Security vulnerabilities, attacks, countermeasures, and regulations of networked medical devices – a review
Abstract
Over the last few years, healthcare administrations have been digitizing their provision of care that led to an increased number of networked medical devices and medical telemetry. Due to such digitization, medical devices have made phenomenal strides in the course of the last half-century. These networked medical devices have enhanced the quality and accessibility of health treatments by achieving pervasive healthcare vision. Moreover, these devices have transformed the canvas of medical treatments and improved the lives of the masses. Such innovation, as a result, assisted in paving the way for reliable healthcare facilities through the introduction of new areas of therapeutic and diagnostic treatments. Medical devices, nowadays, are portable, networked, and capable enough to facilitate human lives. The refined quality and variety of these devices put forward a promising future. However, on the other hand, the healthcare sector is experiencing the greatest amount of security breaches due to the presence of security flaws in medical devices. As these devices are no longer standalone systems and are network-connected, the attack surface has increased profoundly. Actually, devices in practice were designed, developed, and disseminated long ago. Therefore, they were not developed from the ground up with security as a vital design constraint. The flaws present in these devices have acquired the consideration of researchers from both industry and academia. In this paper, we studi…
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Any cyber-attack may have a drastic impact, risking the life of patients.
“Potentially, any cyber-attack may have a drastic impact, risking the life of patients (Yaacoub et al., 2020; Yaqoob et al., 2019).”
From IoMT amid COVID-19 pandemic: Application, architecture, technology, and security (2021) · cites this paper as Yaqoob et al., 2019
Cites
Innovative instructions and software model for isolated execution
Mckeen, F., Alexandrovich, I., Berenzon, A., Rozas, C. V., Shafi, H., Shanbhogue, V., & Savagaonkar, U. R. (2013) · Hardware and Architectural Support for Security and Privacy · doi:10.1145/2487726.2488368 · Cited by 1,103 · see citing works
A Survey of Wearable Devices and Challenges
Seneviratne, S., Hu, Y., Nguyen, T., Lan, G., Khalifa, S., Thilakarathna, K., Hassan, M., & Seneviratne, A. P. (2017) · IEEE Communications Surveys & Tutorials · doi:10.1109/comst.2017.2731979 · Cited by 844 · see citing works
Sanctum: Minimal Hardware Extensions for Strong Software Isolation
Costan, V. V., Lebedev, I. A., & Devadas, S. (2016) · Cited by 379 · see citing works
Wearable 2.0: Enabling Human-Cloud Integration in Next Generation Healthcare Systems
Chen, M., Ma, Y., Li, Y., et al. (2017) · IEEE Communications Magazine · doi:10.1109/mcom.2017.1600410cm · Cited by 379 · see citing works
Huckvale, K., Prieto, J. T., Tilney, M., Benghozi, P.-J., & Car, J. (2015) · BMC Medicine · doi:10.1186/s12916-015-0444-y · Cited by 376 · see citing works
Wireless Body Area Networks: Applications and Technologies
Negra, R., Jemili, I., & Belghith, A. (2016) · Procedia Computer Science · doi:10.1016/j.procs.2016.04.266 · Cited by 361 · see citing works
Koeberl, P., Schulz, S., Sadeghi, A., et al. (2014) · European Conference on Computer Systems · doi:10.1145/2592798.2592824 · Cited by 340 · see citing works
Privacy and Security in Internet of Things and Wearable Devices
Arias, O., Wurm, J., Hoang, K., & Jin, Y. (2015) · IEEE Transactions on Multi-Scale Computing Systems · doi:10.1109/tmscs.2015.2498605 · Cited by 337 · 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
Edge cognitive computing based smart healthcare system
Chen, M., Li, W., Hao, Y., Qian, Y., & Humar, I. (2018) · Future Generation Computer Systems · doi:10.1016/j.future.2018.03.054 · Cited by 290 · see citing works
Ghost Talk: Mitigating EMI Signal Injection Attacks against Analog Sensors
