Decision-making of IoT device operation based on intelligent-task offloading for improving environmental optimization

W Jin, S Lim, S Woo, C Park, D Kim - Complex & Intelligent Systems, 2022 - Springer
Computation offloading enables intensive computational tasks to be separated into multiple
computing resources for overcoming hardware limitations. Leveraging cloud computing …

Task offloading and resource allocation algorithm based on deep reinforcement learning for distributed AI execution tasks in IoT edge computing environments

Z Aghapour, S Sharifian, H Taheri - Computer Networks, 2023 - Elsevier
Recently, the application of Artificial Intelligence (AI) in the Internet of Things (IoT) devices is
increasing. As these devices are limited in processing and storing massive computations of …

Energy-efficient delay-aware task offloading in fog-cloud computing system for IoT sensor applications

P Singh, R Singh - Journal of Network and Systems Management, 2022 - Springer
Abstract Internet of Things (IoT) system comprises of many interrelated computing devices
and smart sensors with limited battery, processing, and storage capabilities. Due to its …

Energy-efficient offloading for DNN-based smart IoT systems in cloud-edge environments

X Chen, J Zhang, B Lin, Z Chen… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Deep Neural Networks (DNNs) have become an essential and important supporting
technology for smart Internet-of-Things (IoT) systems. Due to the high computational costs of …

Learning for smart edge: Cognitive learning-based computation offloading

Y Hao, Y Jiang, MS Hossain, MF Alhamid… - Mobile Networks and …, 2020 - Springer
With the development of intelligent applications, more and more intelligent applications are
computation intensive, data intensive and delay sensitive. Compared with traditional cloud …

A Novel Offloading Mechanism Leveraging Fuzzy Logic and Deep Reinforcement Learning to Improve IoT Application Performance in a Three-Layer Architecture …

DH Abdulazeez, SK Askar - IEEE Access, 2024 - ieeexplore.ieee.org
This paper presents a novel offloading technique designed to enhance the efficiency of
Internet of Things (IoT) applications within a sophisticated three-layer architecture situated in …

[PDF][PDF] Investigating and Modelling of Task Offloading Latency in Edge-Cloud Environment.

J Almutairi, M Aldossary - Computers, Materials & Continua, 2021 - cdn.techscience.cn
Recently, the number of Internet of Things (IoT) devices connected to the Internet has
increased dramatically as well as the data produced by these devices. This would require …

Optimal task offloading and resource allotment towards fog-cloud architecture

V Jain, B Kumar - … on Cloud Computing, Data Science & …, 2021 - ieeexplore.ieee.org
Advancement in IoT research encouraged the generation of ubiquitous computing devices
and changed their way of utilization. The high spawning of data through these computing …

HunterPlus: AI based energy-efficient task scheduling for cloud–fog computing environments

S Iftikhar, MMM Ahmad, S Tuli, D Chowdhury, M Xu… - Internet of Things, 2023 - Elsevier
Cloud computing is a mainstay of modern technology, offering cost-effective and scalable
solutions to a variety of different problems. The massive shift of organization resource needs …

Task offloading for mixed cloud/fog computing in vehicular network using genetic particle swarm optimization

Y Deng, P Wang, L Li - 2021 4th International Conference on …, 2021 - ieeexplore.ieee.org
Intelligent connected vehicle (ICV) is considered to be a key technology to solve traffic safety
and congestion problems. With the development of ICV technology, vehicles need to …