Architectural Design for Data Security in Cloud-based Big Data Systems

被引:0
|
作者
Jamali, Mujeeb-ur-Rehman [1 ]
Ali, Najma Imtiaz [2 ]
Memon, Abdul Ghafoor [1 ]
Maree, Mujeeb-u-Rehman [2 ]
Jamali, Aadil [2 ]
机构
[1] Emaan Inst Management & Sci, Karachi Sindh, Pakistan
[2] Univ Sindh, Inst Math & Comp Sci, Jamshoro, Pakistan
关键词
Big Data; Cloud Computing; Cryptography; Security; Software Architecture; PRIVACY;
D O I
10.21123/bsj.2024.8722
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Architecture design of system is creative process after all. Non-functional requirements and software architecture have a strong relationship. Security of system is one of great concern and it is a nonfunctional need and requirement. The architectural style and structure chosen for a system should be based on the non-functional system requirements. Big Data technologies are used to store handles huge amounts of operational data in the public domain. Structure and behavior diagrams of the system is proposed that use a secure architectural design for a system that works over the cloud. Different components of Big Data have been investigated in this research work due to the seriousness of security issues focus on privacy and confidentiality. The security of data over the cloud being outsourced is a growing concern. There are outsider and insider malicious database administrators who can gain access and modify private and sensitive data therefore database service provider can be deceitful. Security mechanisms are necessarily required to protect sensitive data residing on public clouds. At the application level, the proposed solution ensures privacy and confidentiality of data at rest over the cloud. Extensive tests have been carried out, and the results of this research work are as follows that the recorded results revealed statistically significant variations in plaintext and multimedia contents (i.e., audio and video) with time measured in milliseconds for small, medium, and large datasets..
引用
收藏
页码:3062 / 3077
页数:16
相关论文
共 50 条
  • [1] Toward a Cloud-based security intelligence with big data processing
    Benzidane, Karim
    El Alloussi, Hassan
    El Warrak, Othman
    Fetjah, Leila
    Andaloussi, Said Jai
    Sekkaki, Abderrahim
    NOMS 2016 - 2016 IEEE/IFIP NETWORK OPERATIONS AND MANAGEMENT SYMPOSIUM, 2016, : 1089 - 1092
  • [2] Intelligent Digital Envelope for Distributed Cloud-Based Big Data Security
    Chelladurai S.P.
    Rajagopalan T.
    Computer Systems Science and Engineering, 2023, 46 (01): : 951 - 960
  • [3] Industrial Cyberphysical Systems Realizing Cloud-Based Big Data Infrastructures
    Cheng, Bo
    Zhang, Jingyi
    Hancke, Gerhard P.
    Karnouskos, Stamatis
    Colombo, Armando Walter
    IEEE INDUSTRIAL ELECTRONICS MAGAZINE, 2018, 12 (01) : 25 - 35
  • [4] Security of Big Data Based on the Technology of Cloud Computing
    Zhou, Xiaojun
    Lin, Ping
    Li, Zhiyong
    Wang, Yunpeng
    Tan, Wei
    Huang, Meng
    2019 4TH INTERNATIONAL CONFERENCE ON MECHANICAL, CONTROL AND COMPUTER ENGINEERING (ICMCCE 2019), 2019, : 703 - 706
  • [5] Cloud-Based Data Architecture Security
    Semenov, N. A.
    Poltavtsev, A. A.
    AUTOMATIC CONTROL AND COMPUTER SCIENCES, 2019, 53 (08) : 1056 - 1064
  • [6] Towards Cloud-Based Data Warehouse as a Service for Big Data Analytics
    Dabbechi, Hichem
    Nabli, Ahlem
    Bouzguenda, Lotfi
    COMPUTATIONAL COLLECTIVE INTELLIGENCE, ICCCI 2016, PT II, 2016, 9876 : 180 - 189
  • [7] Cloud-Based Data Architecture Security
    N. A. Semenov
    A. A. Poltavtsev
    Automatic Control and Computer Sciences, 2019, 53 : 1056 - 1064
  • [8] RADAR: Data Protection in Cloud-Based Computer Systems at Run Time
    Mann, Zoltan Adam
    Kunz, Florian
    Laufer, Jan
    Bellendorf, Julian
    Metzger, Andreas
    Pohl, Klaus
    IEEE ACCESS, 2021, 9 : 70816 - 70842
  • [9] Security and Privacy Issues in IoT-Based Big Data Cloud Systems in a Digital Twin Scenario
    Stergiou, Christos L.
    Bompoli, Elisavet
    Psannis, Konstantinos E.
    APPLIED SCIENCES-BASEL, 2023, 13 (02):
  • [10] Memory Scaling of Cloud-Based Big Data Systems: A Hybrid Approach
    Wang, Xinying
    Xu, Cong
    Wang, Ke
    Yan, Feng
    Zhao, Dongfang
    IEEE TRANSACTIONS ON BIG DATA, 2022, 8 (05) : 1259 - 1272