Security and privacy in cyber-physical systems: A survey of surveys
Abstract
The following is a survey on surveys and may help the interested reader to find a way through the jungle of literature on the security and CPS topics out there already. In order to ease the search, the authors have provided a classification in CPS Domains, Attacks, Defenses, Research-trends, Network-security, Security level implementation, and Computational Strategies which makes this survey a unique and I believe very helpful article.
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The focus of most of the surveys for CPS is on security and privacy.
“The focus of most of the surveys for CPS is on security and privacy (e.g., [84,85,93,96,102,112,113,119,124]).”
From A Systematic Review of Data Quality in CPS and IoT for Industry 4.0 (2023) · cites this paper as [84]
Cites
Cyber-Physical Systems Security—A Survey
Humayed, A., Lin, J., Li, F., & Luo, B. (2017) · IEEE Internet of Things Journal · doi:10.1109/jiot.2017.2703172 · Cited by 1,185 · see citing works
Security and privacy challenges in industrial internet of things
Sadeghi, A., Wachsmann, C., & Waidner, M. (2015) · Proceedings - ACM IEEE Design Automation Conference · doi:10.1145/2744769.2747942 · Cited by 920 · see citing works
Secure Control: Towards Survivable Cyber-Physical Systems
Cardenas, A. A., Amin, S., & Sastry, S. (2008) · 2008 The 28th International Conference on Distributed Computing Systems Workshops · doi:10.1109/icdcs.workshops.2008.40 · Cited by 911 · see citing works
Cyber–Physical Systems: A Perspective at the Centennial
Kim, K.-D., & Kumar, P. R. (2012) · Proceedings of the IEEE · doi:10.1109/jproc.2012.2189792 · Cited by 771 · see citing works
A survey of intrusion detection techniques for cyber-physical systems
Mitchell, R., & Chen, I.-R. (2014) · ACM Computing Surveys · doi:10.1145/2542049 · Cited by 768 · see citing works
Cyber Security and Privacy Issues in Smart Grids
Liu, J., Xiao, Y., Li, S., Liang, W. G., & Chen, C. L. P. (2012) · IEEE Communications Surveys & Tutorials · doi:10.1109/surv.2011.122111.00145 · Cited by 586 · see citing works
(2008) · Cited by 577 · see citing works
Survey in Smart Grid and Smart Home Security: Issues, Challenges and Countermeasures
Komninos, N., Philippou, E., & Pitsillides, A. (2014) · IEEE Communications Surveys & Tutorials · doi:10.1109/comst.2014.2320093 · Cited by 565 · see citing works
Cyber‐physical attacks and defences in the smart grid: a survey
He, H., & Yan, J. (2016) · IET Cyber-Physical Systems Theory & Applications · doi:10.1049/iet-cps.2016.0019 · Cited by 457 · see citing works
Security, Privacy, and Safety Aspects of Civilian Drones: A Survey
Altawy, R., & Youssef, A. M. (2017) · ACM Transactions on Cyber-Physical Systems · doi:10.1145/3001836 · Cited by 428 · see citing works
A Survey on Smart Grid Cyber-Physical System Testbeds
Cintuglu, M. H., Mohammed, O. A., Akkaya, K., & Uluagac, A. S. (2016) · IEEE Communications Surveys & Tutorials · doi:10.1109/comst.2016.2627399 · Cited by 424 · see citing works
A survey of attacks and detection mechanisms on intelligent transportation systems: VANETs and IoV
Sakiz, F., & Şen, S. (2017) · Ad Hoc Networks · doi:10.1016/j.adhoc.2017.03.006 · Cited by 422 · see citing works
The Cybersecurity Landscape in Industrial Control Systems
McLaughlin, S., Konstantinou, C., Wang, X., Davi, L., Sadeghi, A.-R., Maniatakos, M., & Karri, R. (2016) · Proceedings of the IEEE · doi:10.1109/jproc.2015.2512235 · Cited by 391 · see citing works
Review of security issues in industrial networks
Cheminod, M., Durante, L., & Valenzano, A. (2013) · IEEE Transactions on Industrial Informatics · doi:10.1109/tii.2012.2198666 · Cited by 349 · see citing works
On the Security of the Automatic Dependent Surveillance-Broadcast Protocol
