# A Survey on Machine-Learning Based Security Design for Cyber-Physical Systems
## Abbreviations
(2012) [PERSON]; [PERSON]; [PERSON]; [PERSON] Revealing stealthy attacks in control systems. In Proceedings of the Allerton Conference on Communication, Control, and Computing (Allerton), Monticello, IL, USA, 1-5 October 2012; pp. 1806-1813. * [PERSON] and [PERSON] (2014) [PERSON]; [PERSON] _Sampled-Data Models for Linear and Nonlinear Systems_; Springer: Berlin/Heidelberg, Germany, 2014. * [PERSON] et al. (2016) [PERSON]; [PERSON]; [PERSON]; [PERSON] Zero-stealthy attack for sampled-data control systems: The case of faster actuation than sensing. In Proceedings of the IEEE Conference on Decision and Control (CDC), Las Vegas, NV, USA, 12-14 December 2016; pp. 5956-5961. * [PERSON] and [PERSON] (2009) [PERSON]; [PERSON] Secure control against replay attacks. In Proceedings of the Allerton Conference on Communication, Control, and Computing (Allerton), Monticello, IL, USA, 30 September-2 October 2009; pp. 911-918. * [PERSON] (2015) [PERSON] Covert misappropriation of networked control systems: Presenting a feedback structure. _IEEE Control Syst. Mag._**2015**, _35_, 82-92. * [PERSON] and [PERSON] (2017) [PERSON]; [PERSON] Detection of covert attacks on cyber-physical systems by extending the system dynamics with an auxiliary system. In Proceedings of the IEEE Conference on Decision and Control (CDC), Melbourne, VIC, Australia, 12-15 December 2017; pp. 1374-1379. * [PERSON] et al. (2019) [PERSON]; [PERSON] [PERSON]; [PERSON] [PERSON] An overview on denial-of-service attacks in control systems: Attack models and security analyses. _Entropy_**2019**, _21_, 210. [CrossRef]
* [PERSON] and [PERSON] (2015) [PERSON]; [PERSON] Input-to-state stabilizing control under denial-of-service. _IEEE Trans. Autom. Control_**2015**, _60_, 2930-2944. [CrossRef]
* [PERSON] et al. (2020) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] State estimation for cyber-physical systems with limited communication resources, sensor saturation and denial-of-service attacks. _ISA Trans._**2020**, _104_, 101-114. [CrossRef]
* [PERSON] et al. (2018) [PERSON]; [PERSON] [PERSON]; [PERSON] A probabilistic characterization of random and malicious communication failures in multi-hop networked control. _SIAM J. Control Optim._**2018**, _56_, 3320-3350. [CrossRef]
* [PERSON] et al. (2019) [PERSON]; [PERSON]; [PERSON]; [PERSON] Covert jamming using fake ACK frame injection on IEEE 802.11 wireless LANs. _IEEE Wirel. Commun. Lett._**2019**, \(8\) 1502-1505. [CrossRef]
* [PERSON] (2020) [PERSON]; [PERSON] Detection of jamming attack using timestamp for WSN. _Ad Hoc Netw._**2019**, _91_, 101874. [CrossRef]
* [PERSON] et al. (2020) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] A survey of intrusion detection for in-vehicle networks. _IEEE Trans. Intell. Transp. Syst._**2020**, _21_, 919-933. [CrossRef]
* [PERSON] et al. (2020) [PERSON]; [PERSON]; [PERSON]; [PERSON] [PERSON]; [PERSON]; [PERSON] An evolutionary deep learning anomaly detection framework for in-vehicle networks--CAN bus. _IEEE Trans. Ind. Appl._**2020**. [CrossRef]
* [PERSON] et al. (2018) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Signal jamming attacks against communication-based train control: Attack impact and countermeasure. In Proceedings of the ACM Conference on Security & Privacy in Wireless and Mobile Networks, Stockholm, Sweden, 18-20 June 2018; pp. 160-171. * [PERSON] et al. (2015) [PERSON]; [PERSON]; [PERSON]; [PERSON] Jamming with power boost: Leaky waveguide vulnerability in train systems. In Proceedings of the IEEE International Conference on Parallel and Distributed Systems (ICPADS), Melbourne, VIC, Australia, 14-17 December 2015; pp. 37-43. * [PERSON] et al. (2018) [PERSON]; [PERSON] [PERSON]; [PERSON]; [PERSON] WSN security mechanisms for CPS. In _Cyber Security for Cyber Physical Systems_; Springer: Berlin/Heidelberg, Germany, 2018; pp. 65-87. * [PERSON] et al. (2011) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON] Flooding-resilient broadcast authentication for VANETs.