Kune, D. F., Backes, J., Clark, S. S., Kramer, D. B., Reynolds, M., Fu, K. E., Kim, Y., & Xu, W. (2013) · IEEE Symposium on Security and Privacy (S&P) · doi:10.1109/sp.2013.20 · Cited by 281 · see citing works
Medical Device Recalls and the FDA Approval Process
Zuckerman, D. M., Brown, P. J., & Nissen, S. E. (2011) · Archives of Internal Medicine · doi:10.1001/archinternmed.2011.30 · Cited by 266 · see citing works
Brasser, F., Mahjoub, B. E., Sadeghi, A., et al. (2015) · Proceedings - ACM IEEE Design Automation Conference · doi:10.1145/2744769.2744922 · 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
5G-Smart Diabetes: Toward Personalized Diabetes Diagnosis with Healthcare Big Data Clouds
Chen, M., Yang, J., Zhou, J., Hao, Y., Zhang, J., & Youn, C. (2018) · IEEE Communications Magazine · doi:10.1109/mcom.2018.1700788 · Cited by 266 · see citing works
C-FLAT: Control-Flow Attestation for Embedded Systems Software
Abera, T., Asokan, N., Davi, L., Ekberg, J.-E., Nyman, T., Paverd, A., Sadeghi, A.-R., & Tsudik, G. (2016) · Proceedings of the 2016 ACM SIGSAC Conference on Computer and Communications Security · doi:10.1145/2976749.2978358 · Cited by 258 · 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
Yu, B., Kang, S.-Y., Akthakul, A., Ramadurai, N., Pilkenton, M., Patel, A. C., Nashat, A. H., Anderson, D. G., Sakamoto, F. H., Gilchrest, B. A., et al. (2016) · Nature Materials · doi:10.1038/nmat4635 · Cited by 239 · see citing works
Privacy and Security in Internet of Things and Wearable Devices
AriasOrlando, WurmJacob, HoangKhoa, & Jin, Y. (2015) · IEEE Transactions on Multi-Scale Computing Systems · doi:10.5555/2925509.2925546 · Cited by 203 · see citing works
Liu, X., Zhou, Z. G., Diao, W., Li, Z., & Zhang, K. (2015) · ACM SIGSAC Conference on Computer and Communications Security (CCS) · doi:10.1145/2810103.2813668 · Cited by 179 · see citing works
Embedded systems security: Threats, vulnerabilities, and attack taxonomy
Papp, D., Ma, Z., & Buttyán, L. (2015) · Conference on Privacy, Security and Trust · doi:10.1109/pst.2015.7232966 · Cited by 177 · see citing works
Davi, L., Hanreich, M., Paul, D., et al. (2015) · Proceedings - ACM IEEE Design Automation Conference · doi:10.1145/2744769.2744847 · Cited by 172 · see citing works
Security and Privacy in the Internet of Medical Things: Taxonomy and Risk Assessment
Alsubaei, F., Abuhussein, A., & Shiva, S. (2017) · 2017 IEEE 42nd Conference on Local Computer Networks Workshops (LCN Workshops) · doi:10.1109/lcn.workshops.2017.72 · Cited by 162 · see citing works
FDA Regulation of Mobile Medical Apps
Shuren, J. E., Patel, B., & Gottlieb, S. L. (2018) · JAMA · doi:10.1001/jama.2018.8832 · Cited by 155 · see citing works
Cloud-assisted body area networks: state-of-the-art and future challenges
Fortino, G., Fatta, G. D., Pathan, M., & Vasilakos, A. V. (2014) · Wireless Networks · doi:10.1007/s11276-014-0714-1 · Cited by 152 · see citing works
Pirbhulal, S., Zhang, H., Wu, W., Mukhopadhyay, S. C., & Zhang, Y. (2018) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2018.2815155 · Cited by 150 · see citing works
MoCFI: A Framework to Mitigate Control-Flow Attacks on Smartphones
Davi, L., Dmitrienko, A., Egele, M., et al. (2012) · Cited by 147 · see citing works
A Novel Authentication and Key Agreement Scheme for Implantable Medical Devices Deployment
Wazid, M., Das, A. K., Kumar, N., Conti, M., & Vasilakos, A. V. (2017) · IEEE Journal of Biomedical and Health Informatics · doi:10.1109/jbhi.2017.2721545 · Cited by 144 · see citing works
Wearable Medical Sensor-Based System Design: A Survey
Mosenia, A., Sur‐Kolay, S., Raghunathan, A., & Jha, N. K. (2017) · IEEE Transactions on Multi-Scale Computing Systems · doi:10.1109/tmscs.2017.2675888 · Cited by 143 · see citing works
Ghost-in-ZigBee: Energy Depletion Attack on ZigBee-Based Wireless Networks
Cao, X., Shila, D. M., Cheng, Y., et al. (2016) · IEEE Internet of Things Journal · doi:10.1109/jiot.2016.2516102 · Cited by 135 · see citing works