Strohmeier, M., Lenders, V., & Martinović, I. (2014) · IEEE Communications Surveys & Tutorials · doi:10.1109/comst.2014.2365951 · Cited by 333 · see citing works
Security and privacy issues in implantable medical devices: A comprehensive survey
Cámara, C., Lopez, P. P., & Tapiador, J. (2015) · Journal of Biomedical Informatics · doi:10.1016/j.jbi.2015.04.007 · Cited by 296 · see citing works
Survey on Misbehavior Detection in Cooperative Intelligent Transportation Systems
van der Heijden, R. W., Dietzel, S., Leinmuller, T., & Kargl, F. (2019) · IEEE Communications Surveys & Tutorials · doi:10.1109/comst.2018.2873088 · Cited by 292 · see citing works
Survey of Security Advances in Smart Grid: A Data Driven Approach
Tan, S., De, D., Song, W., Yang, J., & Das, S. K. (2016) · IEEE Communications Surveys & Tutorials · doi:10.1109/comst.2016.2616442 · Cited by 266 · see citing works
SoK: Security and Privacy in Implantable Medical Devices and Body Area Networks
Rushanan, M., Rubin, A. D., Kune, D. F., & Swanson, C. M. (2014) · IEEE Symposium on Security and Privacy (S&P) · doi:10.1109/sp.2014.40 · Cited by 253 · see citing works
Manufacturing and Security Challenges in 3D Printing
Zeltmann, S. E., Gupta, N., Tsoutsos, N. G., Maniatakos, M., Rajendran, J., & Karri, R. (2016) · JOM · doi:10.1007/s11837-016-1937-7 · Cited by 245 · see citing works
Differential privacy in control and network systems
Cortés, J., Dullerud, G. E., Han, S., Ny, J. L., Mitra, S., & Pappas, G. J. (2016) · IEEE Conference on Decision and Control (CDC) · doi:10.1109/cdc.2016.7798915 · Cited by 220 · see citing works
State of the art of cyber-physical systems security: An automatic control perspective
Zacchia Lun, Y., D’Innocenzo, A., Smarra, F., Malavolta, I., & Di Benedetto, M. D. (2019) · Journal of Systems and Software · doi:10.1016/j.jss.2018.12.006 · Cited by 211 · see citing works
Intrusion Detection in Cyber-Physical Systems: Techniques and Challenges
Han, S., Xie, M., Chen, H., & Ling, Y. (2014) · IEEE Systems Journal · doi:10.1109/jsyst.2013.2257594 · Cited by 203 · see citing works
Cyber-physical security challenges in manufacturing systems
Wells, L. J., Camelio, J. A., Williams, C. B., & White, J. (2014) · Manufacturing Letters · doi:10.1016/j.mfglet.2014.01.005 · Cited by 193 · see citing works
Security Tradeoffs in Cyber Physical Systems: A Case Study Survey on Implantable Medical Devices
Altawy, R., & Youssef, A. M. (2016) · IEEE Access · doi:10.1109/access.2016.2521727 · Cited by 139 · see citing works
Future E-Enabled Aircraft Communications and Security: The Next 20 Years and Beyond
Sampigethaya, K., Poovendran, R., Shetty, S., Davis, T., & Royalty, C. (2011) · Proceedings of the IEEE · doi:10.1109/jproc.2011.2162209 · Cited by 134 · see citing works
Wang, D., Wang, Z., Shen, B., Alsaadi, F. E., & Hayat, T. (2016) · Journal of the Franklin Institute · doi:10.1016/j.jfranklin.2016.04.011 · Cited by 132 · see citing works
Model-based security engineering for cyber-physical systems: A systematic mapping study
Nguyen, P. H., Ali, S., & Yue, T. (2017) · Information and Software Technology · doi:10.1016/j.infsof.2016.11.004 · Cited by 107 · see citing works
Taxonomies for Reasoning About Cyber-physical Attacks in IoT-based Manufacturing Systems
Pan, Y., White, J., Schmidt, D., Elhabashy, A., Sturm, L., Camelio, J., & Williams, C. (2017) · International Journal of Interactive Multimedia and Artificial Intelligence · doi:10.9781/ijimai.2017.437 · Cited by 81 · see citing works
Survey and new directions for physics-based attack detection in control systems
Urbina, D. I., Giraldo, J., Cárdenas, Á. A., Valente, J., Faisal, M. A., Tippenhauer, N. O., Ruths, J., Candell, R., & Sandberg, H. (2016) · doi:10.6028/nist.gcr.16-010 · Cited by 79 · see citing works
Industrial control systems security: What is happening?
