A review of edge computing: Features and resource virtualization

Y Mansouri, MA Babar - Journal of Parallel and Distributed Computing, 2021 - Elsevier
With the advent of Internet of Things (IoT) connecting billions of mobile and stationary
devices to serve real-time applications, cloud computing paradigms face some significant …

Research on auto-scaling of web applications in cloud: survey, trends and future directions

P Singh, P Gupta, K Jyoti, A Nayyar - Scalable Computing: Practice and …, 2019 - scpe.org
Cloud computing emerging environment attracts many applications providers to deploy web
applications on cloud data centers. The primary area of attraction is elasticity, which allows …

Dynamic network slice scaling assisted by prediction in 5G network

J Zhou, W Zhao, S Chen - IEEE Access, 2020 - ieeexplore.ieee.org
Network slicing is a key technology in fifth-generation (5G) mobile networks. Slicing divides
a physical network into multiple dedicated logical networks to meet the requirements of …

K-agrued: A container autoscaling technique for cloud-based web applications in kubernetes using attention-based gru encoder-decoder

J Dogani, F Khunjush, M Seydali - Journal of Grid Computing, 2022 - Springer
Cloud service providers can operate several execution instances on a single physical server
using virtualization technology, which improves resource utilization. In recent years …

gym-hpa: Efficient auto-scaling via reinforcement learning for complex microservice-based applications in kubernetes

J Santos, T Wauters, B Volckaert… - NOMS 2023-2023 IEEE …, 2023 - ieeexplore.ieee.org
Containers have revolutionized application deployment and life-cycle management in
current cloud platforms. Applications have evolved from large monoliths to complex graphs …

SARM: service function chain active reconfiguration mechanism based on load and demand prediction

J Cai, K Qian, J Luo, K Zhu - International Journal of Intelligent …, 2022 - Wiley Online Library
Network function virtualization is a promising technology for providing personalized services
via agile service function chains (SFCs). Flexible SFC orchestration and rational resource …

CloudSimSDN‐NFV: Modeling and simulation of network function virtualization and service function chaining in edge computing environments

J Son, TZ He, R Buyya - Software: Practice and Experience, 2019 - Wiley Online Library
Software‐defined networking (SDN) has evolved and brought an innovative paradigm shift
in computer networks by utilizing a programmable software controller with open protocols …

[HTML][HTML] Gwydion: Efficient auto-scaling for complex containerized applications in Kubernetes through Reinforcement Learning

J Santos, E Reppas, T Wauters, B Volckaert… - Journal of Network and …, 2025 - Elsevier
Containers have reshaped application deployment and life-cycle management in recent
cloud platforms. The paradigm shift from large monolithic applications to complex graphs of …

An encoder-decoder deep learning approach for multistep service traffic prediction

T Theodoropoulos, AC Maroudis… - 2021 IEEE Seventh …, 2021 - ieeexplore.ieee.org
The prediction of traffic in regards to data services can be leveraged by cloud and edge
computing orchestration mechanisms in order to minimize the costly number of resources …

Cost-aware automatic scaling and workload-aware replica management for edge-cloud environment

C Li, J Liu, B Lu, Y Luo - Journal of Network and Computer Applications, 2021 - Elsevier
As the mobile edge computing develops continually, many emerging and diversified edge
applications, such as Internet of vehicles, virtual reality games and lightweight deep learning …