A comprehensive review of AI techniques for resource management in fog computing: Trends, challenges and future directions

D Alsadie - IEEE Access, 2024 - ieeexplore.ieee.org
Fog computing (FC), extending cloud services to the network edge, has emerged as a key
paradigm for low-latency applications like the Internet of Things (IoT). However, efficient …

Prediction-based scheduling techniques for cloud data center's workload: a systematic review

S Kashyap, A Singh - Cluster Computing, 2023 - Springer
A cloud data center provides various facilities such as storage, data accessibility, and
running many specific applications on cloud resources. The unpredictable demand for …

An energy aware resource allocation based on combination of CNN and GRU for virtual machine selection

Z Khodaverdian, H Sadr, SA Edalatpanah… - Multimedia tools and …, 2024 - Springer
The use of cloud computing service models is rapidly increasing, but inefficient resource
usage in cloud data centers can lead to great energy consumption and costs. To address …

Data-driven adaptive prediction of cloud resource usage

P Nawrocki, P Osypanka, B Posluszny - Journal of Grid Computing, 2023 - Springer
Predicting computing resource usage in any system allows optimized management of
resources. As cloud computing is gaining popularity, the urgency of accurate prediction is …

QoS-aware cloud resource prediction for computing services

P Osypanka, P Nawrocki - IEEE Transactions on Services …, 2022 - ieeexplore.ieee.org
Computing services are increasingly located in computing clouds, which allows for on-
demand scalability but may also increase operating costs. It is believed that cloud expenses …

Apriori Algorithm Based Approach for Improving QoS and SLA Guarantee in IaaS Clouds Using Pattern-Based Service-Oriented Architecture

H Godhrawala, R Sridaran - SN Computer Science, 2023 - Springer
Cloud computing is a modern computing technology. The integration of fog computing, edge
computing, mist computing, IoT, 5G, etc. with cloud computing adds immense power to cloud …

Applying Machine Learning in Cloud Service Price Prediction: The Case of Amazon IaaS

G Fragiadakis, E Filiopoulou, C Michalakelis… - Future Internet, 2023 - mdpi.com
When exploring alternative cloud solution designs, it is important to also consider cost. Thus,
having a comprehensive view of the cloud market and future price evolution allows well …

A comprehensive survey on sustainable resource management in cloud computing environments

D Saxena, AK Singh - Authorea Preprints, 2024 - techrxiv.org
Sustainable resource management within a cloud computing environment is a highly critical
and prominently studied research topic. In this context, this paper presented a …

Anomaly detection in the context of long-term cloud resource usage planning

P Nawrocki, W Sus - Knowledge and Information Systems, 2022 - Springer
This paper describes a new approach to automatic long-term cloud resource usage
planning with a novel hybrid anomaly detection mechanism. It analyzes existing anomaly …

OSCAR-P and amllibrary: performance profiling and prediction of computing continua applications

E Galimberti, B Guindani, F Filippini… - Companion of the 2023 …, 2023 - dl.acm.org
This paper proposes an auto-profiling tool for OSCAR, an open-source platform able to
support serverless computing in cloud and edge environments. The tool, named OSCAR-P …