Krotofil, M., & Gollmann, D. (2013) · IEEE International Conference on Industrial Informatics (INDIN) · doi:10.1109/indin.2013.6622964 · Cited by 74 · see citing works
CONCERNS ABOUT INTRUSIONS INTO REMOTELY ACCESSIBLE SUBSTATION CONTROLLERS AND SCADA SYSTEMS
Oman, P., & Frincke, D. A. (2000) · Cited by 53 · see citing works
Response and reconfiguration of cyber-physical control systems: A survey
Cómbita, L. F., Giraldo, J., Cárdenas, Á. A., & Quijano, N. (2015) · IEEE Colombian Conference on Automatic Control (CCAC) · doi:10.1109/ccac.2015.7345181 · Cited by 36 · see citing works
Security Property Violation in CPS through Timing
Tang, H., & McMillin, B. (2008) · doi:10.1109/icdcs.workshops.2008.79 · Cited by 29 · see citing works
Investigating Security Vulnerabilities in Modern Vehicle Systems
Zheng, X., Pan, L., Chen, H., & Wang, P. (2016) · Communications in computer and information science · doi:10.1007/978-981-10-2741-3_3 · Cited by 13 · see citing works
Flagged first, then by citations
1 of the 36 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Differential Privacy Techniques for Cyber Physical Systems: A Survey
Hassan, M. U., Rehmani, M. H., & Chen, J. (2020) · IEEE Communications Surveys & Tutorials · doi:10.1109/comst.2019.2944748 · Cited by 564 · see citing works
Pivoto, D. G. S., de Almeida, L. F. R., Righi, R. D. R., Rodrigues, J., Lugli, A. B., & Alberti, A. (2021) · Journal of Manufacturing Systems · doi:10.1016/j.jmsy.2020.11.017 · Cited by 399 · see citing works
Deep Learning Based Attack Detection for Cyber-Physical System Cybersecurity: A Survey
Zhang, J., Pan, L., Han, Q., Chen, C., Wen, S., & Xiang, Y. (2021) · IEEE/CAA Journal of Automatica Sinica · doi:10.1109/jas.2021.1004261 · Cited by 445 · see citing works
A Survey on SCADA Systems: Secure Protocols, Incidents, Threats and Tactics
Pliatsios, D., Sarigiannidis, P., Lagkas, T., & Sarigiannidis, A. G. (2020) · IEEE Communications Surveys & Tutorials · doi:10.1109/comst.2020.2987688 · Cited by 320 · see citing works
“Finally, Giraldo et al. [11] present a taxonomy of security surveys regarding cyber-physical systems.”
BackgroundAlotaibi, I. M., Abido, M. A., Khalid, M., & Savkin, A. V. (2020) · Energies · doi:10.3390/en13236269 · Cited by 331 · see citing works
The ai-based cyber threat landscape: A survey
Kaloudi, N., & Li, J. (2021) · ACM Computing Surveys · doi:10.1145/3372823 · Cited by 310 · see citing works
Survey on Misbehavior Detection in Cooperative Intelligent Transportation Systems
van der Heijden, R. W., Dietzel, S., Leinmuller, T., & Kargl, F. (2019) · IEEE Communications Surveys & Tutorials · doi:10.1109/comst.2018.2873088 · Cited by 292 · see citing works
Mahmoud, M. S., Hamdan, M. M., & Baroudi, U. A. (2019) · Neurocomputing · doi:10.1016/j.neucom.2019.01.099 · Cited by 279 · see citing works
Survey on Unmanned Aerial Vehicle Networks: A Cyber Physical System Perspective
Wang, H., Zhao, H., Zhang, J., Ma, D., Li, J., & Wei, J. (2019) · IEEE Communications Surveys & Tutorials · doi:10.1109/comst.2019.2962207 · Cited by 268 · see citing works
Cybersecurity of industrial cyber-physical systems: A review
Kayan, H., Nunes, M., Rana, O., Burnap, P., & Perera, C. (2022) · ACM Computing Surveys · doi:10.1145/3510410 · Cited by 261 · see citing works
Olowononi, F. O., Rawat, D. B., & Liu, C. (2020) · IEEE Communications Surveys & Tutorials · doi:10.1109/comst.2020.3036778 · Cited by 250 · see citing works
Kravchik, M., & Shabtai, A. (2022) · IEEE Transactions on Dependable and Secure Computing · doi:10.1109/tdsc.2021.3050101 · Cited by 224 · see citing works
Cyber Physical System (CPS)-Based Industry 4.0: A Survey
Lu, Y. (2017) · Journal of Industrial Integration and Management · doi:10.1142/s2424862217500142 · Cited by 234 · see citing works
Ju, Z., Zhang, H., Li, X., Chen, X., Han, J., & Yang, M. (2022) · IEEE Transactions on Intelligent Vehicles · doi:10.1109/tiv.2022.3186897 · Cited by 218 · see citing works
