Proactive Container Auto|scaling for Cloud Native Machine ...

Proactive Container Auto-scaling for Cloud Native Machine ...

We propose a predictive vertical auto-scaling policy to resize the container dynamically according to phase predictions.

Proactive Container Auto-scaling for Cloud Native Machine ...

Keywords-Cloud Native; Machine Learning Service; Con- tainer; Auto-scaling;. I. INTRODUCTION. Containers provide a lightweight, fast and isolated in-.

(PDF) Proactive Container Auto-scaling for Cloud Native Machine ...

to cloud providers offering Machine Learning (ML) services. ... number of resizing operations close to the best reactive policies. ... data processing with ...

Proactive Container Auto-scaling for Cloud Native Machine ...

Training, Cloud Computing, Machine Learning, Containers, Predictive Models, Multilayer Perceptrons, Resource Management, Cloud Native, Machine Learning ...

[PDF] Proactive Container Auto-scaling for Cloud Native Machine ...

This work uses a time-window MultiLayer Perceptron (MLP) to predict phases in containers with different types of workload and proposes a predictive vertical ...

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

... container and machine levels in a cloud environment (Amazon Web Services Elastic Container Service and Elastic Kubernetes Service). Expand. 1 Citation · PDF.

Proactive Container Auto-scaling for Cloud Native Machine ...

Published on BSC-CNS (https://www.bsc.es). Inici > Proactive Container Auto-scaling for Cloud Native Machine Learning Services.

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

For popular microservices architecture applications, where each service in the system is deployed as an independent container, the response time of requests is ...

Predictive Autoscaling for Containerized Applications Using ...

This research paper proposes a Predictive Auto-scaling framework leveraging machine-learning(ML) techniques to anticipate and proactively adjust the resources ...

Proactive container auto-scaling for cloud native machine learning ...

Proactive container auto-scaling for cloud native machine learning services · Autor/s: Buchaca, D.; Berral, J.; Wang, C.; Youssef, A. · Tipus: Presentació treball ...

Exploring Scalability in Cloud Native Applications: Tips for Growth ...

Take advantage of auto-scaling features offered by cloud providers to automate resource provisioning based on demand. ... This proactive approach ensures ...

Proactive auto-scaling for edge computing systems with Kubernetes

To better manage container-based cloud applications, the Cloud Native Computing Foundation (CNCF) proposed the concept of cloud native applications, which ...

Enhancing Machine Learning-Based Autoscaling for Cloud ...

The existing literature has primarily focuses on static metrics and/or proactive scaling approaches which do not align with dynamically changing ...

Optimizing resource allocation using proactive scaling with ...

Cloud computing is a pay-as-you-go based service that charges from the users on the basis of usage. There are two main categories of service providers that ...

Scaling and Auto-Scaling Strategies for Cloud-Native Applications

The most significant difference is that horizontal scaling adds more virtual machines, containers, or nodes to a system. In contrast, vertical scaling adds more ...

Proactive autoscaling for edge computing systems with kubernetes

Key influencing factors of the Kubernetes auto-scaler for computing-intensive microservice-native cloud-based applications. Advances in Engineering Software ...

Efficient evolutionary optimization using predictive auto-scaling in ...

We present a cloud-native, container-based distributed optimization framework that enables efficient and cost-effective optimization over platforms.

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 ...

Proactive and Intelligent Monitoring and Orchestration of Cloud ...

Cloud native applications or architecture are container- based environments ... Paul, “Application deployment using containers with auto-scaling for microservices ...

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

Malviya, A comparative analysis of container orchestration tools in cloud computing, с. ... Passas, Artificial intelligence for network function autoscaling in a ...