Security Tradeoffs in Cyber Physical Systems: A Case Study Survey on Implantable Medical Devices
Open accessAbstract
The new culture of networked systems that offer everywhere accessible services has given rise to various types of security tradeoffs. In fact, with the evolution of physical systems that keep getting integrated with cyber frameworks, cyber threats have far more critical effects as they get reflected on the physical environment. As a result, the issue of security of cyber physical systems requires a special holistic treatment. In this paper, we study the tradeoff between security, safety, and availability in such systems and demonstrate these concepts on implantable medical devices as a case study. We discuss the challenges and constraints associated with securing such systems and focus on the tradeoff between security measures required for blocking unauthorized access to the device and the safety of the patient in emergency situations where such measures must be dropped to allow access. We analyze the up to date proposed solutions and discuss their strengths and limitations.
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Patients in general appear to be unaware of the dangers of cyber attacks, and they consider the security of their implanted medical devices (IMDs) as a secondary aspect.
“Patients in general appear to be unaware of the dangers of cyber attacks, and they consider the security of their implanted medical devices (IMDs) as a secondary aspect [69] perhaps due to lack of adequate awareness.”
From IoT cyber risk: A holistic analysis of cyber risk assessment frameworks, risk vectors, and risk ranking process (2020) · cites this paper as [69]
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Cites
The Internet of Things for Health Care: A Comprehensive Survey
Islam, S. M. R., Kwak, D., Kabir, M. H., Hossain, M., & Kwak, K.-S. (2015) · IEEE Access · doi:10.1109/access.2015.2437951 · Cited by 3,199 · see citing works
Handbook of Applied Cryptography
Menezes, A., van Oorschot, P. C., & Vanstone, S. A. (2010) · CRC Press eBooks · doi:10.1201/9781439821916 · Cited by 2,910 · see citing works
A Survey on Visual Surveillance of Object Motion and Behaviors
Hu, W., Tan, T. N., Wang, L., & Maybank, S. J. (2004) · IEEE Transactions on Systems Man and Cybernetics Part C (Applications and Reviews) · doi:10.1109/tsmcc.2004.829274 · Cited by 2,132 · see citing works
The Transport Layer Security (TLS) Protocol Version 1.3
Rescorla, E. (2018) · doi:10.17487/rfc8446 · Cited by 1,897 · see citing works
Advancements in Noncontact, Multiparameter Physiological Measurements Using a Webcam
Poh, M., McDuff, D., & Picard, R. W. (2010) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2010.2086456 · Cited by 1,488 · see citing works
Guide to Industrial Control Systems (ICS) Security
Stouffer, K., Pillitteri, V., Lightman, S., Abrams, M., & Hahn, A. (2015) · doi:10.6028/nist.sp.800-82r2 · Cited by 1,377 · cited 6× · see citing works
“Security trade-offs are visible in systems which are composed of subsystems from different domains [5].”
BackgroundMethodInfluentialA Survey on Smart Grid Potential Applications and Communication Requirements
Güngör, V. Ç., Sahin, D., Koçak, T., Ergüt, S., Buccella, C., Cecati, C., & Hancke, G. P. (2012) · IEEE Transactions on Industrial Informatics · doi:10.1109/tii.2012.2218253 · Cited by 1,116 · 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
Brands, S. A., & Chaum, D. (2007) · Springer eBooks · doi:10.1007/3-540-48285-7_30 · Cited by 810 · see citing works
Design Techniques and Applications of Cyberphysical Systems: A Survey
Khaitan, S. K., & McCalley, J. D. (2014) · IEEE Systems Journal · doi:10.1109/jsyst.2014.2322503 · Cited by 796 · see citing works
Pacemakers and Implantable Cardiac Defibrillators: Software Radio Attacks and Zero-Power Defenses
Halperin, D., Heydt-Benjamin, T. S., Ransford, B., Clark, S. S., Defend, B., Morgan, W., Fu, K. E., Kohno, T., & Maisel, W. H. (2008) · IEEE Symposium on Security and Privacy (S&P) · doi:10.1109/sp.2008.31 · Cited by 762 · see citing works
A novel biometrics method to secure wireless body area sensor networks for telemedicine and m-health
Poon, C. C. Y., Zhang, Y., & Bao, S. (2006) · IEEE Communications Magazine · doi:10.1109/mcom.2006.1632652 · Cited by 562 · see citing works
Security and Privacy for Implantable Medical Devices
Halperin, D., Heydt-Benjamin, T. S., Fu, K. E., Kohno, T., & Maisel, W. H. (2008) · IEEE Pervasive Computing · doi:10.1109/mprv.2008.16 · Cited by 468 · see citing works
Challenges and Research Directions in Medical Cyber–Physical Systems
Lee, I., Sokolsky, O. V., Chen, S., John Hatcliff, A., Jee, E., Kim, B., King, A. P., Mullen‐Fortino, M., Park, S., Roederer, A., et al. (2011) · Proceedings of the IEEE · doi:10.1109/jproc.2011.2165270 · Cited by 378 · see citing works
Guide to Industrial control Systems (ICS) security :
