Internet of Things Based Smart Grids Supported by Intelligent Edge Computing

In this paper, an edge computing system for IoT-based (Internet of Things) smart grids is proposed to overcome the drawbacks in the current cloud computing paradigm in power systems, where many problems have yet to be addressed such as fully realizing the requirements of high bandwidth with low late...

Full description

Bibliographic Details
Main Authors: Songlin Chen, Hong Wen, Jinsong Wu, Wenxin Lei, Wenjing Hou, Wenjie Liu, Aidong Xu, Yixin Jiang
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8727940/
id doaj-dd25f004fd4346b29209467917b6e9af
record_format Article
spelling doaj-dd25f004fd4346b29209467917b6e9af2021-03-29T23:44:05ZengIEEEIEEE Access2169-35362019-01-017740897410210.1109/ACCESS.2019.29204888727940Internet of Things Based Smart Grids Supported by Intelligent Edge ComputingSonglin Chen0https://orcid.org/0000-0002-2504-5630Hong Wen1https://orcid.org/0000-0002-0073-6101Jinsong Wu2https://orcid.org/0000-0003-4720-5946Wenxin Lei3Wenjing Hou4Wenjie Liu5Aidong Xu6Yixin Jiang7National Key Laboratory of Science and Technology on Communications, University of Electronic Science and Technology of China, Chengdu, ChinaNational Key Laboratory of Science and Technology on Communications, University of Electronic Science and Technology of China, Chengdu, ChinaDepartment of Electrical Engineering, Universidad de Chile, Santiago, ChileNational Key Laboratory of Science and Technology on Communications, University of Electronic Science and Technology of China, Chengdu, ChinaNational Key Laboratory of Science and Technology on Communications, University of Electronic Science and Technology of China, Chengdu, ChinaNational Key Laboratory of Science and Technology on Communications, University of Electronic Science and Technology of China, Chengdu, ChinaChina Southern Power Grid Co., Ltd., Guangdong, ChinaChina Southern Power Grid Co., Ltd., Guangdong, ChinaIn this paper, an edge computing system for IoT-based (Internet of Things) smart grids is proposed to overcome the drawbacks in the current cloud computing paradigm in power systems, where many problems have yet to be addressed such as fully realizing the requirements of high bandwidth with low latency. The new system mainly introduces edge computing in the traditional cloud-based power system and establishes a new hardware and software architecture. Therefore, a considerable amount of data generated in the electrical grid will be analyzed, processed, and stored at the edge of the network. Aided with edge computing paradigm, the IoT-based smart grids will realize the connection and management of substantial terminals, provide the real-time analysis and processing of massive data, and foster the digitalization of smart grids. In addition, we propose a privacy protection strategy via edge computing, data prediction strategy, and preprocessing strategy of hierarchical decision-making based on task grading (HDTG) for the IoT-based smart girds. The effectiveness of our proposed approaches has been demonstrated via the numerical simulations.https://ieeexplore.ieee.org/document/8727940/Edge computingIoT-based smart gridsdata predictionartificial intelligencedata privacy protectioncloud computing
collection DOAJ
language English
format Article
sources DOAJ
author Songlin Chen
Hong Wen
Jinsong Wu
Wenxin Lei
Wenjing Hou
Wenjie Liu
Aidong Xu
Yixin Jiang
spellingShingle Songlin Chen
Hong Wen
Jinsong Wu
Wenxin Lei
Wenjing Hou
Wenjie Liu
Aidong Xu
Yixin Jiang
Internet of Things Based Smart Grids Supported by Intelligent Edge Computing
IEEE Access
Edge computing
IoT-based smart grids
data prediction
artificial intelligence
data privacy protection
cloud computing
author_facet Songlin Chen
Hong Wen
Jinsong Wu
Wenxin Lei
Wenjing Hou
Wenjie Liu
Aidong Xu
Yixin Jiang
author_sort Songlin Chen
title Internet of Things Based Smart Grids Supported by Intelligent Edge Computing
title_short Internet of Things Based Smart Grids Supported by Intelligent Edge Computing
title_full Internet of Things Based Smart Grids Supported by Intelligent Edge Computing
title_fullStr Internet of Things Based Smart Grids Supported by Intelligent Edge Computing
title_full_unstemmed Internet of Things Based Smart Grids Supported by Intelligent Edge Computing
title_sort internet of things based smart grids supported by intelligent edge computing
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2019-01-01
description In this paper, an edge computing system for IoT-based (Internet of Things) smart grids is proposed to overcome the drawbacks in the current cloud computing paradigm in power systems, where many problems have yet to be addressed such as fully realizing the requirements of high bandwidth with low latency. The new system mainly introduces edge computing in the traditional cloud-based power system and establishes a new hardware and software architecture. Therefore, a considerable amount of data generated in the electrical grid will be analyzed, processed, and stored at the edge of the network. Aided with edge computing paradigm, the IoT-based smart grids will realize the connection and management of substantial terminals, provide the real-time analysis and processing of massive data, and foster the digitalization of smart grids. In addition, we propose a privacy protection strategy via edge computing, data prediction strategy, and preprocessing strategy of hierarchical decision-making based on task grading (HDTG) for the IoT-based smart girds. The effectiveness of our proposed approaches has been demonstrated via the numerical simulations.
topic Edge computing
IoT-based smart grids
data prediction
artificial intelligence
data privacy protection
cloud computing
url https://ieeexplore.ieee.org/document/8727940/
work_keys_str_mv AT songlinchen internetofthingsbasedsmartgridssupportedbyintelligentedgecomputing
AT hongwen internetofthingsbasedsmartgridssupportedbyintelligentedgecomputing
AT jinsongwu internetofthingsbasedsmartgridssupportedbyintelligentedgecomputing
AT wenxinlei internetofthingsbasedsmartgridssupportedbyintelligentedgecomputing
AT wenjinghou internetofthingsbasedsmartgridssupportedbyintelligentedgecomputing
AT wenjieliu internetofthingsbasedsmartgridssupportedbyintelligentedgecomputing
AT aidongxu internetofthingsbasedsmartgridssupportedbyintelligentedgecomputing
AT yixinjiang internetofthingsbasedsmartgridssupportedbyintelligentedgecomputing
_version_ 1724189034077487104