Cargando…

Security and Privacy Risk Assessment of Energy Big Data in Cloud Environment

Considering the importance of energy in our lives and its impact on other critical infrastructures, this paper starts from the whole life cycle of big data and divides the security and privacy risk factors of energy big data into five stages: data collection, data transmission, data storage, data us...

Descripción completa

Detalles Bibliográficos
Autores principales: Li, Zhiru, Xu, Wei, Shi, Huibin, Zhang, Yuanyuan, Yan, Yan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8668351/
https://www.ncbi.nlm.nih.gov/pubmed/34912444
http://dx.doi.org/10.1155/2021/2398460
_version_ 1784614553545342976
author Li, Zhiru
Xu, Wei
Shi, Huibin
Zhang, Yuanyuan
Yan, Yan
author_facet Li, Zhiru
Xu, Wei
Shi, Huibin
Zhang, Yuanyuan
Yan, Yan
author_sort Li, Zhiru
collection PubMed
description Considering the importance of energy in our lives and its impact on other critical infrastructures, this paper starts from the whole life cycle of big data and divides the security and privacy risk factors of energy big data into five stages: data collection, data transmission, data storage, data use, and data destruction. Integrating into the consideration of cloud environment, this paper fully analyzes the risk factors of each stage and establishes a risk assessment index system for the security and privacy of energy big data. According to the different degrees of risk impact, AHP method is used to give indexes weights, genetic algorithm is used to optimize the initial weights and thresholds of BP neural network, and then the optimized weights and thresholds are given to BP neural network, and the evaluation samples in the database are used to train it. Then, the trained model is used to evaluate a case to verify the applicability of the model.
format Online
Article
Text
id pubmed-8668351
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Hindawi
record_format MEDLINE/PubMed
spelling pubmed-86683512021-12-14 Security and Privacy Risk Assessment of Energy Big Data in Cloud Environment Li, Zhiru Xu, Wei Shi, Huibin Zhang, Yuanyuan Yan, Yan Comput Intell Neurosci Research Article Considering the importance of energy in our lives and its impact on other critical infrastructures, this paper starts from the whole life cycle of big data and divides the security and privacy risk factors of energy big data into five stages: data collection, data transmission, data storage, data use, and data destruction. Integrating into the consideration of cloud environment, this paper fully analyzes the risk factors of each stage and establishes a risk assessment index system for the security and privacy of energy big data. According to the different degrees of risk impact, AHP method is used to give indexes weights, genetic algorithm is used to optimize the initial weights and thresholds of BP neural network, and then the optimized weights and thresholds are given to BP neural network, and the evaluation samples in the database are used to train it. Then, the trained model is used to evaluate a case to verify the applicability of the model. Hindawi 2021-10-14 /pmc/articles/PMC8668351/ /pubmed/34912444 http://dx.doi.org/10.1155/2021/2398460 Text en Copyright © 2021 Zhiru Li et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Li, Zhiru
Xu, Wei
Shi, Huibin
Zhang, Yuanyuan
Yan, Yan
Security and Privacy Risk Assessment of Energy Big Data in Cloud Environment
title Security and Privacy Risk Assessment of Energy Big Data in Cloud Environment
title_full Security and Privacy Risk Assessment of Energy Big Data in Cloud Environment
title_fullStr Security and Privacy Risk Assessment of Energy Big Data in Cloud Environment
title_full_unstemmed Security and Privacy Risk Assessment of Energy Big Data in Cloud Environment
title_short Security and Privacy Risk Assessment of Energy Big Data in Cloud Environment
title_sort security and privacy risk assessment of energy big data in cloud environment
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8668351/
https://www.ncbi.nlm.nih.gov/pubmed/34912444
http://dx.doi.org/10.1155/2021/2398460
work_keys_str_mv AT lizhiru securityandprivacyriskassessmentofenergybigdataincloudenvironment
AT xuwei securityandprivacyriskassessmentofenergybigdataincloudenvironment
AT shihuibin securityandprivacyriskassessmentofenergybigdataincloudenvironment
AT zhangyuanyuan securityandprivacyriskassessmentofenergybigdataincloudenvironment
AT yanyan securityandprivacyriskassessmentofenergybigdataincloudenvironment