Stouffer, K. A., Falco, J. A., & Scarfone, K. A. (2008) · doi:10.6028/nist.sp.800-82e2008 · Cited by 373 · see citing works
Development of Implantable Medical Devices: From an Engineering Perspective
Joung, Y.-H. (2013) · International Neurourology Journal · doi:10.5213/inj.2013.17.3.98 · Cited by 367 · see citing works
Gollakota, S., Hassanieh, H., Ransford, B., Katabi, D., & Fu, K. E. (2011) · ACM SIGCOMM Conference (SIGCOMM) · doi:10.1145/2018436.2018438 · Cited by 331 · see citing works
Hijacking an insulin pump: Security attacks and defenses for a diabetes therapy system
Li, C., Raghunathan, A., & Jha, N. K. (2011) · IEEE International Conference on e-Health Networking, Applications and Services (Healthcom) · doi:10.1109/health.2011.6026732 · Cited by 328 · see citing works
Detecting malicious inclusions in secure hardware: Challenges and solutions
Wang, X., Tehranipoor, M., & Plusquellic, J. (2008) · doi:10.1109/hst.2008.4559039 · Cited by 325 · see citing works
Batteries used to power implantable biomedical devices
Bock, D. C., Marschilok, A. C., Takeuchi, K. J., & Takeuchi, E. S. (2012) · Electrochimica Acta · doi:10.1016/j.electacta.2012.03.057 · Cited by 319 · see citing works
Ensuring Safety, Security, and Sustainability of Mission-Critical Cyber–Physical Systems
Banerjee, A., Venkatasubramanian, K. K., Mukherjee, T., & Gupta, S. K. S. (2011) · Proceedings of the IEEE · doi:10.1109/jproc.2011.2165689 · Cited by 318 · see citing works
Cherukuri, S., Venkatasubramanian, K. K., & Gupta, S. K. S. (2003) · Proceedings - International Workshops on Parallel Processing · doi:10.1109/icppw.2003.1240399 · Cited by 309 · 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
IMDGuard: Securing implantable medical devices with the external wearable guardian
Xu, F., Qin, Z., Tan, C. C., Wang, B., & Li, Q. (2011) · IEEE Conference on Computer Communications (INFOCOM) · doi:10.1109/infcom.2011.5934987 · Cited by 272 · see citing works
Cardiac Device Implantation in the United States from 1997 through 2004: A Population-based Analysis
Zhan, C., Baine, W. B., Sedrakyan, A., & Steiner, C. (2007) · Journal of General Internal Medicine · doi:10.1007/s11606-007-0392-0 · Cited by 266 · see citing works
Cybersecurity vulnerabilities in medical devices: a complex environment and multifaceted problem
Williams, P. A. H., & Woodward, A. J. (2015) · Medical Devices Evidence and Research · doi:10.2147/mder.s50048 · 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
Validation of heart rate extraction using video imaging on a built-in camera system of a smartphone
Kwon, S., Kim, H.-S., & Park, K. S. (2012) · doi:10.1109/embc.2012.6346392 · Cited by 247 · see citing works
Trends in cardiac pacemaker batteries.
Mallela, V. S., Ilankumaran, V., & Rao, N. S. (2004) · PubMed · Cited by 244 · see citing works
Nothing to hide: the false tradeoff between privacy and security
(2012) · Choice Reviews Online · doi:10.5860/choice.49-2979 · Cited by 236 · see citing works
Proximity-based access control for implantable medical devices
Rasmussen, K., Castelluccia, C., Heydt-Benjamin, T. S., & Čapkun, S. (2009) · ACM SIGSAC Conference on Computer and Communications Security (CCS) · doi:10.1145/1653662.1653712 · Cited by 233 · see citing works
Rostami, M., Juels, A., & Koushanfar, F. (2013) · ACM SIGSAC Conference on Computer and Communications Security (CCS) · doi:10.1145/2508859.2516658 · Cited by 212 · see citing works
MedMon: Securing Medical Devices Through Wireless Monitoring and Anomaly Detection
Zhang, M., Raghunathan, A., & Jha, N. K. (2013) · IEEE Transactions on Biomedical Circuits and Systems · doi:10.1109/tbcas.2013.2245664 · Cited by 185 · see citing works
Cyber warfare: Issues and challenges
Robinson, M., Jones, K. I., & Janicke, H. (2015) · Computers & security · doi:10.1016/j.cose.2014.11.007 · Cited by 172 · see citing works
Distance Hijacking Attacks on Distance Bounding Protocols
Cremers, C. J. F., Rasmussen, K., Schmidt, B., & Čapkun, S. (2012) · IEEE Symposium on Security and Privacy (S&P) · doi:10.1109/sp.2012.17 · Cited by 165 · see citing works
Emerging Technologies [wireless communication systems for implantable medical devices]
Panescu, D. (2008) · IEEE Engineering in Medicine and Biology Magazine · doi:10.1109/emb.2008.915488 · Cited by 162 · see citing works
Gollakota, S., Hassanieh, H., Ransford, B., Katabi, D., & Fu, K. E. (2011) · ACM SIGCOMM Computer Communication Review · doi:10.1145/2043164.2018438 · Cited by 160 · see citing works
Absence makes the heart grow fonder: new directions for implantable medical device security
Denning, T., Fu, K., & Kohno, T. (2008) · Cited by 147 · see citing works
Webster, J. G. (1995) · Medical Entomology and Zoology · Cited by 135 · see citing works
Design challenges for secure implantable medical devices
