Privacy and security of big data in cyber physical systems using Weibull distribution-based intrusion detection

被引:26
作者
Gifty, R. [1 ]
Bharathi, R. [2 ]
Krishnakumar, P. [3 ]
机构
[1] Univ Coll Engn, Informat & Commun Engn, Nagercoil 629004, Tamilnadu, India
[2] Univ Coll Engn, Elect & Commun Engn, Nagercoil 629004, Tamilnadu, India
[3] VV Coll Engn, Comp Sci & Engn, Thisayanvilai, Tirunelveli, India
关键词
Big data; Cyber physical systems (CPS); Security; Privacy; Intrusion detection; Reliability; Failure rate;
D O I
10.1007/s00521-018-3635-6
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The volume of data collected from cyber physical systems (CPS) is huge, and we use big data techniques to manage and store the data. Big data in CPS is concerned with the massive heterogeneous data streams, which are acquired from autonomous sources and computed in distributed data storage system. In order to handle the size, complexity and rate of availability of data, it requires new techniques that can inspect and interpret useful knowledge from large streams of information, which impose challenges on the design and management of CPS in multiple aspects such as performance, energy efficiency, security, privacy, reliability, sustainability, fault tolerance, scalability and flexibility. This paper focuses on the security and privacy aspects in managing big data for CPS and reviews recent challenges in data privacy. We also present a protection framework for intrusion detection and analyze the performance parameters, reliability and failure rate in a malicious big data context.
引用
收藏
页码:23 / 34
页数:12
相关论文
共 36 条
[1]   Security Tradeoffs in Cyber Physical Systems: A Case Study Survey on Implantable Medical Devices [J].
Altawy, Ham ;
Youssef, Amr M. .
IEEE ACCESS, 2016, 4 :959-979
[2]  
[Anonymous], P 7 ANN WORKSH CYB S
[3]  
[Anonymous], [No title captured]
[4]  
Bou-Harb Elias., 2016, 2016 8th IFIP International Conference on New Technologies, Mobility and Security (NTMS), P1
[5]  
Cheng P, 2016, CYBER SECURITY IND C, P133
[6]   Cyberphysical Security and Dependability Analysis of Digital Control Systems in Nuclear Power Plants [J].
Cho, Chi-Shiang ;
Chung, Wei-Ho ;
Kuo, Sy-Yen .
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2016, 46 (03) :356-369
[7]  
Eastman R L., 2015, Big Data and Predictive Analytics: On the Cybersecurity Front Line
[8]  
Evers K, 2017, 2017 IEEE INTERNATIONAL CONFERENCE ON VEHICULAR ELECTRONICS AND SAFETY (ICVES), P97, DOI 10.1109/ICVES.2017.7991908
[9]  
Fudong Li, 2010, Proceedings of the 2010 International Conference on Emerging Security Technologies (EST 2010), P77, DOI 10.1109/EST.2010.26
[10]  
Gao Y, 2013, IEEE P 2013 3 INT C, DOI [10.1109/iccsnt.2013.6967062, DOI 10.1109/ICCSNT.2013.6967062]