State of the art of cyber-physical systems security: An automatic control perspective
Zacchia Lun, Y., D’Innocenzo, A., Smarra, F., Malavolta, I., & Di Benedetto, M. D. (2019) · Journal of Systems and Software · doi:10.1016/j.jss.2018.12.006 · Cited by 211 · see citing works
Liu, N., Nikitas, A., & Parkinson, S. (2020) · Transportation Research Part F Traffic Psychology and Behaviour · doi:10.1016/j.trf.2020.09.019 · Cited by 194 · see citing works
An effective genetic algorithm-based feature selection method for intrusion detection systems
Halim, Z., Yousaf, M. N., Waqas, M. M., Sulaiman, M. A., Abbas, G., Hussain, M., Ahmad, I., & Hanif, M. (2021) · Computers & Security · doi:10.1016/j.cose.2021.102448 · Cited by 186 · see citing works
Security framework for industrial collaborative robotic cyber-physical systems
Khalid, A., Kirisci, P. T., Khan, Z. H., Ghrairi, Z., Thoben, K., & Pannek, J. (2018) · Computers in Industry · doi:10.1016/j.compind.2018.02.009 · Cited by 163 · see citing works
A survey of surveys on the use of visualization for interpreting machine learning models
Chatzimparmpas, A., Martins, R. M., Jusufi, I., & Kerren, A. (2020) · Information Visualization · doi:10.1177/1473871620904671 · Cited by 150 · see citing works
Bibliographical review on cyber attacks from a control oriented perspective
Sánchez, H. S., Rotondo, D., Escobet, T., Puig, V., & Quevedo, J. (2019) · Annual Reviews in Control · doi:10.1016/j.arcontrol.2019.08.002 · Cited by 144 · see citing works
Design and analysis of authenticated key agreement scheme in cloud-assisted cyber–physical systems
Challa, S., Das, A. K., Gope, P., Kumar, N., Wu, F., & Vasilakos, A. V. (2018) · Future Generation Computer Systems · doi:10.1016/j.future.2018.04.019 · Cited by 135 · see citing works
Xames, M. D., & Topcu, T. G. (2024) · IEEE Access · doi:10.1109/access.2023.3349379 · Cited by 131 · see citing works
Smart grid cyber-physical systems: communication technologies, standards and challenges
Jha, A. V., Appasani, B., Ghazali, A. N., Pattanayak, P., Gurjar, D. S., Kabalcı, E., & Mohanta, D. K. (2021) · Wireless Networks · doi:10.1007/s11276-021-02579-1 · Cited by 118 · see citing works
Alotaibi, S., Mehmood, R., Katib, I. A., RANA, O. F., & Albeshri, A. A. (2020) · Applied Sciences · doi:10.3390/app10041398 · Cited by 115 · see citing works
Cyber Security and Privacy Issues in Industrial Internet of Things
Jhanjhi, N. Z., Humayun, M., & Almuayqil, S. N. (2021) · Computer Systems Science and Engineering · doi:10.32604/csse.2021.015206 · Cited by 128 · see citing works
Guzman, N. H. C., Wied, M., KOZINE, I. O., & Lundteigen, M. A. (2019) · Systems Engineering · doi:10.1002/sys.21509 · Cited by 113 · see citing works
Cyber-Security Incidents: A Review Cases in Cyber-Physical Systems
Nasser, M., Ahmad, R., Yassin, W. M., Hassan, A., Abidin, Z. Z., Salih, N., & Hameed, K. (2018) · International Journal of Advanced Computer Science and Applications · doi:10.14569/ijacsa.2018.090169 · Cited by 105 · see citing works
Su, L., & Ye, D. (2018) · Information Sciences · doi:10.1016/j.ins.2018.02.066 · Cited by 98 · see citing works
Niu, B., Chen, W., Su, W., Wang, H., Wang, D., & Zhao, X. (2022) · IEEE Transactions on Cybernetics · doi:10.1109/tcyb.2022.3209694 · Cited by 97 · see citing works
Koutsoukos, X., Karsai, G., Lászka, Á., Neema, H., Potteiger, B., Völgyesi, P., Vorobeychik, Y., & Sztipanovits, J. (2017) · Proceedings of the IEEE · doi:10.1109/jproc.2017.2731741 · Cited by 87 · see citing works
Chaudhry, S. A., Shon, T., Al-Turjman, F. M., & Alsharif, M. H. (2020) · Computer Communications · doi:10.1016/j.comcom.2020.02.025 · Cited by 83 · see citing works
Resilient State Estimation of Cyber-Physical System With Multichannel Transmission Under DoS Attack
Yuan, H., Xia, Y., & Yang, H. (2020) · IEEE Transactions on Systems Man and Cybernetics Systems · doi:10.1109/tsmc.2020.2964586 · Cited by 83 · see citing works