Burleson, W. P., Clark, S. S., Ransford, B., & Fu, K. E. (2012) · ACM/IEEE Design Automation Conference (DAC) · doi:10.1145/2228360.2228364 · Cited by 133 · see citing works
Hu, C., Cheng, X., Zhang, F., Wu, D., Liao, X., & Chen, D. (2013) · IEEE Conference on Computer Communications (INFOCOM) · doi:10.1109/infcom.2013.6567031 · Cited by 131 · see citing works
Defending Resource Depletion Attacks on Implantable Medical Devices
Hei, X., Du, X., Wu, J., & Hu, F. (2010) · Globecom · doi:10.1109/glocom.2010.5685228 · Cited by 126 · see citing works
Extending access control models with break-glass
Brucker, A. D., & Petritsch, H. (2009) · ACM Symposium on Access Control Models and Technologies (SACMAT) · doi:10.1145/1542207.1542239 · Cited by 124 · see citing works
Patients, pacemakers, and implantable defibrillators
Denning, T., Borning, A. H., Friedman, B., Gill, B. T., Kohno, T., & Maisel, W. H. (2010) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/1753326.1753462 · Cited by 119 · see citing works
How to Break Access Control in a Controlled Manner
Ferreira, A., Cruz-Correia, R. J., Antunes, L. F., Farinha, P., Oliveira-Palhares, E., Chadwick, D. W., & Costa‐Pereira, A. (2006) · Proceedings - IEEE Symposium on Computer-Based Medical Systems · doi:10.1109/cbms.2006.95 · Cited by 115 · see citing works
Handbook on Securing Cyber-Physical Critical Infrastructure
(2012) · Elsevier eBooks · doi:10.1016/c2011-0-04434-4 · Cited by 111 · see citing works
Context-Aware User Authentication – Supporting Proximity-Based Login in Pervasive Computing
Bardram, J. E., Kjær, R. E., & Pedersen, M. Ø. (2003) · Lecture notes in computer science · doi:10.1007/978-3-540-39653-6_8 · Cited by 108 · see citing works
Biometric-based two-level secure access control for Implantable Medical Devices during emergencies
Hei, X., & Du, X. (2011) · IEEE Conference on Computer Communications (INFOCOM) · doi:10.1109/infcom.2011.5935179 · Cited by 97 · see citing works
Aligning Cyber-Physical System Safety and Security
Sabaliauskaite, G., & Mathur, A. P. (2014) · Springer eBooks · doi:10.1007/978-3-319-12544-2_4 · Cited by 93 · see citing works
On Limitations of Friendly Jamming for Confidentiality
Tippenhauer, N. O., Mališa, L., Ranganathan, A., & Čapkun, S. (2013) · IEEE Symposium on Security and Privacy (S&P) · doi:10.1109/sp.2013.21 · Cited by 91 · see citing works
A survey on security issues in smart grids
Jokar, P., Arianpoo, N., & Leung, V. C. M. (2012) · Security and Communication Networks · doi:10.1002/sec.559 · Cited by 89 · see citing works
A Goal Oriented Approach for Modeling and Analyzing Security TradeOffs
Elahi, G., Yu, E. S. K., & Sandhu, R. (2007) · Cited by 88 · see citing works
Balancing security and utility in medical devices?
Rostami, M., Burleson, W. P., Koushanfar, F., & Juels, A. (2013) · ACM/IEEE Design Automation Conference (DAC) · doi:10.1145/2463209.2488750 · Cited by 77 · see citing works
A Goal Oriented Approach for Modeling and Analyzing Security Trade-Offs
Elahi, G., & Yu, E. S. K. (2007) · Lecture notes in computer science · doi:10.1007/978-3-540-75563-0_26 · Cited by 69 · see citing works
Criticality aware access control model for pervasive applications
Gupta, S. K. S., Mukherjee, T., & Venkatasubramanian, K. K. (2006) · IEEE International Conference on Pervasive Computing and Communications · doi:10.1109/percom.2006.19 · Cited by 68 · see citing works
Hanna, S., Rolles, R., Molina–Markham, A., Poosankam, P., Fu, K. E., & Song, D. X. (2011) · Cited by 65 · see citing works
Mukhopadhyay, D., & Chakraborty, R. S. (2014) · Chapman & Hall/CRC eBooks · doi:10.1201/b17555 · Cited by 55 · see citing works
Wan, J., Suo, H., Yan, H., & Liu, J. (2011) · Procedia Engineering · doi:10.1016/j.proeng.2011.11.2613 · Cited by 52 · see citing works
On pairing constrained wireless devices based on secrecy of auxiliary channels
Halevi, T., & Saxena, N. (2010) · Proceedings of the ACM Conference on Computer and Communications Security · doi:10.1145/1866307.1866319 · Cited by 52 · see citing works
Securing wireless implantable devices for healthcare: Ideas and challenges
Malasri, K., & Wang, L. (2009) · IEEE Communications Magazine · doi:10.1109/mcom.2009.5183475 · Cited by 50 · see citing works
Schechter, S. E. (2010) · Cited by 44 · see citing works
The latest evidence on target selection in deep brain stimulation for Parkinson’s disease
Lukins, T. R., Tisch, S. H., & Jonker, B. (2013) · Journal of Clinical Neuroscience · doi:10.1016/j.jocn.2013.05.011 · Cited by 43 · see citing works
Context-Aware Security Solutions for Cyber-Physical Systems
Wan, K., & Alagar, V. (2014) · Mobile Networks and Applications · doi:10.1007/s11036-014-0495-x · Cited by 41 · see citing works
Body area network security: robust key establishment using human body channel
Chang, S., Hu, Y., Anderson, H., Fu, T., & Huang, E. Y. L. (2012) · USENIX Security Symposium · Cited by 39 · see citing works
Leads and longevity: how long will your pacemaker last?