Trustworthiness of Medical Devices and Body Area Networks
Zhang, M., Raghunathan, A., & Jha, N. K. (2014) · Proceedings of the IEEE · doi:10.1109/jproc.2014.2322103 · Cited by 134 · 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
Uncovering Privacy Leakage in BLE Network Traffic of Wearable Fitness Trackers
Das, A., Pathak, P. H., Chuah, C., & Mohapatra, P. (2016) · IEEE Workshop on Mobile Computing Systems and Applications (WMCSA) · doi:10.1145/2873587.2873594 · Cited by 129 · see citing works
Wang, C., Guo, X., Wang, Y., Chen, Y. J., & Liu, B. (2016) · ACM Asia Conference on Computer and Communications Security (ASIA CCS) · doi:10.1145/2897845.2897847 · Cited by 117 · see citing works
Wearable Technology Devices Security and Privacy Vulnerability Analysis
Ching, K. W., & Singh, M. M. (2016) · International Journal of Network Security & Its Applications · doi:10.5121/ijnsa.2016.8302 · Cited by 117 · see citing works
Heap bounds protection with low fat pointers
Duck, G. J., & Yap, R. H. C. (2016) · doi:10.1145/2892208.2892212 · Cited by 110 · see citing works
Security in the integration of low-power Wireless Sensor Networks with the Internet: A survey
Granjal, J., Monteiro, E., & Silva, J. S. (2014) · Ad Hoc Networks · doi:10.1016/j.adhoc.2014.08.001 · Cited by 105 · see citing works
Marin, E., Singelée, D., Garcia, F. D., Tom Chothia, A., Willems, R., & Bart Preneel, A. (2016) · Annual Computer Security Applications Conference · doi:10.1145/2991079.2991094 · Cited by 102 · see citing works
Dessouky, G., Zeitouni, S., Nyman, T., et al. (2017) · Proceedings - ACM IEEE Design Automation Conference · doi:10.1145/3061639.3062276 · Cited by 101 · see citing works
Christoulakis, N., Christou, G., Athanasopoulos, E., et al. (2016) · ACM Conference on Data and Application Security and Privacy (CODASPY) · doi:10.1145/2857705.2857722 · Cited by 97 · see citing works
Heneghan, C., Thompson, M., Billingsley, M., et al. (2011) · BMJ Open · doi:10.1136/bmjopen-2011-000155 · Cited by 89 · see citing works
Security Considerations in Minutiae-Based Fuzzy Vaults
Tams, B., Mihăilescu, P., & Munk, A. (2015) · IEEE Transactions on Information Forensics and Security · doi:10.1109/tifs.2015.2392559 · Cited by 85 · 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
Cleartext Data Transmissions in Consumer IoT Medical Devices
Wood, D. M., Apthorpe, N., & Feamster, N. (2017) · doi:10.1145/3139937.3139939 · Cited by 76 · see citing works
IEEE 802.11ah: A Long Range 802.11 WLAN at Sub 1 GHz
Sun, W., Choi, M., & Choi, S. (2013) · Journal of ICT Standardization · doi:10.13052/jicts2245-800x.125 · Cited by 76 · 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
Inside Job: Understanding and Mitigating the Threat of External Device Mis-Bonding on Android
Naveed, M., Zhou, X., Demetriou, S., Wang, X., & Gunter, C. A. (2014) · Network and Distributed System Security Symposium · doi:10.14722/ndss.2014.23097 · Cited by 72 · see citing works
Nagarakatte, S., Martin, M. M. K., & Zdancewic, S. (2014) · doi:10.1145/2544137.2544147 · Cited by 69 · see citing works
Goyal, R., Dragoni, N., & Spognardi, A. (2016) · ACM Symposium on Applied Computing · doi:10.1145/2851613.2851685 · Cited by 69 · see citing works
Assessing medical device vulnerabilities on the Internet of Things
McMahon, E., Williams, R. M., El, M., Samtani, S., Patton, M. W., & Chen, H. (2017) · IEEE International Conference on Intelligence and Security Informatics (ISI) · doi:10.1109/isi.2017.8004903 · Cited by 69 · see citing works
Privacy Implications of Wearable Health Devices
Paul, G., & Irvine, J. M. (2014) · International Conference on Security of Information and Networks (SIN) · doi:10.1145/2659651.2659683 · Cited by 68 · see citing works
Anatomy of a Vulnerable Fitness Tracking System
Classen, J., Wegemer, D., Patras, P., Spink, T., & Hollick, M. (2018) · Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies · doi:10.1145/3191737 · Cited by 68 · see citing works
Maiti, A., Jadliwala, M. S., Hu, J., et al. (2015) · doi:10.1145/2802083.2808397 · Cited by 67 · see citing works