Pundir, A., Singh, S., Kumar, M., Bafila, A. S., & Saxena, G. J. (2022) · IEEE Access · doi:10.1109/access.2022.3147323 · Cited by 83 · see citing works
Liu, J., Zhang, W., Ma, T., Tang, Z., Xie, Y., Gui, W., & Niyoyita, J. P. (2020) · Expert Systems with Applications · doi:10.1016/j.eswa.2020.113578 · Cited by 80 · see citing works
Detecting Stealthy False Data Injection Attacks in Power Grids Using Deep Learning
Ashrafuzzaman, M., Chakhchoukh, Y., Jillepalli, A. A., Tošić, P. T., de Leon, D. C., Sheldon, F. T., & Johnson, B. K. (2018) · International Wireless Communications and Mobile Computing Conference (IWCMC) · doi:10.1109/iwcmc.2018.8450487 · Cited by 77 · see citing works
A critical review of cyber-physical security for building automation systems
Li, G., Ren, L., Fu, Y., Yang, Z., Adetola, V., Wen, J., Zhu, Q., Wu, T., Candan, K. S., & O'Neill, Z. (2023) · Annual Reviews in Control · doi:10.1016/j.arcontrol.2023.02.004 · Cited by 71 · see citing works
A Decentralized and Trusted Edge Computing Platform for Internet of Things
Cui, L., Yang, S., Chen, Z., Pan, Y. F., Ming, Z., & Xu, M. (2019) · IEEE Internet of Things Journal · doi:10.1109/jiot.2019.2951619 · Cited by 71 · see citing works
Security trends and advances in manufacturing systems in the era of industry 4.0
Chhetri, S. R., Rashid, N., Faezi, S., & Faruque, M. A. A. (2017) · International Conference on Computer Aided Design · doi:10.1109/iccad.2017.8203896 · Cited by 70 · see citing works
Personal Data Privacy Challenges of the Fourth Industrial Revolution
Onik, M. M. H., Kim, C.-S., & Yang, J. (2019) · International Conference on Advanced Communication Technology · doi:10.23919/icact.2019.8701932 · Cited by 44 · see citing works
Resilient strategy design for cyber-physical system under DoS attack over a multi-channel framework
Yuan, H., & Xia, Y. (2018) · Information Sciences · doi:10.1016/j.ins.2018.04.082 · Cited by 69 · see citing works
A Systematic Review of Data Quality in CPS and IoT for Industry 4.0
Goknil, A., Nguyen, P., Sen, S., Politaki, D., Niavis, H., Pedersen, K. J., Suyuthi, A., Anand, A., & Ziegenbein, A. (2023) · ACM Computing Surveys · doi:10.1145/3593043 · Cited by 68 · see citing works
Differential Privacy for IoT-Enabled Critical Infrastructure: A Comprehensive Survey
Husnoo, M. A., Anwar, A., Chakrabortty, R. K., Doss, R., & Ryan, M. J. (2021) · IEEE Access · doi:10.1109/access.2021.3124309 · Cited by 69 · see citing works
Li, Y., Yang, Y., Chai, T., & Chen, T. (2022) · Automatica · doi:10.1016/j.automatica.2022.110461 · Cited by 65 · see citing works
Shaping future low-carbon energy and transportation systems: Digital technologies and applications
Song, J., He, G., Wang, J., & Zhang, P. (2022) · iEnergy · doi:10.23919/ien.2022.0040 · Cited by 70 · see citing works
Manufacturing Supply Chain and Product Lifecycle Security in the Era of Industry 4.0
Chhetri, S. R., Faezi, S., Rashid, N., & Faruque, M. A. A. (2017) · Journal of Hardware and Systems Security · doi:10.1007/s41635-017-0031-0 · Cited by 63 · see citing works
Real-Time Attack-Recovery for Cyber-Physical Systems Using Linear Approximations
Zhang, L., Chen, X., Kong, F., & Cárdenas, Á. A. (2020) · IEEE Real-Time Systems Symposium (RTSS) · doi:10.1109/rtss49844.2020.00028 · Cited by 62 · see citing works
Privacy-Preserving Schemes for Safeguarding Heterogeneous Data Sources in Cyber-Physical Systems
Keshk, M., Turnbull, B., Sitnikova, E., Vatsalan, D., & Moustafa, N. (2021) · IEEE Access · doi:10.1109/access.2021.3069737 · Cited by 60 · see citing works
Han, Y., Feng, H., Li, K., & Zhao, Q. (2022) · Computers & Security · doi:10.1016/j.cose.2022.103016 · Cited by 58 · see citing works
Cyber-Attacks on the Oil & Gas Sector: A Survey on Incident Assessment and Attack Patterns
Stergiopoulos, G., Gritzalis, D. A., & Limnaios, E. (2020) · IEEE Access · doi:10.1109/access.2020.3007960 · Cited by 57 · see citing works