Shepard, R. K., & Ellenbogen, K. A. (2008) · EP Europace · doi:10.1093/europace/eun359 · Cited by 38 · see citing works
Recent Results in Computer Security for Medical Devices
Clark, S. S., & Fu, K. (2012) · Lecture notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering · doi:10.1007/978-3-642-29734-2_16 · Cited by 29 · see citing works
A taxonomy of vulnerabilities in implantable medical devices
Hansen, J. A., & Hansen, N. M. (2010) · doi:10.1145/1866914.1866917 · Cited by 28 · see citing works
Proximity based access control in smart-emergency departments
Gupta, S. K. S., Mukheriee, T., Venkatasubramanian, K. K., & Taylor, T. B. (2006) · IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops) · doi:10.1109/percomw.2006.113 · Cited by 27 · see citing works
Security and Privacy for Implantable Medical Devices
Burleson, W., & Carrara, S. (2013) · Springer eBooks · doi:10.1007/978-1-4614-1674-6 · Cited by 26 · see citing works
A non-key based security scheme supporting emergency treatment of wireless implants
Zheng, G., Fang, G., Orgun, M. A., & Shankaran, R. (2014) · International Conference on Communications · doi:10.1109/icc.2014.6883392 · Cited by 21 · see citing works
Context-Aware Authentication Framework
Goel, D., Kher, E., Joag, S., Mujumdar, V., Griss, M., & Dey, A. K. (2010) · Lecture notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering · doi:10.1007/978-3-642-12607-9_3 · Cited by 20 · see citing works
Denning, T., Kramer, D. B., Friedman, B., Reynolds, M. R., Gill, B. T., & Kohno, T. (2014) · Annual Computer Security Applications Conference · doi:10.1145/2664243.2664289 · Cited by 20 · see citing works
Cho, K., & Lee, D. H. (2012) · Lecture notes in computer science · doi:10.1007/978-3-642-27890-7_17 · Cited by 19 · see citing works
Zheng, G., Fang, G., Shankaran, R., Orgun, M. A., & Dutkiewicz, E. (2014) · International Symposium on Wireless Personal Multimedia Communications (WPMC) · doi:10.1109/wpmc.2014.7014892 · Cited by 19 · see citing works
de Sousa, M., Klein, G. G., Korte, T., & Niehaus, M. (2002) · PubMed · Cited by 18 · see citing works
Vasserman, E. Y., Venkatasubramanian, K. K., Sokolsky, O. V., & Lee, I. (2012) · IEEE Security & Privacy · doi:10.1109/msp.2012.153 · Cited by 17 · see citing works
Park, C.-S. (2014) · BioMed Research International · doi:10.1155/2014/543051 · Cited by 16 · see citing works
Kim, B., Yu, J., & Kim, H. (2012) · ACM Conference on Embedded Networked Sensor Systems (SenSys) · doi:10.1145/2426656.2426691 · Cited by 14 · see citing works
Regulations and Standards for Wireless applications in eHealth
Chadwick, P. E. (2007) · Conference proceedings · doi:10.1109/iembs.2007.4353763 · Cited by 14 · see citing works
Digital Investigation of Security Attacks on Cardiac Implantable Medical Devices
Ellouze, N., Rekhis, S., Allouche, M., & Boudriga, N. A. (2014) · Electronic Proceedings in Theoretical Computer Science · doi:10.4204/eptcs.165.2 · Cited by 13 · see citing works
Securing Control Systems from the Inside: A Case for Mediating Physical Behaviors
McLaughlin, S. (2013) · IEEE Security & Privacy · doi:10.1109/msp.2013.96 · Cited by 11 · see citing works
On the security and privacy risks in cochlear implants
Čapkun, S., & Bodmer, D. (2010) · Repository for Publications and Research Data (ETH Zurich) · doi:10.3929/ethz-a-006862326 · Cited by 7 · see citing works
Black boxes get green light [car crash data recorders]
Jones, W. D. (2004) · IEEE Spectrum · doi:10.1109/mspec.2004.1363633 · Cited by 6 · see citing works
Daniel J. Solove, Nothing to Hide: The False Tradeoff between Privacy and Security
Doyle, T. (2011) · The Journal of Value Inquiry · doi:10.1007/s10790-011-9303-z · Cited by 5 · see citing works
Emergency Aware, Non-invasive, Personalized Access Control Framework for IMDs
Darji, M., & Trivedi, B. H. (2014) · Communications in computer and information science · doi:10.1007/978-3-642-54525-2_33 · Cited by 4 · see citing works
Flagged first, then by citations
2 of the 87 references couldn’t be matched to a known paper.
Research works printed but not linked: 7
- M. Sun, S. Mohan, L. Sha, and C. Gunter, ''Addressing safety and security contradictions in cyber-physical systems,'' in Proc. 1st Workshop Future Directions Cyber-Phys. Syst. Secur. (CPSSW), 2009, pp. 1-5.
- A. Cárdenas, S. Amin, B. Sinopoli, A. Giani, A. Perrig, and S. Sastry, ''Challenges for securing cyber physical systems,'' in Proc. Workshop Future Directions Cyber-Phys. Syst. Secur., 2009, pp. 1-7.
- S.-Y. Chang, Y.-C. Hu, H. Anderson, T. Fu, and E. Y. L. Huang, ''Body area network security: Robust key establishment using human body chan- nel,'' in Proc. USENIX Conf. Health Secur. Privacy, 2012, p. 5.
- R. Krishnan, E. John, and M. Panday, ''Towards security policy and architecture for managing implantable medical devices,'' in Proc. Int. Conf. Secur. Manage. (SAM), Steering Committee World Congr. Comput. Sci., Comput. Eng. Appl. Comput. (WorldComp), 2012, p. 1.
- S. Gupta, ''Implantable medical devices-cyber risks and mitigation approaches,'' in Proc. Cybersecur. Cyber-Phys. Syst. Workshop (NISTIR), 2012, pp. 15-30.
- B. Kim, J. Yu, and H. Kim, ''In-vivo NFC: Remote monitoring of implanted medical devices with improved privacy,'' in Proc. 10th ACM Conf. Embedded Netw. Sensor Syst. (SenSys), 2012, pp. 327-328.
- N. L. Henry, N. R. Paul, and N. McFarlane, ''Using bowel sounds to create a forensically-aware insulin pump system,'' in Proc. USENIX Conf.
