-native computing ...

SAPTARSHI MUKHERJEE posted on the topic | LinkedIn

... auto-scaling for edge computing applications ... Edge Computing System”is open for submission now. Submission ...

Edge Computing: Boosting Real-Time Data Processing in Auto ...

This decentralized approach reduces latency, enhances speed, and improves processing reliability so you can make decisions more quickly.

Auto-scaling edge cloud for network slicing - Frontiers

The dynamic instantiation and termination of on-demand RAN slices require efficient autoscaling of computational resources at the edge. Autoscaling involves ...

Towards Elastic Edge Computing Environments - IARIA

▫ Auto-scaling self-adaptive system architecture. ▫ Experimental design. ▫ Results. ▫ Hypothesis evaluation and take-away message ...

Which Metrics Are Best For Autoscaling In Kubernetes - Consensus

... Proactive Pod Autoscaler (PPA) and deep learning approaches can improve ... Computing Technology and Science (CloudCom). Mulugeta Ayalew Tamiru et al. 9 ...

An Autoscaling System Based on Predicting the Demand for ...

In recent years, the convergence of edge computing and sensor technologies has become a pivotal frontier revolutionizing real-time data ...

Autonomous proactive data management in support of pervasive ...

Autonomous proactive data management in support of pervasive edge applications · Future Generation Computer Systems-the International Journal of Escience 155.

Wide Area Network Autoscaling for Cloud Applications | UPCommons

different edge computing clusters, that is later used to allocate edge ... application-to-network API makes proactive autoscaling of WAN.

Autoscaling - (Cloud Computing Architecture) - Fiveable

Autoscaling is a cloud computing feature that automatically adjusts the amount of computational resources allocated to an application based on current ...