UAVouch: A Secure Identity and Location Validation Scheme for UAV-Networks
de Melo, C. F. E., Silva, T. D. E., Boeira, F., Stocchero, J. M., Vinel, A. V., Asplund, M., & de Freitas, E. P. (2021) · IEEE Access · doi:10.1109/access.2021.3087084 · Cited by 57 · see citing works
A Survey on Cyber-Resilience Approaches for Cyber-Physical Systems
Segovia, M., Hernan, J. M. R., Cavalli, A. R., & García-Alfaro, J. (2024) · ACM Computing Surveys · doi:10.1145/3652953 · Cited by 72 · see citing works
A systematic literature review on wireless security testbeds in the cyber-physical realm
Kampourakis, V., Gkioulos, V., & Katsikas, S. K. (2023) · Computers & Security · doi:10.1016/j.cose.2023.103383 · Cited by 59 · see citing works
Live forensics of software attacks on cyber–physical systems
Al-Sharif, Z. A., Al-Saleh, M. I., Alawneh, L. M., Jararweh, Y., & Gupta, B. B. (2018) · Future Generation Computer Systems · doi:10.1016/j.future.2018.07.028 · Cited by 55 · see citing works
A Formal Approach to Physics-based Attacks in Cyber-physical Systems
Ruggero Lanotte, A., Merro, M., Munteanu, A., & Viganò, L. (2020) · ACM Transactions on Privacy and Security · doi:10.1145/3373270 · Cited by 54 · see citing works
Security and Privacy in the Emerging Cyber-Physical World: A Survey
Yu, Z., Kaplan, Z., Yan, Q., & Zhang, N. (2021) · IEEE Communications Surveys and Tutorials · doi:10.1109/comst.2021.3081450 · Cited by 47 · see citing works
Machine learning-inspired intrusion detection system for IoT: Security issues and future challenges
Ahanger, T. A., Ullah, I., Algamdi, S. A., & Tariq, U. (2025) · Computers & Electrical Engineering · doi:10.1016/j.compeleceng.2025.110265 · Cited by 53 · see citing works
Mohammed, A. S., Reinecke, P., Burnap, P., RANA, O. F., & Anthi, E. (2022) · ACM Transactions on Cyber-Physical Systems · doi:10.1145/3548691 · Cited by 51 · see citing works
Security trends and advances in manufacturing systems in the era of industry 4.0
Chhetri, S. R., Rashid, N., Faezi, S., & Faruque, M. A. A. (2017) · International Conference on Computer Aided Design · doi:10.5555/3199700.3199844 · Cited by 49 · see citing works
Gifty, R., Bharathi, R., & Krishnakumar, P. (2018) · Neural Computing and Applications · doi:10.1007/s00521-018-3635-6 · Cited by 49 · see citing works
Ji, R., Padha, D., Singh, Y. P., & Sharma, S. (2024) · Transactions on Emerging Telecommunications Technologies · doi:10.1002/ett.5029 · Cited by 45 · see citing works
Poisoning attacks on cyber attack detectors for industrial control systems
Kravchik, M., Biggio, B., & Shabtai, A. (2021) · ACM Symposium on Applied Computing · doi:10.1145/3412841.3441892 · Cited by 43 · see citing works
Constraining Attacker Capabilities Through Actuator Saturation
Kafash, S. H., Giraldo, J., Murguia, C., Cárdenas, Á. A., & Ruths, J. (2018) · Proceedings of the ... American Control Conference/Proceedings of the American Control Conference · doi:10.23919/acc.2018.8430881 · Cited by 42 · see citing works
Towards ensuring security by design in cyber-physical systems engineering processes
Geismann, J., Gerking, C., & Bodden, E. (2018) · International Conference on Software and System Process · doi:10.1145/3202710.3203159 · Cited by 42 · see citing works
Cyber Physical Systems for Industry 4.0: Towards Real Time Virtual Reality in Smart Manufacturing
Frontoni, E., Loncarski, J., Pierdicca, R., Bernardini, M., & Sasso, M. (2018) · Lecture Notes in Computer Science · doi:10.1007/978-3-319-95282-6_31 · Cited by 42 · see citing works
Milošević, J., Teixeira, A. M. H., Johansson, K. H., & Sandberg, H. (2020) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2020.2981392 · Cited by 42 · see citing works
Kavallieratos, G., Spathoulas, G. P., & Katsikas, S. K. (2021) · Sensors · doi:10.3390/s21051691 · Cited by 42 · see citing works
Pirani, M., Mitra, A., & Sundaram, S. (2023) · Automatica · doi:10.1016/j.automatica.2023.111264 · Cited by 49 · see citing works
