proactive autoscaling for edge computing systems

Proactive autoscaling for edge computing systems with kubernetes

In this work, we propose a Proactive Pod Autoscaler (PPA) for edge computing applications on Kubernetes. The proposed PPA is able to forecast workloads in ...

Proactive Autoscaling for Edge Computing Systems with Kubernetes

In this work, we propose a Proactive Pod Autoscaler (PPA) for edge computing applications on Kubernetes. The proposed PPA is able to forecast ...

Proactive auto-scaling for edge computing systems with Kubernetes

In this work, we propose a Proactive. Pod Autoscaler (PPA) for edge computing applications on Kubernetes. The proposed PPA is able to forecast workloads in ...

Proactive auto-scaling technique for web applications in container ...

Edge computing is still in its infancy, and resource provisioning and service scheduling remain research concerns. Kubernetes is a container orchestration tool ...

proactive autoscaling for edge computing systems - arXiv

In this work, we propose a Proactive Pod Autoscaler (PPA) for edge computing applications on Kubernetes. The proposed PPA is able to forecast ...

A proactive energy-aware auto-scaling solution for edge-based ...

Abstract: Proactive auto-scaling mechanisms in edge-based infrastructures can anticipate user service requests by allocating computing resources while ...

Proactive autoscaling for edge computing systems with kubernetes

The proposed Proactive Pod Autoscaler (PPA) is able to forecast workloads in advance with multiple user-defined/customized metrics and to scale edge ...

Proactive autoscaling for edge computing systems with kubernetes

In this paper, we propose a proactive machine learning based approach to perform auto-scaling of Docker containers in response to dynamic workload changes at ...

Intelligent Horizontal Autoscaling in Edge Computing using a ...

In this direction, we propose an Intelligent Horizontal Proactive Autoscaling (IHPA) mechanism that leverages resource usage metrics of ...

Proactive Autoscaling for Edge Computing Systems with Kubernetes

], which is one of the most popular frameworks for the cloud and edge computing environments. Each logic component of the environment and ﬂow of ...

Proactive Auto-Scaling for Service Function Chains in Cloud ...

Proactive Auto-Scaling for Service Function Chains in Cloud Computing Based on Deep Learning ... Abstract: Auto-scaler system enables high Quality ...

Proactive autoscaling for edge computing systems with kubernetes

Proactive autoscaling for edge computing systems with kubernetes. JSON. Ju L, Singh P, Toor S. - - (-) - [2021-12-06; online 2022-02-07].

A proactive energy-aware auto-scaling solution for edge-based ...

The heterogeneity of a limited set of computing resources makes proactive auto-scaling more complex and time-consuming than in cloud systems [2], [3]. In ...

Proactive Auto-Scaling Technique for Web Applications in Container ...

Edge computing is still in its infancy, and resource provisioning and service scheduling remain research concerns. Kubernetes is a container ...

Proactive auto-scaling technique for web applications in container ...

Edge computing is still in its infancy, and resource provisioning and service scheduling remain research concerns. Kubernetes is a container ...

Auto-Scaling Techniques in Cloud Computing: Issues and Research ...

A proactive auto-scaling mechanism [31], can use past data on workload patterns. Hence, by using a predictive technique on these data, they can estimate the ...

Enhanced SLA Compliance in Edge Computing Applications ...

This approach combined a Machine Learning (ML) based proactive auto-scaling algorithm, capable of predicting incoming resource requests to forecast demand, with ...

Intelligent Horizontal Autoscaling in Edge Computing Using a ...

Additionally, the autoscaling could take place proactively or reactively and the adjustability of the resources could be static or dynamic. To ...

Proactive Service Auto-Scaling in Edge Environments - OUCI

... cloud computing environment, Future Generation Computer Systems, № 79, с. 54 https://doi.org/10.1016/j.future.2017.09.049; T Renner, Towards container-based ...

Proactive Self-Healing Approaches in Mobile Edge Computing - MDPI

High availability is crucial for business-critical IT systems that support operations that cannot tolerate downtime. When such systems ...