Demand-driven deep reinforcement learning for scalable fog and service placement

H Sami, A Mourad, H Otrok… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
The increasing number of Internet of Things (IoT) devices necessitates the need for a more
substantial fog computing infrastructure to support the users' demand for services. In this …

Dynamic on-demand fog formation offering on-the-fly IoT service deployment

H Sami, A Mourad - IEEE Transactions on Network and Service …, 2020 - ieeexplore.ieee.org
With the increasing number of IoT devices, fog computing has emerged, providing
processing resources at the edge for the tremendous amount of sensed data and IoT …

Reinforcement R-learning model for time scheduling of on-demand fog placement

P Farhat, H Sami, A Mourad - the Journal of Supercomputing, 2020 - Springer
On the fly deployment of fog nodes near users provides the flexibility of pushing services
anywhere and whenever needed. Nevertheless, taking a real-life scenario, the cloud might …

[HTML][HTML] Towards distributed and autonomous IoT service placement in fog computing using asynchronous advantage actor-critic algorithm

M Zare, YE Sola, H Hasanpour - Journal of King Saud University-Computer …, 2023 - Elsevier
The number of Internet of Things (IoT)-based applications is constantly increasing, and
transferring all their associated data to a remote centralized cloud requires more latency …

Joint container placement and task provisioning in dynamic fog computing

A Mseddi, W Jaafar, H Elbiaze… - IEEE Internet of Things …, 2019 - ieeexplore.ieee.org
Fog computing has emerged as a promising technology that can bring cloud applications
closer to the devices at the network edge. The fog infrastructure contains mainly distributed …

Intelligent resource allocation in dynamic fog computing environments

A Mseddi, W Jaafar, H Elbiaze… - 2019 IEEE 8th …, 2019 - ieeexplore.ieee.org
Fog computing emerged as a new paradigm that pushes cloud applications to the network
edge. The fog infrastructure contains mainly distributed and heterogeneous fog nodes that …

A QoS-aware IoT service placement mechanism in fog computing based on open-source development model

D Zhao, Q Zou, M Boshkani Zadeh - Journal of Grid Computing, 2022 - Springer
With rapid developments of the Internet of Things (IoT) applications in recent years, their use
to facilitate day-to-day activities in various domains for enhancing the quality of human life …

An autonomous IoT service placement methodology in fog computing

M Ayoubi, M Ramezanpour… - Software: Practice and …, 2021 - Wiley Online Library
With the increase in the number of Internet of Things (IoT) devices having limited resources,
an extension of the cloud‐computing paradigm has emerged so‐called fog computing …

Priority, network and energy‐aware placement of IoT‐based application services in fog‐cloud environments

HO Hassan, S Azizi, M Shojafar - IET communications, 2020 - Wiley Online Library
Fog computing is a decentralised model which can help cloud computing for providing high
quality‐of‐service (QoS) for the Internet of Things (IoT) application services. Service …

Dynamic IoT service placement based on shared parallel architecture in fog-cloud computing

M Qin, M Li, RO Yahya - Internet of Things, 2023 - Elsevier
Fog-cloud computing is a promising computing paradigm for processing and storing
massive data produced by Internet of Things (IoT) devices. Considering that the fog …