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Landaluce, H., Arjona, L., Perallos, A., Falcone, F., Angulo, I., & Muralter, F. (2020) · Sensors · doi:10.3390/s20092495 · Cited by 409 · see citing works
Asharf, J., Moustafa, N., Khurshid, H., Debie, E., Haider, W., & Wahab, A. (2020) · Electronics · doi:10.3390/electronics9071177 · Cited by 378 · see citing works
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Kandasamy, K., Srinivas, S., Achuthan, K., & Rangan, V. P. (2020) · EURASIP Journal on Information Security · doi:10.1186/s13635-020-00111-0 · Cited by 160 · see citing works
Security and Privacy Management in Internet of Medical Things (IoMT): A Synthesis
Hireche, R., Mansouri, H., & Pathan, A. K. (2022) · Journal of Cybersecurity and Privacy · doi:10.3390/jcp2030033 · Cited by 117 · see citing works
A Comparative Study of Time Series Anomaly Detection Models for Industrial Control Systems
Kim, B., Alawami, M. A., Kim, E., Oh, S., Park, J., & Kim, H. (2023) · Sensors · doi:10.3390/s23031310 · Cited by 126 · see citing works
Cyber Attacks on Healthcare Devices Using Unmanned Aerial Vehicles
Sethuraman, S. C., Vijayakumar, V., & Walczak, S. M. (2019) · Journal of Medical Systems · doi:10.1007/s10916-019-1489-9 · Cited by 107 · see citing works
A Comprehensive Review of the State-of-the-Art on Security and Privacy Issues in Healthcare
Martínez, A. L., Pérez, M. G., & Ruiz‐Martínez, A. (2022) · ACM Computing Surveys · doi:10.1145/3571156 · Cited by 107 · see citing works
A Comprehensive Survey on Security and Privacy for Electronic Health Data
Oh, S.-R., Seo, Y.-D., Lee, E., & Kim, Y. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18189668 · Cited by 107 · see citing works
Shaikh, T. A., Rasool, T., & Verma, P. (2023) · Artificial Intelligence in Medicine · doi:10.1016/j.artmed.2023.102692 · Cited by 102 · see citing works
Medical Cyber–Physical Systems: A Solution to Smart Health and the State of the Art
Chen, F., Tang, Y., Wang, C., Huang, J., Huang, C., Xie, D., Wang, T., & Zhao, C. (2021) · IEEE Transactions on Computational Social Systems · doi:10.1109/tcss.2021.3122807 · Cited by 100 · see citing works
Amin, M. M. N., El-Sousy, F. F. M., Aziz, G. A. A., Gaber, K., & Mohammed, O. A. (2021) · IEEE Access · doi:10.1109/access.2021.3063229 · Cited by 94 · see citing works
Argaw, S. T., Bempong, N.-E., Eshaya-Chauvin, B., & Flahault, A. (2019) · BMC Medical Informatics and Decision Making · doi:10.1186/s12911-018-0724-5 · Cited by 92 · see citing works
Bharati, S., & Podder, P. (2022) · Security and Communication Networks · doi:10.1155/2022/8951961 · Cited by 101 · see citing works
Mahmmod, B. M., Naser, M. A., Al-sudani, A. H., Alsabah, M. Q., Mohammed, H. J., Alaskar, H., Almarshad, F. A., Hussain, A. J., & Abdulhussain, S. H. (2024) · IEEE Access · doi:10.1109/access.2024.3455900 · Cited by 95 · see citing works
Security issues in implantable medical devices: Fact or fiction?
Hassija, V., Chamola, V., Bajpai, B. C., Naren, N., & Zeadally, S. (2020) · Sustainable Cities and Society · doi:10.1016/j.scs.2020.102552 · Cited by 84 · see citing works
The Future of Cardiovascular Stents: Bioresorbable and Integrated Biosensor Technology
Hoare, D., Bussooa, A., Neale, S. L., Mirzai, N., & Mercer, J. R. (2019) · Advanced Science · doi:10.1002/advs.201900856 · Cited by 80 · see citing works
Access Control Schemes for Implantable Medical Devices: A Survey
Wu, L., Du, X., Guizani, M., & Mohamed, A. M. S. (2017) · IEEE Internet of Things Journal · doi:10.1109/jiot.2017.2708042 · Cited by 75 · see citing works
Safety, Security and Privacy in Machine Learning Based Internet of Things
Abbas, G., Mehmood, A., Maple, C. R., Epiphaniou, G., & Lloret, J. (2022) · Journal of Sensor and Actuator Networks · doi:10.3390/jsan11030038 · Cited by 76 · see citing works
Moura, J., & Hutchison, D. (2020) · Journal of Network and Computer Applications · doi:10.1016/j.jnca.2020.102784 · Cited by 79 · see citing works
Singh, A. B., Khandelwal, C., & Dangayach, G. S. (2024) · Journal of Micromanufacturing · doi:10.1177/25165984241256234 · Cited by 72 · see citing works
A new enhanced cyber security framework for medical cyber physical systems
Priyadarshini, I., Kumar, R., Tuấn, L. M., Sơn, L. H., Long, H. V., Sharma, R., & Rai, S. (2021) · SICS Software-Intensive Cyber-Physical Systems · doi:10.1007/s00450-021-00427-3 · Cited by 71 · see citing works
A Survey on Security and Privacy Issues in Modern Healthcare Systems: Attacks and DefensesPreprint
Newaz, A. I., Sikder, A. K., Rahman, M. A., & Uluagac, A. S. (2020) · arXiv (Cornell University) · doi:10.48550/arxiv.2005.07359 · Cited by 61 · see citing works
Risk Assessment Methodologies for the Internet of Medical Things: A Survey and Comparative Appraisal
Malamas, V., Chantzis, F., Dasaklis, T. K., Stergiopoulos, G., Kotzanikolaou, P., & Douligeris, C. (2021) · IEEE Access · doi:10.1109/access.2021.3064682 · Cited by 59 · 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
