TY - JOUR
T1 - Differential Privacy Techniques for Cyber Physical Systems
T2 - A Survey
AU - Hassan, Muneeb Ul
AU - Rehmani, Mubashir Husain
AU - Chen, Jinjun
N1 - Funding Information:
Manuscript received September 8, 2018; revised April 19, 2019 and July 15, 2019; accepted September 21, 2019. Date of publication October 1, 2019; date of current version March 11, 2020. This work was supported in part by the Australian Research Council (ARC) under Project DP190101893, Project DP170100136, Project LP140100816, and Project LP180100758. (Corresponding author: Mubashir Husain Rehmani.) M. Ul Hassan and J. Chen are with the Faculty of Science, Engineering and Technology, Swinburne University of Technology, Hawthorn, VIC 3122, Australia (e-mail: muneebmh1@gmail.com; jinjun.chen@gmail.com).
Publisher Copyright:
© 1998-2012 IEEE.
PY - 2020/1/1
Y1 - 2020/1/1
N2 - Modern cyber physical systems (CPSs) has widely being used in our daily lives because of development of information and communication technologies (ICT). With the provision of CPSs, the security and privacy threats associated to these systems are also increasing. Passive attacks are being used by intruders to get access to private information of CPSs. In order to make CPSs data more secure, certain privacy preservation strategies such as encryption, and k-anonymity have been presented in the past. However, with the advances in CPSs architecture, these techniques also need certain modifications. Meanwhile, differential privacy emerged as an efficient technique to protect CPSs data privacy. In this paper, we present a comprehensive survey of differential privacy techniques for CPSs. In particular, we survey the application and implementation of differential privacy in four major applications of CPSs named as energy systems, transportation systems, healthcare and medical systems, and industrial Internet of things (IIoT). Furthermore, we present open issues, challenges, and future research direction for differential privacy techniques for CPSs. This survey can serve as basis for the development of modern differential privacy techniques to address various problems and data privacy scenarios of CPSs.
AB - Modern cyber physical systems (CPSs) has widely being used in our daily lives because of development of information and communication technologies (ICT). With the provision of CPSs, the security and privacy threats associated to these systems are also increasing. Passive attacks are being used by intruders to get access to private information of CPSs. In order to make CPSs data more secure, certain privacy preservation strategies such as encryption, and k-anonymity have been presented in the past. However, with the advances in CPSs architecture, these techniques also need certain modifications. Meanwhile, differential privacy emerged as an efficient technique to protect CPSs data privacy. In this paper, we present a comprehensive survey of differential privacy techniques for CPSs. In particular, we survey the application and implementation of differential privacy in four major applications of CPSs named as energy systems, transportation systems, healthcare and medical systems, and industrial Internet of things (IIoT). Furthermore, we present open issues, challenges, and future research direction for differential privacy techniques for CPSs. This survey can serve as basis for the development of modern differential privacy techniques to address various problems and data privacy scenarios of CPSs.
KW - cyber physical systems (CPSs)
KW - Differential privacy
KW - health care systems
KW - industrial Internet of Things (IIoT)
KW - privacy preservation
KW - smart grid (SG)
KW - transportation systems
UR - http://www.scopus.com/inward/record.url?scp=85076792818&partnerID=8YFLogxK
U2 - 10.1109/COMST.2019.2944748
DO - 10.1109/COMST.2019.2944748
M3 - Review article
AN - SCOPUS:85076792818
VL - 22
SP - 746
EP - 789
JO - IEEE Communications Surveys and Tutorials
JF - IEEE Communications Surveys and Tutorials
SN - 2373-745X
IS - 1
M1 - 8854247
ER -