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

被引:16
|
作者
Li Z. [1 ]
Xu W. [1 ]
Shi H. [1 ]
Zhang Y. [2 ]
Yan Y. [1 ]
机构
[1] Shenyang University of Technology, Shenyang
[2] Dalian Medical University, Dalian
关键词
28;
D O I
10.1155/2021/2398460
中图分类号
学科分类号
摘要
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. © 2021 Zhiru Li et al.
引用
收藏
相关论文
共 50 条
  • [1] Risk Assessment for Big Data in Cloud: Security, Privacy and Trust
    Ali, Hazirah Bee Bt Yusof
    Abdullah, Lili Marziana Bt
    Kartiwi, Mira
    Nordin, Azlin
    [J]. PROCEEDINGS OF 2018 ARTIFICIAL INTELLIGENCE AND CLOUD COMPUTING CONFERENCE (AICCC 2018), 2018, : 63 - 67
  • [2] Research on Security and Privacy of Big Data under Cloud Computing Environment
    Zhang Maohong
    Yang Aihua
    Liu Hui
    [J]. PROCEEDINGS OF THE 2018 2ND INTERNATIONAL CONFERENCE ON BIG DATA RESEARCH (ICBDR 2018), 2018, : 52 - 55
  • [3] Big Data Security in Cloud Environment
    Reddy, Yenumula B.
    [J]. 2018 IEEE 4TH INTERNATIONAL CONFERENCE ON BIG DATA SECURITY ON CLOUD (BIGDATASECURITY), 4THIEEE INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE AND SMART COMPUTING, (HPSC) AND 3RD IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT DATA AND SECURITY (IDS), 2018, : 100 - 106
  • [4] Big Data Security and Privacy: Current Challenges and Future Research perspective in Cloud Environment
    Riaz, Shafia
    Khan, Ali Haider
    Haroon, Muhammad
    Latif, Sadia
    Bhatti, Sana
    [J]. PROCEEDINGS OF 2020 INTERNATIONAL CONFERENCE ON INFORMATION MANAGEMENT AND TECHNOLOGY (ICIMTECH), 2020, : 977 - 982
  • [5] Reconsidering big data security and privacy in cloud and mobile cloud systems
    Tawalbeh, Lo'ai A.
    Saldamli, Gokay
    [J]. JOURNAL OF KING SAUD UNIVERSITY-COMPUTER AND INFORMATION SCIENCES, 2021, 33 (07) : 810 - 819
  • [6] Big Data Services Security and Security Challenges in Cloud Environment
    Alsufyani, Raed
    Jama, Khursand
    Yao, Yulin
    Ramachandran, Muthu
    Chang, Victor
    [J]. IOTBD: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON INTERNET OF THINGS AND BIG DATA, 2016, : 461 - 468
  • [7] Security and Privacy of Big Data for Social Networking Services in Cloud
    Stergiou, Christos
    Psannis, Kostas E.
    Xifilidis, Theofanis
    Plageras, Andreas P.
    Gupta, Brij B.
    [J]. IEEE INFOCOM 2018 - IEEE CONFERENCE ON COMPUTER COMMUNICATIONS WORKSHOPS (INFOCOM WKSHPS), 2018, : 438 - 443
  • [8] Big Data Processing Security Issues in Cloud Environment
    Bouleghlimat, Imene
    Hacini, Salima
    [J]. ADVANCES IN COMPUTING SYSTEMS AND APPLICATIONS, 2019, 50 : 27 - 36
  • [9] Big Data Privacy Protection and Security Provisions of the Healthcare SecPri-BGMPOP Method in a Cloud Environment
    Kuttiyappan, Moorthi
    Appadurai, Jothi Prabha
    Kavin, Balasubramanian Prabhu
    Selvaraj, Jeeva
    Gan, Hong-Seng
    Lai, Wen-Cheng
    [J]. MATHEMATICS, 2024, 12 (13)
  • [10] Advances in Security and Privacy of Multimedia Big Data in Mobile and Cloud Computing
    B. B. Gupta
    Shingo Yamaguchi
    Dharma P. Agrawal
    [J]. Multimedia Tools and Applications, 2018, 77 : 9203 - 9208