A review of security challenges, attacks and resolutions for wireless medical devices
Rathore, H., Mohamed, A. M. S., Al-Ali, A. K., Du, X., & Guizani, M. (2017) · International Wireless Communications and Mobile Computing Conference (IWCMC) · doi:10.1109/iwcmc.2017.7986505 · Cited by 47 · see citing works
Anomaly Detection in Cyber-Physical Systems Using Machine Learning
Rouzbahani, H. M., Karimipour, H., Rahimnejad, A., Dehghantanha, A., & Srivastava, G. (2020) · Springer eBooks · doi:10.1007/978-3-030-38557-6_10 · Cited by 47 · see citing works
Study on the Reading of Energy-Harvested Implanted NFC Tags Using Mobile Phones
Lázaro, A., Boada, M., Villarino, R., & Girbau, D. (2019) · IEEE Access · doi:10.1109/access.2019.2962570 · Cited by 44 · see citing works
Security of Pacemakers using Runtime Verification
Pinisetty, S., Roop, P. S., Sawant, V., & Schneider, G. (2018) · ACM/IEEE International Conference on Formal Methods and Models for Co-Design (MEMOCODE) · doi:10.1109/memcod.2018.8556922 · Cited by 39 · see citing works
Survey on security and privacy issues in cyber physical systems
Nazarenko, A. A., & Safdar, G. A. (2019) · AIMS Electronics and Electrical Engineering · doi:10.3934/electreng.2019.2.111 · Cited by 37 · 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
Cyber–Physical Systems Forensics: Today and Tomorrow
Mohamed, N., Al‐Jaroodi, J., & Jawhar, I. (2020) · Journal of Sensor and Actuator Networks · doi:10.3390/jsan9030037 · Cited by 35 · see citing works
Cybersecurity Issues in Implanted Medical Devices
Tabasum, A., Safi, Z., Al-Khater, W., & Shikfa, A. (2018) · International Conference on Computer and Applications (ICCA) · doi:10.1109/comapp.2018.8460454 · Cited by 34 · see citing works
Kintzlinger, M., & Nissim, N. (2019) · Journal of Biomedical Informatics · doi:10.1016/j.jbi.2019.103233 · Cited by 33 · see citing works
Design of fractional order epidemic model for future generation tiny hardware implants
Masood, Z., Samar, R., & Raja, M. A. Z. (2020) · Future Generation Computer Systems · doi:10.1016/j.future.2019.12.053 · 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
Tervoort, T., de Oliveira, M. T., Pieters, W., van Gelder, P. H. A. J. M., Olabarriaga, S. D., & Marquering, H. A. (2020) · IEEE Access · doi:10.1109/access.2020.2984376 · Cited by 32 · see citing works
Cybersecurity in health – disentangling value tensions
Loi, M., Christen, M., Kleine, N., & Weber, K. (2019) · Journal of Information Communication and Ethics in Society · doi:10.1108/jices-12-2018-0095 · Cited by 29 · see citing works
Learning Based Anomaly Detection in Critical Cyber-Physical Systems
Mozaffari, F. S., Karimipour, H., & Parizi, R. M. (2020) · Springer eBooks · doi:10.1007/978-3-030-45541-5_6 · Cited by 29 · see citing works
IMDfence: Architecting a Secure Protocol for Implantable Medical Devices
Siddiqi, M. A., Doerr, C., & Strydis, C. (2020) · IEEE Access · doi:10.1109/access.2020.3015686 · Cited by 27 · see citing works
Joshi, A. M., Jain, P., & Mohanty, S. P. (2020) · IEEE Computer Society Annual Symposium on VLSI · doi:10.1109/isvlsi49217.2020.00-17 · Cited by 26 · see citing works
Singh, A. B., Khandelwal, C., & Dangayach, G. S. (2024) · Polymer-Plastics Technology and Materials · doi:10.1080/25740881.2024.2350026 · Cited by 26 · see citing works
Internet of Things and Its Impacts in Computing Intelligence
Sarowar, M. G., Kamal, M. S., & Dey, N. (2018) · Advances in civil and industrial engineering book series · doi:10.4018/978-1-5225-6207-8.ch005 · Cited by 23 · see citing works
Rojas, J. A. M., Fernández, J. L., Sánchez-Montero, R., López-Espí, P., & Díez-Jiménez, E. (2021) · Italian National Conference on Sensors · doi:10.3390/s21093201 · Cited by 22 · see citing works
Formal Methods for the Security of Medical Devices1
Pinisetty, S., Allen, N. T., Pearce, H. A., Trew, M. L., Gaur, M. S., & Roop, P. S. (2022) · doi:10.1002/9781119743187.ch3 · Cited by 21 · see citing works
Crucial attacks in internet of things via artificial intelligence techniques: The security survey
Thavamani, S., Mahesh, D., Sinthuja, U., & Manoharan, G. (2022) · AIP conference proceedings · doi:10.1063/5.0083617 · Cited by 20 · see citing works
Taxonomy Analysis of Security Aspects in Cyber Physical Systems Applications
Gawanmeh, A., & Alomari, A. (2018) · IEEE International Conference on Communications workshops · doi:10.1109/iccw.2018.8403559 · Cited by 20 · see citing works
Canvas White Paper 1 Cybersecurity and EthicsPreprint
Yaghmaei, E., van de Poel, I., Christen, M., Gordijn, B., Kleine, N., Loi, M., Morgan, G., & Weber, K. (2017) · SSRN Electronic Journal · doi:10.2139/ssrn.3091909 · Cited by 24 · see citing works
Exploiting Correlations to Detect False Data Injections in Low-Density Wireless Sensor Networks
Hau, Z., & Lupu, E. (2019) · doi:10.1145/3327961.3329530 · Cited by 18 · see citing works
Ellouze, N., Rekhis, S., Boudriga, N. A., & Allouche, M. (2018) · Journal of Network and Computer Applications · doi:10.1016/j.jnca.2018.01.009 · Cited by 18 · see citing works
