Optimal Cooperative Offloading Scheme for Energy Efficient Multi-Access Edge Computation
The distributed cooperative offloading technique with wireless setting and power transmission provides a possible solution to meet the requirements of next-generation Multi-access Edge Computation (MEC). MEC is a model which avails cloud computing the aptitude to smoothly compute data at the edge of...
Main Authors: | , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
IEEE
2020-01-01
|
Series: | IEEE Access |
Subjects: | |
Online Access: | https://ieeexplore.ieee.org/document/9032141/ |
id |
doaj-e45ffa4d2ed249b4ac8c4b919ad2e7eb |
---|---|
record_format |
Article |
spelling |
doaj-e45ffa4d2ed249b4ac8c4b919ad2e7eb2021-03-30T01:22:28ZengIEEEIEEE Access2169-35362020-01-018539315394110.1109/ACCESS.2020.29801969032141Optimal Cooperative Offloading Scheme for Energy Efficient Multi-Access Edge ComputationJoseph Henry Anajemba0https://orcid.org/0000-0002-1199-7446Tang Yue1Celestine Iwendi2https://orcid.org/0000-0003-4350-3911Mamdouh Alenezi3https://orcid.org/0000-0001-6852-1206Mohit Mittal4https://orcid.org/0000-0003-0878-4615Department of Communication Engineering, Hohai University, Nanjing, ChinaDepartment of Communication Engineering, Hohai University, Nanjing, ChinaDepartment of Electronics BCC, Central South University of Forestry and Technology, Changsha, ChinaCollege of Computer and Information Science, Prince Sultan University, Riyadh, Saudi ArabiaDepartment of Information Science and Engineering, Kyoto Sangyo University, Kyoto, JapanThe distributed cooperative offloading technique with wireless setting and power transmission provides a possible solution to meet the requirements of next-generation Multi-access Edge Computation (MEC). MEC is a model which avails cloud computing the aptitude to smoothly compute data at the edge of a largely dense network and in nearness to smart communicating devices (SCDs). This paper presents a cooperative offloading technique based on the Lagrangian Suboptimal Convergent Computation Offloading Algorithm (LSCCOA) for multi-access MEC in a distributed Internet of Things (IoT) network. A computational competition of the SCDs for limited resources which tends to obstructs smooth task offloading for MEC in an IoT high demand network is considered. The proposed suboptimal computational algorithm is implemented to perform task offloading which is optimized at the cloud edge server without relocating it to the centralized network. These resulted in a minimized weighted sum of transmit power consumption and outputs as a mixed-integer optimization problem. Also, the derived fast-convergent suboptimal algorithm is implemented to resolve the non-deterministic polynomial-time (NP)-hard problem. In conclusion, simulation results are performed to prove that the proposed algorithm substantially outperforms recent techniques with regards to energy efficiency, energy consumption reduction, throughput, and transmission delay performance.https://ieeexplore.ieee.org/document/9032141/Energy efficiencyMECNP-hard problemSCDcooperative offloading |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Joseph Henry Anajemba Tang Yue Celestine Iwendi Mamdouh Alenezi Mohit Mittal |
spellingShingle |
Joseph Henry Anajemba Tang Yue Celestine Iwendi Mamdouh Alenezi Mohit Mittal Optimal Cooperative Offloading Scheme for Energy Efficient Multi-Access Edge Computation IEEE Access Energy efficiency MEC NP-hard problem SCD cooperative offloading |
author_facet |
Joseph Henry Anajemba Tang Yue Celestine Iwendi Mamdouh Alenezi Mohit Mittal |
author_sort |
Joseph Henry Anajemba |
title |
Optimal Cooperative Offloading Scheme for Energy Efficient Multi-Access Edge Computation |
title_short |
Optimal Cooperative Offloading Scheme for Energy Efficient Multi-Access Edge Computation |
title_full |
Optimal Cooperative Offloading Scheme for Energy Efficient Multi-Access Edge Computation |
title_fullStr |
Optimal Cooperative Offloading Scheme for Energy Efficient Multi-Access Edge Computation |
title_full_unstemmed |
Optimal Cooperative Offloading Scheme for Energy Efficient Multi-Access Edge Computation |
title_sort |
optimal cooperative offloading scheme for energy efficient multi-access edge computation |
publisher |
IEEE |
series |
IEEE Access |
issn |
2169-3536 |
publishDate |
2020-01-01 |
description |
The distributed cooperative offloading technique with wireless setting and power transmission provides a possible solution to meet the requirements of next-generation Multi-access Edge Computation (MEC). MEC is a model which avails cloud computing the aptitude to smoothly compute data at the edge of a largely dense network and in nearness to smart communicating devices (SCDs). This paper presents a cooperative offloading technique based on the Lagrangian Suboptimal Convergent Computation Offloading Algorithm (LSCCOA) for multi-access MEC in a distributed Internet of Things (IoT) network. A computational competition of the SCDs for limited resources which tends to obstructs smooth task offloading for MEC in an IoT high demand network is considered. The proposed suboptimal computational algorithm is implemented to perform task offloading which is optimized at the cloud edge server without relocating it to the centralized network. These resulted in a minimized weighted sum of transmit power consumption and outputs as a mixed-integer optimization problem. Also, the derived fast-convergent suboptimal algorithm is implemented to resolve the non-deterministic polynomial-time (NP)-hard problem. In conclusion, simulation results are performed to prove that the proposed algorithm substantially outperforms recent techniques with regards to energy efficiency, energy consumption reduction, throughput, and transmission delay performance. |
topic |
Energy efficiency MEC NP-hard problem SCD cooperative offloading |
url |
https://ieeexplore.ieee.org/document/9032141/ |
work_keys_str_mv |
AT josephhenryanajemba optimalcooperativeoffloadingschemeforenergyefficientmultiaccessedgecomputation AT tangyue optimalcooperativeoffloadingschemeforenergyefficientmultiaccessedgecomputation AT celestineiwendi optimalcooperativeoffloadingschemeforenergyefficientmultiaccessedgecomputation AT mamdouhalenezi optimalcooperativeoffloadingschemeforenergyefficientmultiaccessedgecomputation AT mohitmittal optimalcooperativeoffloadingschemeforenergyefficientmultiaccessedgecomputation |
_version_ |
1724187197000646656 |