Socialized Learning: A Survey of the Paradigm Shift for Edge Intelligence in Networked Systems

X Wang, Y Zhao, C Qiu, Q Hu… - … Surveys & Tutorials, 2024 - ieeexplore.ieee.org
Amidst the robust impetus from artificial intelligence (AI) and big data, edge intelligence (EI)
has emerged as a nascent computing paradigm, synthesizing AI with edge computing (EC) …

Deep Neural Networks meet computation offloading in mobile edge networks: Applications, taxonomy, and open issues

E Mustafa, J Shuja, F Rehman, A Riaz, M Maray… - Journal of Network and …, 2024 - Elsevier
Abstract Mobile Edge Computing (MEC) is a modern paradigm that involves moving
computing and storage resources closer to the network edge, reducing latency, and …

An expert system for hybrid edge to cloud computational offloading in heterogeneous MEC–MCC environments

S Khan, Z Jiangbin, M Irfan, F Ullah, S Khan - Journal of Network and …, 2024 - Elsevier
Abstract Mobile Cloud Computing (MCC) integrates cloud computing into the mobile
environment, effectively tackling performance, environmental, and security constraints …

[PDF][PDF] Wireless Power Assisted Computation Offloading in Mobile Edge Computing: A Deep Reinforcement Learning Approach

M Maray, E Mustafa, J Shuja - HUMAN-CENTRIC COMPUTING …, 2024 - researchgate.net
One of the missions of mobile edge computing (MEC) is to develop innovative applications
in closer proximity while preserving latency constraints. Integration of MEC with the …

Multi-objective task-aware offloading and scheduling framework for internet of things logistics

A Umer, M Ali, AI Jehangiri, M Bilal, J Shuja - Sensors, 2024 - mdpi.com
IoT-based smart transportation monitors vehicles, cargo, and driver statuses for safe
movement. Due to the limited computational capabilities of the sensors, the IoT devices …

Multi-strategy improved sand cat optimization algorithm-based workflow scheduling mechanism for heterogeneous edge computing environment

P Jayalakshmi, SSS Ramesh - Sustainable Computing: Informatics and …, 2024 - Elsevier
Edge computing is one of the predominant technologies which facilitates the option of
bringing out the computing resources closer to the location of the end users when they are …

Load balance-aware dynamic cloud-edge-end collaborative offloading strategy

Y Fan - Plos one, 2024 - journals.plos.org
Cloud-edge-end (CEE) computing is a hybrid computing paradigm that converges the
principles of edge and cloud computing. In the design of CEE systems, a crucial challenge is …

Dependent Task Offloading and Resource Allocation via Deep Reinforcement Learning for Extended Reality in Mobile Edge Networks

X Yu, S Zhou, B Wei - Electronics, 2024 - mdpi.com
Extended reality (XR) is an immersive technology widely applied in various fields. Due to the
real-time interaction required between users and virtual environments, XR applications are …

[HTML][HTML] Fault tolerant & priority basis task offloading and scheduling model for IoT logistics

A Umer, M Ali, A Daud, L Hussain, A Bukhari… - Alexandria Engineering …, 2025 - Elsevier
Abstract The Internet of Things (IoT) has connected millions of devices to the internet for
communication and computation purposes. Due to constraints such as limited battery power …

Intelligent IoT-and UAV-Assisted Architecture for Pipeline Monitoring in OGI

SN Karam, K Bilal, J Shuja, LU Khan, M Bilal… - IT …, 2024 - ieeexplore.ieee.org
With the advent of the Internet of Things (IoT) and unmanned aerial vehicles (UAVs) in
industrial application scenarios, oil and gas industry (OGI) automation is undergoing a …