Attack-tree-based Threat Modeling of Medical Implants
Siddiqi, M. A., Seepers, R. M., Hamad, M., Prevelakis, V., & Strydis, C. (2018) · Kalpa publications in computing · doi:10.29007/8gxh · Cited by 18 · see citing works
Cardiac Implantable Medical Devices forensics: Postmortem analysis of lethal attacks scenarios
Ellouze, N., Rekhis, S., Boudriga, N. A., & Allouche, M. (2016) · Digital Investigation · doi:10.1016/j.diin.2016.12.001 · Cited by 17 · see citing works
Ortiz‐Martin, L., Picazo‐Sanchez, P., Lopez, P. P., & Tapiador, J. (2018) · Entropy · doi:10.3390/e20020094 · Cited by 15 · see citing works
A constraint and risk-aware approach to attribute-based access control for cyber-physical systems
Akhuseyinoglu, N. B., & Joshi, J. B. D. (2020) · Computers & Security · doi:10.1016/j.cose.2020.101802 · Cited by 15 · see citing works
Mao, D., Zhang, L., Li, X., & Mu, D. (2018) · Wireless Communications and Mobile Computing · doi:10.1155/2018/7579161 · Cited by 14 · see citing works
A Risk-Aware Access Control Framework for Cyber-Physical Systems
Akhuseyinoglu, N. B., & Joshi, J. B. D. (2017) · IEEE International Conference on Collaboration and Internet Computing (CIC) · doi:10.1109/cic.2017.00052 · Cited by 13 · see citing works
The Integration of Azure Sphere and Azure Cloud Services for Internet of Things
Shi, J., Jin, L., & Li, J. (2019) · Applied Sciences · doi:10.3390/app9132746 · Cited by 13 · see citing works
Optimized LightGBM model for security and privacy issues in cyber‐physical systems
Dalal, S., Poongodi, M., Lilhore, U. K., Dahan, F., Vaiyapuri, T., Keshta, I. M., Aldossary, S. M., Mahmoud, A., & Simaiya, S. (2023) · Transactions on Emerging Telecommunications Technologies · doi:10.1002/ett.4771 · Cited by 12 · see citing works
Ksibi, S., Jaïdi, F., & Bouhoula, A. (2021) · International Conference on Information Integration and Web-based Applications & Services (iiWAS) · doi:10.1145/3487664.3487805 · Cited by 12 · see citing works
Sharma, A., Dyrkolbotn, G. O., Øverlier, L., Waltoft-Olsen, A. J., Franke, K., & Katsikas, S. K. (2022) · IEEE Physical Assurance and Inspection of Electronics (PAINE) · doi:10.1109/paine56030.2022.10014884 · Cited by 12 · see citing works
Devil’s in the Detail: Through-Life Safety and Security Co-assurance Using SSAF
Johnson, N., & Kelly, T. (2019) · Lecture notes in computer science · doi:10.1007/978-3-030-26601-1_21 · Cited by 12 · see citing works
The privacy preserving auction mechanisms in IoT-based trading market: A survey
Li, D., Zhao, Y., Wang, Y., An, D., & Yang, Q. (2024) · Internet of Things · doi:10.1016/j.iot.2024.101178 · Cited by 11 · see citing works
A Review of IoT Security: Machine Learning and Deep Learning Perspective
Dubey, K., Dubey, R., Panedy, S., & Kumar, S. (2024) · Procedia Computer Science · doi:10.1016/j.procs.2024.04.034 · Cited by 13 · see citing works
Implantable Medical Device Security
Catuogno, L., & Galdi, C. (2024) · Cryptography · doi:10.3390/cryptography8040053 · Cited by 10 · see citing works
Survey of Authentication Schemes for Health Monitoring: A Subset of Cyber Physical System
Rehman, Z. U., Altaf, S., & Iqbal, S. (2019) · International Bhurban Conference on Applied Sciences and Technology (IBCAST) · doi:10.1109/ibcast.2019.8667166 · Cited by 10 · see citing works
Kulaç, S. (2019) · IEEE Access · doi:10.1109/access.2019.2910029 · Cited by 10 · see citing works
Access control approaches for smart cities
Akhuseyinoglu, N. B., & Joshi, J. B. D. (2020) · Institution of Engineering and Technology eBooks · doi:10.1049/pbce128e_ch1 · Cited by 9 · see citing works
Agile services and analysis framework for autonomous and autonomic critical infrastructure
Maurio, J., Wood, P. C., Zanlongo, S., Silbermann, J., Sookoor, T. I., Lorenzo, A., Sleight, R., Rogers, J., Muller, D., Armiger, N., et al. (2021) · Innovations in Systems and Software Engineering · doi:10.1007/s11334-021-00411-9 · Cited by 9 · see citing works
Physical Layer Authentication Based on Residual Network for Industrial Wireless CPSs
Pan, F., Li, X., Pu, H., Guo, Y., & Liu, J. (2020) · Annual Conference of the IEEE Industrial Electronics Society (IECON) · doi:10.1109/iecon43393.2020.9255291 · Cited by 8 · see citing works
System Auditing for Real-Time Systems
Bansal, A., Kandikuppa, A., Hasan, M., Chen, C.-Y., Bates, A., & Mohan, S. (2023) · ACM Transactions on Privacy and Security · doi:10.1145/3625229 · Cited by 8 · see citing works
Emergence, Evolution, and Applications of Cyber-Physical Systems in Smart Society
Kumar, S., & Bhowmik, B. R. (2024) · International Conference on Advances in Electrical, Computing, Communication and Sustainable Technologies (ICAECT) · doi:10.1109/icaect60202.2024.10468864 · Cited by 8 · see citing works
A Matter of Life and Death: Analyzing the Security of Healthcare Networks
