Workload and SLA Violation Prediction in Cloud Computing ...

Workload and SLA Violation Prediction in Cloud Computing

According to the proposed model, we develop a workload prediction model using clustering approach where similar workload patterns are grouped ...

A workload prediction model for reducing service level agreement ...

Workload prediction is a strategy that provides many benefits: reduced SLA violation, resource scaling, and resource optimization by predicting future workload.

Workload and SLA Violation Prediction in Cloud Computing ...

This work develops a workload prediction model using clustering approach where similar workload patterns are grouped together to reduce the overhead and ...

Workload and SLA Violation Prediction in Cloud Computing

ADVMC has two phases. ... Simulation experiments on the real-world workload provided by Google Cluster Trace have shown that our ADVMC approach can largely cut ...

Workload prediction for SLA performance in cloud environment

We proposed an Exponential Smoothing and Artificial Neural Network model (ESANN) for SLA violation and predict the CPU utilization from time ...

Predicting and Avoiding SLA Violations of Containerized ...

Keywords: Cloud Computing, Containers, Service Level Agreement, Deep Learning, Time Series Forecasting. Abstract: Container-based virtualization represents a ...

Adaptive workload management in cloud computing for service level ...

Effective workload management ensures Quality of Service (QoS), adherence to Service Level Agreements (SLA), and optimized resource utilization, thereby ...

SLA Violation Prediction In Cloud Computing: A Machine Learning ...

Two machine learning models are explored: Naive Bayes and Random Forest Classifiers to predict SLA violations and it is found that random forests with ...

A workload prediction model in the multi-cloud to reduce SLA violation

3.4 Workload prediction methods in the cloud environment ... violating SLA in the multi-cloud environment can result in lots of negative consequences. And ...

A workload prediction model for reducing service level agreement ...

The cloud provides several advantages, but these advantages come with challenges, such as reducing Service Level Agreement (SLA) violations, efficient resource ...

Towards SLA‐Driven Autoscaling of Cloud Distributed Services for ...

Furthermore, workload prediction might not produce direct information about the possibility of an SLA violation of the predicted workload, which ...

A Self-Optimized Generic Workload Prediction Framework for Cloud ...

Keywords-Cloud Computing; Workload Prediction; Long. Short-Term Memory ... Dynamic Placement of Virtual Machines for Managing SLA Violations. In IFIP ...

Deep Reinforcement Learning for Workload Prediction in Federated ...

Performance Metrics of Cloud Computing Models. Models, Energy Consumption (kWh), Sum of Finished Tasks, Migration Time, Sum of SLA Violations ...

Forecasting Cloud Application Workloads With CloudInsight for ...

Moreover, the results from trace-based simulations with a cloud resource manager show that CloudInsight has 15–20 percent less under-/over- ...

A survey on predicting workloads and optimizing QoS in the cloud ...

characteristic of workload prediction in cloud computing. It refers to ... predict demand, to improve QoS and to avoid any violations of the. SLA. They ...

Taylor CFRO-Based Deep Learning Model for Service-Level ...

... Workload Prediction-Enabled Power Model in Cloud Computing. Pushpalatha R ... The developed TaylorCFRO-based DBN scheme outperformed other workload and SLA ...

Detection of SLA Violation for Big Data Analytics Applications in Cloud

While machine learning-based techniques have been applied to detect SLA violations for web service or general cloud service, the study on detecting SLA ...

Towards SLA‐Driven Autoscaling of Cloud Distributed Services for ...

However, these autoscaling systems are not generic enough, as the workload definition is application-based. On the other hand, the workload ...

Efficient Autoscaling in the Cloud using Predictive Models for ...

Efficient Autoscaling in the Cloud using Predictive Models for Workload Forecasting ... SLA Violation. Cost SLA Violation. Figure 8. High SLA violation with ...

Adaptive Runtime Monitoring of Service Level Agreement Violations ...

The cloud service level agreement (SLA) manage the relationship between service providers and consumers in cloud computing. SLA is an integral and critical ...