Intelligent Cyber-Security System for IoT-Aided Drones Using Voting Classifier
Majeed, R., Abdullah, N. A., Mushtaq, M. F., Umer, M., & Nappi, M. (2021) · Electronics · doi:10.3390/electronics10232926 · Cited by 39 · see citing works
Cyber-Physical Security Research Efforts in Manufacturing – A Literature Review
Elhabashy, A. E., Wells, L. J., & Camelio, J. A. (2019) · Procedia Manufacturing · doi:10.1016/j.promfg.2019.06.115 · Cited by 39 · see citing works
Singh, J., Wazid, M., Das, A. K., Chamola, V., & Guizani, M. (2022) · Computer Communications · doi:10.1016/j.comcom.2022.06.012 · Cited by 40 · see citing works
Alturki, N. M., Aljrees, T., Umer, M., Ishaq, A., Alsubai, S., Saidani, O., Djuraev, S., & Ashraf, I. (2023) · Sensors · doi:10.3390/s23167154 · Cited by 39 · see citing works
A Survey on Representation Learning Efforts in Cybersecurity Domain
Usman, M., Jan, M. A., He, X., & Chen, J. (2019) · ACM Computing Surveys · doi:10.1145/3331174 · Cited by 37 · see citing works
Yang, Y. Q., Wang, S., Wen, M., & Xu, W. Q. (2018) · Journal of the Franklin Institute · doi:10.1016/j.jfranklin.2018.09.025 · Cited by 36 · see citing works
Gati, N. J., Yang, L. T., Feng, J., Nie, X., Ren, B., & Tarus, S. K. (2021) · Information Fusion · doi:10.1016/j.inffus.2021.04.017 · Cited by 35 · see citing works
Virtual incident response functions in control systems
Murillo, A., Gaur, V., Giraldo, J., Cárdenas, Á. A., & Rueda, S. J. (2018) · Computer Networks · doi:10.1016/j.comnet.2018.01.040 · Cited by 33 · see citing works
A survey on security issues in modern Implantable Devices: Solutions and future issues
Kwarteng, E., & Cebe, M. (2022) · Smart Health · doi:10.1016/j.smhl.2022.100295 · Cited by 33 · see citing works
Mitigating Sensor Attacks Against Industrial Control Systems
Cómbita, L. F., Cárdenas, Á. A., & Quijano, N. (2019) · IEEE Access · doi:10.1109/access.2019.2927484 · Cited by 32 · see citing works
Towards a Cyber-Physical Range
Kavallieratos, G., Katsikas, S. K., & Gkioulos, V. (2019) · doi:10.1145/3327961.3329532 · Cited by 32 · see citing works
Ethirajan, V., & Mangaiyarkarasi, S. P. (2025) · Journal of Electrical Systems and Information Technology · doi:10.1186/s43067-025-00195-z · Cited by 36 · see citing works
Interoperability and Integration Testing Methods for IoT Systems: A Systematic Mapping Study
Bureš, M., Klima, M., Rechtberger, V., Bellekens, X., Tachtatzis, C., Atkinson, R. C., & Ahmed, B. S. (2020) · Lecture notes in computer science · doi:10.1007/978-3-030-58768-0_6 · Cited by 31 · see citing works
A comparison of cyber-security oriented testbeds for IoT-based smart grids
Gündüz, M. Z., & Daş, R. (2018) · International Symposium on Digital Forensics and Security (ISDFS) · doi:10.1109/isdfs.2018.8355329 · Cited by 29 · see citing works
Toward Secure and Trustworthy Cyberphysical Microfluidic Biochips
Tang, J., Ibrahim, M., Chakrabarty, K., & Karri, R. (2018) · IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems · doi:10.1109/tcad.2018.2855132 · Cited by 29 · see citing works
Real-time Attack-recovery for Cyber-physical Systems Using Linear-quadratic Regulator
Zhang, L., Lu, P., Kong, F., Chen, X., Sokolsky, O. V., & Lee, I. (2021) · ACM Transactions on Embedded Computing Systems · doi:10.1145/3477010 · Cited by 28 · see citing works
Zhao, Y., Gu, P., Zhu, F., Liu, T., & Shen, R. (2023) · Applied Mathematics and Computation · doi:10.1016/j.amc.2023.127908 · Cited by 28 · see citing works
On Practical Threat Scenario Testing in an Electric Power ICS Testbed
Siddiqi, A., Tippenhauer, N. O., Mashima, D., & Chen, B. (2018) · ACM Workshop on Cyber-Physical System Security (CPSS) · doi:10.1145/3198458.3198461 · Cited by 27 · see citing works
Baraković, S., Husić, J. B., Maraj, D., Maraj, A., Krejcar, O., Marešová, P., & Muñoz, F. J. M. (2020) · Electronics · doi:10.3390/electronics9040700 · Cited by 25 · see citing works