Dupont, G., dos Santos, D. R., Costante, E., den Hartog, J., & Etalle, S. (2020) · IFIP advances in information and communication technology · doi:10.1007/978-3-030-58201-2_24 · Cited by 8 · see citing works
Detecting and Localizing Wireless Spoofing Attacks on the Internet of Medical Things
Jayaraj, I. A., Shanmugam, B., Azam, S., & Thennadil, S. N. (2024) · Journal of Sensor and Actuator Networks · doi:10.3390/jsan13060072 · Cited by 8 · see citing works
Towards a Cryptographic Minimal Design: The sLiSCP Family of Permutations
AlTawy, R., Rohit, R. S., He, M., Mandal, K., Yang, G., & Gong, G. (2018) · IEEE Transactions on Computers · doi:10.1109/tc.2018.2811467 · Cited by 7 · see citing works
Self-citationSYSTEMATIZATION OF CYBER THREATS TO LARGE-SCALE SYSTEMS WITH ADAPTIVE NETWORK TOPOLOGY
Pavlenko, E. Y. (2022) · Automatic Control and Computer Sciences · doi:10.3103/s0146411622080132 · Cited by 6 · see citing works
Kwarteng, E., & Cebe, M. (2024) · International Journal of Information Security · doi:10.1007/s10207-024-00826-y · Cited by 6 · see citing works
Sen, S. K., & Jayawardena, C. (2019) · IEEE International Conference for Convergence in Technology (I2CT) · doi:10.1109/i2ct45611.2019.9033821 · Cited by 6 · see citing works
Klonoff, D. C., Kerr, D. E., & Kleidermacher, D. (2017) · Journal of Diabetes Science and Technology · doi:10.1177/1932296817723259 · Cited by 6 · see citing works
Fault Tolerance and Security Management in IoMT
Hireche, R., Mansouri, H., & Pathan, A. K. (2022) · Springer eBooks · doi:10.1007/978-3-031-04321-5_4 · Cited by 5 · see citing works
Sharma, H., Kumar, P., & Sharma, K. (2026) · Wiley Interdisciplinary Reviews Data Mining and Knowledge Discovery · doi:10.1002/widm.70059 · Cited by 5 · see citing works
DSACR: A defense-based system with adaptive cyber resilience for industrial control systems
Ma, Y., Tu, Y.-H., & Shen, C.-T. (2024) · International Journal of Critical Infrastructure Protection · doi:10.1016/j.ijcip.2024.100662 · Cited by 4 · see citing works
A 16-bit Encrypted On-chip Embedded System for Implantable Medical Devices
Sarkar, S., Jiang, J., Ki, W., & Tsui, C.-Y. (2022) · IEEE International Symposium on Circuits and Systems proceedings · doi:10.1109/iscas48785.2022.9937423 · Cited by 4 · see citing works
A survey on privacy of health data lifecycle: a taxonomy, review, and future directions
Bose, S., & Marijan, D. (2026) · International Journal of Information Security · doi:10.1007/s10207-025-01169-y · Cited by 6 · see citing works
A-DEMO: ATT&CK Documentation, Emulation and Mitigation Operations
Karagiannis, S., Tokatlis, A., Pelekis, S., Kontoulis, M., Doukas, G. S., Ntanos, C., & Magkos, E. (2021) · Panhellenic Conference on Informatics · doi:10.1145/3503823.3503884 · Cited by 4 · see citing works
Aviation Security Lab: A testbed for security testing of current and future aviation technologies
Predescu, A.-V., & Stelkens-Kobsch, T. H. (2022) · IEEE/AIAA Digital Avionics Systems Conference (DASC) · doi:10.1109/dasc55683.2022.9925750 · Cited by 4 · see citing works
MEDICALHARM - A Threat Modeling designed for Modern Medical Devices
Kwarteng, E., & Cebe, M. (2023) · IEEE International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom) · doi:10.1109/trustcom60117.2023.00157 · Cited by 4 · see citing works
Policy Enforcement for Secure and Trustworthy Data Sharing in Multi-domain Infrastructures
Zhou, X., Cushing, R., Koning, R., Belloum, A. S. Z., Grosso, P., Klous, S., van Engers, T., & de Laat, C. T. A. M. (2020) · doi:10.1109/bigdatase50710.2020.00022 · Cited by 4 · see citing works
Medical Implant Communication Systems (MICS) Threat Modelling
Manikandan, R., & Sathyadevan, S. (2021) · International Conference on Secure Cyber Computing and Communications (ICSCCC) · doi:10.1109/icsccc51823.2021.9478155 · Cited by 4 · see citing works
- Authors
- Altawy, R., & Youssef, A. M.
- Affiliations
- Concordia University (CA)
- Venue
- IEEE Access
- Published
- 2016
- Volume
- 4
- Pages
- 959-979
- ISSN
- 2169-3536 (ISSN-L)
- OpenAlex
- W2284373869
- Cited by
- 139
- References
- 87
- Citations by year
- 2026: 8 · 2025: 3 · 2024: 13 · 2023: 10 · 2022: 16 · 2021: 20 · 2020: 24 · 2019: 20 · 2018: 14 · 2017: 7 · 2016: 4
- FWCI
- 33.48
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- IEEE Access (publishedVersion, other-oa)
- Spectrum Research Repository (Concordia University) (acceptedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Natural Sciences and Engineering Research Council of Canada
- Topics
- Physical Sciences › Computer Science › Information Systems › Information and Cyber Security
- Physical Sciences › Engineering › Control and Systems Engineering › Smart Grid Security and Resilience
- Physical Sciences › Computer Science › Computer Networks and Communications › IoT and Edge/Fog Computing
- Keywords
- cyber-physical systems, security trade-offs, biomedical implants, medical device security, unauthorized access prevention, emergency access, patient safety, medical device hacking
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