Hierarchical task offloading in heterogeneous cellular network:modeling and optimization

To improve the efficiency of computation offloading,a hierarchical task offloading framework based on device-to-device (D2D) communication,mobile edge computing and cloud computing was proposed,in which cooperative D2D relay technology was introduced to assist users to access remote computing resour...

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Main Authors: Lindong ZHAO, Wenqin ZHUANG, Jianxin CHEN, Liang ZHOU
Format: Article
Language:zho
Published: Editorial Department of Journal on Communications 2020-04-01
Series:Tongxin xuebao
Subjects:
Online Access:http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2020081/
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author Lindong ZHAO
Wenqin ZHUANG
Jianxin CHEN
Liang ZHOU
author_facet Lindong ZHAO
Wenqin ZHUANG
Jianxin CHEN
Liang ZHOU
author_sort Lindong ZHAO
collection DOAJ
description To improve the efficiency of computation offloading,a hierarchical task offloading framework based on device-to-device (D2D) communication,mobile edge computing and cloud computing was proposed,in which cooperative D2D relay technology was introduced to assist users to access remote computing resources.Considering the negative effects of uplink channel congestion,limited edge computing capability,D2D reuse interference and backhaul delay of cloud computing in the multi-user scenario of the proposed framework,a game theory based offloading scheduling and load balancing scheme was developed by fully taking advantage of the computing and communication resources in the proposed framework.The simulation results demonstrate that the proposed scheme can effectively reduce end-to-end delay and offloading energy consumption,and also has good stability even when the network resources are limited.
format Article
id doaj-art-ef680cfd567544ca9db5972cc74901d6
institution Kabale University
issn 1000-436X
language zho
publishDate 2020-04-01
publisher Editorial Department of Journal on Communications
record_format Article
series Tongxin xuebao
spelling doaj-art-ef680cfd567544ca9db5972cc74901d62025-01-14T07:18:50ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2020-04-0141344459734106Hierarchical task offloading in heterogeneous cellular network:modeling and optimizationLindong ZHAOWenqin ZHUANGJianxin CHENLiang ZHOUTo improve the efficiency of computation offloading,a hierarchical task offloading framework based on device-to-device (D2D) communication,mobile edge computing and cloud computing was proposed,in which cooperative D2D relay technology was introduced to assist users to access remote computing resources.Considering the negative effects of uplink channel congestion,limited edge computing capability,D2D reuse interference and backhaul delay of cloud computing in the multi-user scenario of the proposed framework,a game theory based offloading scheduling and load balancing scheme was developed by fully taking advantage of the computing and communication resources in the proposed framework.The simulation results demonstrate that the proposed scheme can effectively reduce end-to-end delay and offloading energy consumption,and also has good stability even when the network resources are limited.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2020081/hierarchical task offloadingmobile edge computingdevice-to-device communicationcloud computinggame theory
spellingShingle Lindong ZHAO
Wenqin ZHUANG
Jianxin CHEN
Liang ZHOU
Hierarchical task offloading in heterogeneous cellular network:modeling and optimization
Tongxin xuebao
hierarchical task offloading
mobile edge computing
device-to-device communication
cloud computing
game theory
title Hierarchical task offloading in heterogeneous cellular network:modeling and optimization
title_full Hierarchical task offloading in heterogeneous cellular network:modeling and optimization
title_fullStr Hierarchical task offloading in heterogeneous cellular network:modeling and optimization
title_full_unstemmed Hierarchical task offloading in heterogeneous cellular network:modeling and optimization
title_short Hierarchical task offloading in heterogeneous cellular network:modeling and optimization
title_sort hierarchical task offloading in heterogeneous cellular network modeling and optimization
topic hierarchical task offloading
mobile edge computing
device-to-device communication
cloud computing
game theory
url http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2020081/
work_keys_str_mv AT lindongzhao hierarchicaltaskoffloadinginheterogeneouscellularnetworkmodelingandoptimization
AT wenqinzhuang hierarchicaltaskoffloadinginheterogeneouscellularnetworkmodelingandoptimization
AT jianxinchen hierarchicaltaskoffloadinginheterogeneouscellularnetworkmodelingandoptimization
AT liangzhou hierarchicaltaskoffloadinginheterogeneouscellularnetworkmodelingandoptimization