Cargando…

An IoT-Oriented Offloading Method with Privacy Preservation for Cloudlet-Enabled Wireless Metropolitan Area Networks

With the development of the Internet of Things (IoT) technology, a vast amount of the IoT data is generated by mobile applications from mobile devices. Cloudlets provide a paradigm that allows the mobile applications and the generated IoT data to be offloaded from the mobile devices to the cloudlets...

Descripción completa

Detalles Bibliográficos
Autores principales: Xu, Zhanyang, Gu, Renhao, Huang, Tao, Xiang, Haolong, Zhang, Xuyun, Qi, Lianyong, Xu, Xiaolong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6164151/
https://www.ncbi.nlm.nih.gov/pubmed/30201933
http://dx.doi.org/10.3390/s18093030
_version_ 1783359531898634240
author Xu, Zhanyang
Gu, Renhao
Huang, Tao
Xiang, Haolong
Zhang, Xuyun
Qi, Lianyong
Xu, Xiaolong
author_facet Xu, Zhanyang
Gu, Renhao
Huang, Tao
Xiang, Haolong
Zhang, Xuyun
Qi, Lianyong
Xu, Xiaolong
author_sort Xu, Zhanyang
collection PubMed
description With the development of the Internet of Things (IoT) technology, a vast amount of the IoT data is generated by mobile applications from mobile devices. Cloudlets provide a paradigm that allows the mobile applications and the generated IoT data to be offloaded from the mobile devices to the cloudlets for processing and storage through the access points (APs) in the Wireless Metropolitan Area Networks (WMANs). Since most of the IoT data is relevant to personal privacy, it is necessary to pay attention to data transmission security. However, it is still a challenge to realize the goal of optimizing the data transmission time, energy consumption and resource utilization with the privacy preservation considered for the cloudlet-enabled WMAN. In this paper, an IoT-oriented offloading method, named IOM, with privacy preservation is proposed to solve this problem. The task-offloading strategy with privacy preservation in WMANs is analyzed and modeled as a constrained multi-objective optimization problem. Then, the Dijkstra algorithm is employed to evaluate the shortest path between APs in WMANs, and the nondominated sorting differential evolution algorithm (NSDE) is adopted to optimize the proposed multi-objective problem. Finally, the experimental results demonstrate that the proposed method is both effective and efficient.
format Online
Article
Text
id pubmed-6164151
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-61641512018-10-10 An IoT-Oriented Offloading Method with Privacy Preservation for Cloudlet-Enabled Wireless Metropolitan Area Networks Xu, Zhanyang Gu, Renhao Huang, Tao Xiang, Haolong Zhang, Xuyun Qi, Lianyong Xu, Xiaolong Sensors (Basel) Article With the development of the Internet of Things (IoT) technology, a vast amount of the IoT data is generated by mobile applications from mobile devices. Cloudlets provide a paradigm that allows the mobile applications and the generated IoT data to be offloaded from the mobile devices to the cloudlets for processing and storage through the access points (APs) in the Wireless Metropolitan Area Networks (WMANs). Since most of the IoT data is relevant to personal privacy, it is necessary to pay attention to data transmission security. However, it is still a challenge to realize the goal of optimizing the data transmission time, energy consumption and resource utilization with the privacy preservation considered for the cloudlet-enabled WMAN. In this paper, an IoT-oriented offloading method, named IOM, with privacy preservation is proposed to solve this problem. The task-offloading strategy with privacy preservation in WMANs is analyzed and modeled as a constrained multi-objective optimization problem. Then, the Dijkstra algorithm is employed to evaluate the shortest path between APs in WMANs, and the nondominated sorting differential evolution algorithm (NSDE) is adopted to optimize the proposed multi-objective problem. Finally, the experimental results demonstrate that the proposed method is both effective and efficient. MDPI 2018-09-10 /pmc/articles/PMC6164151/ /pubmed/30201933 http://dx.doi.org/10.3390/s18093030 Text en © 2018 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Xu, Zhanyang
Gu, Renhao
Huang, Tao
Xiang, Haolong
Zhang, Xuyun
Qi, Lianyong
Xu, Xiaolong
An IoT-Oriented Offloading Method with Privacy Preservation for Cloudlet-Enabled Wireless Metropolitan Area Networks
title An IoT-Oriented Offloading Method with Privacy Preservation for Cloudlet-Enabled Wireless Metropolitan Area Networks
title_full An IoT-Oriented Offloading Method with Privacy Preservation for Cloudlet-Enabled Wireless Metropolitan Area Networks
title_fullStr An IoT-Oriented Offloading Method with Privacy Preservation for Cloudlet-Enabled Wireless Metropolitan Area Networks
title_full_unstemmed An IoT-Oriented Offloading Method with Privacy Preservation for Cloudlet-Enabled Wireless Metropolitan Area Networks
title_short An IoT-Oriented Offloading Method with Privacy Preservation for Cloudlet-Enabled Wireless Metropolitan Area Networks
title_sort iot-oriented offloading method with privacy preservation for cloudlet-enabled wireless metropolitan area networks
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6164151/
https://www.ncbi.nlm.nih.gov/pubmed/30201933
http://dx.doi.org/10.3390/s18093030
work_keys_str_mv AT xuzhanyang aniotorientedoffloadingmethodwithprivacypreservationforcloudletenabledwirelessmetropolitanareanetworks
AT gurenhao aniotorientedoffloadingmethodwithprivacypreservationforcloudletenabledwirelessmetropolitanareanetworks
AT huangtao aniotorientedoffloadingmethodwithprivacypreservationforcloudletenabledwirelessmetropolitanareanetworks
AT xianghaolong aniotorientedoffloadingmethodwithprivacypreservationforcloudletenabledwirelessmetropolitanareanetworks
AT zhangxuyun aniotorientedoffloadingmethodwithprivacypreservationforcloudletenabledwirelessmetropolitanareanetworks
AT qilianyong aniotorientedoffloadingmethodwithprivacypreservationforcloudletenabledwirelessmetropolitanareanetworks
AT xuxiaolong aniotorientedoffloadingmethodwithprivacypreservationforcloudletenabledwirelessmetropolitanareanetworks
AT xuzhanyang iotorientedoffloadingmethodwithprivacypreservationforcloudletenabledwirelessmetropolitanareanetworks
AT gurenhao iotorientedoffloadingmethodwithprivacypreservationforcloudletenabledwirelessmetropolitanareanetworks
AT huangtao iotorientedoffloadingmethodwithprivacypreservationforcloudletenabledwirelessmetropolitanareanetworks
AT xianghaolong iotorientedoffloadingmethodwithprivacypreservationforcloudletenabledwirelessmetropolitanareanetworks
AT zhangxuyun iotorientedoffloadingmethodwithprivacypreservationforcloudletenabledwirelessmetropolitanareanetworks
AT qilianyong iotorientedoffloadingmethodwithprivacypreservationforcloudletenabledwirelessmetropolitanareanetworks
AT xuxiaolong iotorientedoffloadingmethodwithprivacypreservationforcloudletenabledwirelessmetropolitanareanetworks