Auto-scaling techniques in container-based cloud and edge/fog computing: Taxonomy and survey

J Dogani, R Namvar, F Khunjush - Computer Communications, 2023 - Elsevier
The long-held dream of computing as a service was realized with the emergence of cloud
computing. Recently, fog and edge computing have been introduced as extensions of cloud …

Multivariate workload and resource prediction in cloud computing using CNN and GRU by attention mechanism

J Dogani, F Khunjush, MR Mahmoudi… - The Journal of …, 2023 - Springer
The resources required to service cloud computing applications are dynamic and fluctuate
over time in response to variations in the volume of incoming requests. Proactive …

[HTML][HTML] Artificial intelligence for the management of servitization 5.0

B Nicoletti, A Appolloni - Sustainability, 2023 - mdpi.com
Purpose—The sale of physical products has been manufacturing companies' main revenue
source. A trend is known as servitization for earning revenue comes from services. With the …

Magicscaler: Uncertainty-aware, predictive autoscaling

Z Pan, Y Wang, Y Zhang, SB Yang, Y Cheng… - Proceedings of the …, 2023 - dl.acm.org
Predictive autoscaling is a key enabler for optimizing cloud resource allocation in Alibaba
Cloud's computing platforms, which dynamically adjust the Elastic Compute Service (ECS) …

A survey on scheduling techniques in computing and network convergence

S Tang, Y Yu, H Wang, G Wang, W Chen… - … Surveys & Tutorials, 2023 - ieeexplore.ieee.org
The computing demand for massive applications has led to the ubiquitous deployment of
computing power. This trend results in the urgent need for higher-level computing resource …

Dynamic portfolio rebalancing through reinforcement learning

QYE Lim, Q Cao, C Quek - Neural Computing and Applications, 2022 - Springer
Portfolio managements in financial markets involve risk management strategies and
opportunistic responses to individual trading behaviours. Optimal portfolios constructed aim …

Energy efficient task scheduling based on deep reinforcement learning in cloud environment: A specialized review

H Hou, SNA Jawaddi, A Ismail - Future Generation Computer Systems, 2024 - Elsevier
The expanding scale of cloud data centers and the diversification of user services have led
to an increase in energy consumption and greenhouse gas emissions, resulting in long-term …

Intent-driven orchestration of serverless applications in the computing continuum

N Filinis, I Tzanettis, D Spatharakis… - Future Generation …, 2024 - Elsevier
Following the emergence of Internet of Things (IoT) and edge computing technologies and
the development of distributed applications with strict Quality of Service (QoS) requirements …