Bureš, M., Klima, M., Rechtberger, V., Ahmed, B. S., Hindy, H., & Bellekens, X. (2021) · Advances in intelligent systems and computing · doi:10.1007/978-3-030-72660-7_52 · Cited by 25 · see citing works
Physical Invariant Based Attack Detection for Autonomous Vehicles: Survey, Vision, and Challenges
Akowuah, F. E., & Kong, F. (2021) · International Conference on Connected and Autonomous Driving (MetroCAD) · doi:10.1109/metrocad51599.2021.00014 · Cited by 25 · see citing works
Attack Categorisation for IoT Applications in Critical Infrastructures, a Survey
Staddon, E., Loscrì, V., & Mitton, N. (2021) · Applied Sciences · doi:10.3390/app11167228 · Cited by 25 · see citing works
Zahid, M., Bucaioni, A., & Flammini, F. (2024) · ACM Computing Surveys · doi:10.1145/3640314 · Cited by 24 · see citing works
Securing Digital Ledger Technologies-Enabled IoT Devices: Taxonomy, Challenges, and Solutions
Bikos, A. N., & Kumar, S. (2022) · IEEE Access · doi:10.1109/access.2022.3169141 · Cited by 24 · see citing works
Cyber-physical systems: a bibliometric analysis of literature
Singh, N. K., Panigrahi, P. K., Zhang, Z., & Jasimuddin, S. M. (2024) · Journal of Intelligent Manufacturing · doi:10.1007/s10845-024-02380-9 · Cited by 27 · see citing works
On Sensor Security in the Era of IoT and CPS
Panoff, M., Dutta, R. G., Hu, Y., Yang, K., & Jin, Y. (2021) · SN Computer Science · doi:10.1007/s42979-020-00423-5 · Cited by 23 · see citing works
Cyber-physical defense in the quantum Era
Barbeau, M., & Garcia-Alfaro, J. (2022) · Scientific Reports · doi:10.1038/s41598-022-05690-1 · Cited by 22 · see citing works
Cyber-security for Mobile Service Robots – Challenges for Cyber-physical System Safety
Dudek, W., & Szynkiewicz, W. (2019) · Journal of Telecommunications and Information Technology · doi:10.26636/jtit.2019.131019 · Cited by 20 · see citing works
Severson, T. A., Croteau, B., Rodríguez-Seda, E. J., Kiriakidis, K., Robucci, R., & Patel, C. (2020) · Control Engineering Practice · doi:10.1016/j.conengprac.2020.104509 · Cited by 22 · see citing works
Theoretical foundations and applications of cyber-physical systems: a literature review
Zhang, C., Xu, X., & Hong, C. (2019) · Library Hi Tech · doi:10.1108/lht-11-2017-0230 · Cited by 21 · see citing works
Overview of Security for Smart Cyber-Physical Systems
Khalid, F., Rehman, S., & Shafique, M. (2020) · Springer eBooks · doi:10.1007/978-3-030-45541-5_2 · Cited by 21 · see citing works
Cyber Physical Production Systems: A Review of Design and Implementation Approaches
Wu, X., Goepp, V., & Siadat, A. (2019) · doi:10.1109/ieem44572.2019.8978654 · Cited by 20 · see citing works
Moving Target Defense for Cyber–Physical Systems Using IoT-Enabled Data Replication
Giraldo, J., Hariri, M. E., & Parvania, M. (2022) · IEEE Internet of Things Journal · doi:10.1109/jiot.2022.3144937 · Cited by 20 · see citing works
- Authors
- Giraldo, J., Sarkar, E., Cardenas, A. A., Maniatakos, M., & Kantarcioglu, M.
- Affiliations
- The University of Texas at Dallas (US)
- New York University Abu Dhabi (AE)
- Venue
- IEEE Design & Test
- Published
- 2017-08
- Volume
- 34
- Issue
- 4
- Pages
- 7-17
- ISSN
- 2168-2356 (ISSN-L)
- 2168-2364
- OpenAlex
- W2617246254
- Cited by
- 289
- References
- 36
- Citations by year
- 2026: 7 · 2025: 13 · 2024: 26 · 2023: 25 · 2022: 39 · 2021: 49 · 2020: 45 · 2019: 40 · 2018: 40 · 2017: 5
- FWCI
- 22.30
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- IEEE Design and Test (publishedVersion)
- Funders
- National Science Foundation
- Topics
- Physical Sciences › Engineering › Control and Systems Engineering › Smart Grid Security and Resilience
- Physical Sciences › Computer Science › Information Systems › Information and Cyber Security
- Physical Sciences › Computer Science › Computer Networks and Communications › Network Security and Intrusion Detection
- Keywords
- cyber-physical systems, security (computing), privacy, attacks, defense, network security, computational strategies
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