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

The paper proposes a long-short term memory-based model to predict the workload that works well for long-term dependencies.

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

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

Article on A workload prediction model for reducing service level agreement violations in cloud data centers, published in Decision Analytics Journal 11 on ...

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

Subject headings: cloud computing, multi-cloud, service level agreement (SLA), SLA violation, SLA-related costs, and workload prediction. Page 4. i. Preface.

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

J. Wei, A workload prediction model in the multi-cloud to reduce SLA Violation. Nehra, Host utilization prediction using hybrid kernel based support vector ...

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

Abstract：A workload prediction model for reducing service level agreement violations in cloud data centers.

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

[5], which may lead to Service Level Agreement (SLA) violations or excessive ... Workload Prediction Using ARIMA Model and Its Impact on. Cloud Applications' QoS.

A Long-term Cloud Workload Prediction Framework for Reserved ...

... Service (IaaS) providers and provide services in accordance with the customer's service level agreements (SLA). To reduce costs in resource provision, they ...

Workload and SLA Violation Prediction in Cloud Computing

A workload prediction model for reducing service level agreement violations in cloud data centers. Article. Apr 2024. Priyanka Nehra · Nishtha ...

Workload prediction for SLA performance in cloud environment

Exponential Smoothing and Artificial Neural Network (ANN) models in terms of managing SLAs from the point of view of cloud customers as well as ...

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 ...

RVLBPNN: A Workload Forecasting Model for Smart Cloud Computing

Maintaining the desired level of Quality of Service (QoS) without violating the Service Level Agreement (SLA), whilst attempting to reduce the usage of the ...

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

TaylorCFRO-based Deep Belief Network (DBN) approach is designed for workload prediction and Service level agreement (SLA)-aware Virtual Machine (VM) migration ...

Workload and SLA Violation Prediction in Cloud Computing

According to the proposed model, we develop a workload prediction model ... reducing the violations using Naïve Bayes classification approach.

An online learning model based on episode mining for workload ...

Cited by (37). A workload prediction model for reducing service level agreement violations in cloud data centers. 2024, ...

Workload Prediction Using ARIMA Model and Its Impact on Cloud ...

Experiments demonstrate that the proposed integrated workload prediction model named LOF-MASVR can reduce Service Level Agreement (SLA) violation number in ...

A novel approach to workload prediction using attention-based ...

... SLA (service-level agreement). However, it is a challenge to keep ... workload, the model with a longer historical window has a lower error rate.

Predicting and Avoiding SLA Violations of Containerized ...

Keywords: Cloud Computing, Containers, Service Level Agreement, Deep Learning, Time Series Forecasting. ... Both models were trained over regular workload data, ...

RVLBPNN: A Workload Forecasting Model for Smart Cloud Computing

the Service Level Agreement (SLA). With this in mind, this paper ... of lower latency sensitivity levels, our proposed prediction model ...

Deep Reinforcement Learning for Workload Prediction in Federated ...

... Service Level Agreement (SLA) [3]. The Federated Cloud Computing ... left_range corresponds to the lower utilization level (index) in ...