Cargando…

Multi-Task Partial Offloading with Relay and Adaptive Bandwidth Allocation for the MEC-Assisted IoT

The fifth-generation (5G) wireless network is visualized to offer many types of services with low latency requirements in Internet of Things (IoT) networks. However, the computational capabilities of IoT nodes are not enough to process complex tasks in real time. To solve this problem, multi-access...

Descripción completa

Detalles Bibliográficos
Autores principales: Imtiaz, Hafiz Hasnain, Tang, Suhua
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9824841/
https://www.ncbi.nlm.nih.gov/pubmed/36616788
http://dx.doi.org/10.3390/s23010190
_version_ 1784866509292568576
author Imtiaz, Hafiz Hasnain
Tang, Suhua
author_facet Imtiaz, Hafiz Hasnain
Tang, Suhua
author_sort Imtiaz, Hafiz Hasnain
collection PubMed
description The fifth-generation (5G) wireless network is visualized to offer many types of services with low latency requirements in Internet of Things (IoT) networks. However, the computational capabilities of IoT nodes are not enough to process complex tasks in real time. To solve this problem, multi-access edge computing (MEC) has emerged as an effective solution that will allow IoT nodes to completely or partially offload their computational tasks to MEC servers. However, the large communication delay at a low transmission rate for nodes far from the access point (AP) makes this offloading less meaningful. This paper studies joint multi-task partial offloading from multiple IoT nodes to a common MEC server collocated with an AP, and it uses relay selection to help nodes far from the AP. The computation time of all tasks is minimized by adaptive task division and resource allocation (bandwidth and computation resource), and it is solved with an evolutionary algorithm. The simulation results confirm that the proposed method with both relay selection and adaptive bandwidth allocation outperforms the methods with neither or only one function.
format Online
Article
Text
id pubmed-9824841
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-98248412023-01-08 Multi-Task Partial Offloading with Relay and Adaptive Bandwidth Allocation for the MEC-Assisted IoT Imtiaz, Hafiz Hasnain Tang, Suhua Sensors (Basel) Article The fifth-generation (5G) wireless network is visualized to offer many types of services with low latency requirements in Internet of Things (IoT) networks. However, the computational capabilities of IoT nodes are not enough to process complex tasks in real time. To solve this problem, multi-access edge computing (MEC) has emerged as an effective solution that will allow IoT nodes to completely or partially offload their computational tasks to MEC servers. However, the large communication delay at a low transmission rate for nodes far from the access point (AP) makes this offloading less meaningful. This paper studies joint multi-task partial offloading from multiple IoT nodes to a common MEC server collocated with an AP, and it uses relay selection to help nodes far from the AP. The computation time of all tasks is minimized by adaptive task division and resource allocation (bandwidth and computation resource), and it is solved with an evolutionary algorithm. The simulation results confirm that the proposed method with both relay selection and adaptive bandwidth allocation outperforms the methods with neither or only one function. MDPI 2022-12-24 /pmc/articles/PMC9824841/ /pubmed/36616788 http://dx.doi.org/10.3390/s23010190 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Imtiaz, Hafiz Hasnain
Tang, Suhua
Multi-Task Partial Offloading with Relay and Adaptive Bandwidth Allocation for the MEC-Assisted IoT
title Multi-Task Partial Offloading with Relay and Adaptive Bandwidth Allocation for the MEC-Assisted IoT
title_full Multi-Task Partial Offloading with Relay and Adaptive Bandwidth Allocation for the MEC-Assisted IoT
title_fullStr Multi-Task Partial Offloading with Relay and Adaptive Bandwidth Allocation for the MEC-Assisted IoT
title_full_unstemmed Multi-Task Partial Offloading with Relay and Adaptive Bandwidth Allocation for the MEC-Assisted IoT
title_short Multi-Task Partial Offloading with Relay and Adaptive Bandwidth Allocation for the MEC-Assisted IoT
title_sort multi-task partial offloading with relay and adaptive bandwidth allocation for the mec-assisted iot
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9824841/
https://www.ncbi.nlm.nih.gov/pubmed/36616788
http://dx.doi.org/10.3390/s23010190
work_keys_str_mv AT imtiazhafizhasnain multitaskpartialoffloadingwithrelayandadaptivebandwidthallocationforthemecassistediot
AT tangsuhua multitaskpartialoffloadingwithrelayandadaptivebandwidthallocationforthemecassistediot