Protecting Privacy of {BLE} Device Users
Fawaz, K., Kim, K.-H., & Shin, K. G. (2016) · USENIX Security Symposium · Cited by 67 · see citing works
Fit and Vulnerable: Attacks and Defenses for a Health Monitoring Device
Rahman, M., Cărbunar, B., & Banik, M. (2013) · doi:10.48550/arxiv.1304.5672 · Cited by 67 · see citing works
Vibration-based secure side channel for medical devices
Kim, Y., Lee, W.-S., Raghunathan, V., Jha, N. K., & Raghunathan, A. (2015) · ACM/IEEE Design Automation Conference (DAC) · doi:10.1145/2744769.2744928 · Cited by 64 · see citing works
Secure and Lightweight Network Admission and Transmission Protocol for Body Sensor Networks
He, D., Chen, C., Chan, S., et al. (2012) · IEEE Journal of Biomedical and Health Informatics · doi:10.1109/jbhi.2012.2235180 · Cited by 59 · see citing works
Key Agreement Schemes in Wireless Body Area Networks: Taxonomy and State-of-the-Art
Ali, A., & Khan, F. A. (2015) · Journal of Medical Systems · doi:10.1007/s10916-015-0272-9 · Cited by 58 · see citing works
App stores for the brain: Privacy & security in Brain-Computer Interfaces
Bonaci, T., Calo, R., & Chizeck, H. J. (2014) · doi:10.1109/ethics.2014.6893415 · Cited by 58 · see citing works
Brain-Computer Interface applications: Security and privacy challenges
Li, Q., Ding, D., & Conti, M. (2015) · IEEE Conference on Communications and Network Security · doi:10.1109/cns.2015.7346884 · Cited by 58 · see citing works
Medical Device Regulations: A Current Perspective
Gupta, S. K. (2015) · Journal of Young Pharmacists · doi:10.5530/jyp.2016.1.3 · Cited by 54 · see citing works
Cybersecurity and medical devices: A practical guide for cardiac electrophysiologists
Ransford, B., Kramer, D. B., Kune, D. F., de Medeiros, J. A., Chen, Y., Xu, W., Crawford, T., & Fu, K. E. (2017) · Pacing and Clinical Electrophysiology · doi:10.1111/pace.13102 · Cited by 54 · see citing works
Wearable device user authentication using physiological and behavioral metrics
Vhaduri, S., & Poellabauer, C. (2017) · IEEE International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC) · doi:10.1109/pimrc.2017.8292272 · Cited by 51 · see citing works
Latif, R., Abbas, H., & Assar, S. (2014) · Journal of Medical Systems · doi:10.1007/s10916-014-0128-8 · Cited by 50 · see citing works
Self-citationAn investigation of Bluetooth security vulnerabilities
Cope, P., Campbell, J., & Hayajneh, T. S. (2017) · IEEE Annual Computing and Communication Workshop and Conference (CCWC) · doi:10.1109/ccwc.2017.7868416 · Cited by 49 · see citing works
Patient Infusion Pattern based Access Control Schemes for Wireless Insulin Pump System
Hei, X., Du, X., Lin, S., Lee, I., & Sokolsky, O. V. (2014) · IEEE Transactions on Parallel and Distributed Systems · doi:10.1109/tpds.2014.2370045 · Cited by 47 · 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
Nagarakatte, S., Martin, M. M. K., & Zdancewic, S. (2014) · doi:10.1145/2581122.2544147 · Cited by 46 · see citing works
Khera, M. (2016) · Journal of Diabetes Science and Technology · doi:10.1177/1932296816677576 · Cited by 45 · see citing works
Physiological Information Leakage: A New Frontier in Health Information Security
Nia, A. M., Sur‐Kolay, S., Raghunathan, A., et al. (2015) · IEEE Transactions on Emerging Topics in Computing · doi:10.1109/tetc.2015.2478003 · Cited by 44 · see citing works
Comprehensive analysis of the authentication methods in wireless body area networks
Masdari, M., & Ahmadzadeh, S. (2016) · Security and Communication Networks · doi:10.1002/sec.1642 · Cited by 43 · see citing works
Menon, A., Murugan, S., Rebeiro, C., et al. (2017) · doi:10.1145/3092627.3092629 · Cited by 43 · see citing works
Wizemann, T. M. (2011) · Cited by 42 · see citing works
Cybersecurity for Hospitals and Healthcare Facilities
Ayala, L. (2016) · Apress eBooks · doi:10.1007/978-1-4842-2155-6 · Cited by 40 · see citing works
Deriving cryptographic keys from physiological signals
Altop, D. K., Levi, A. W., & Tuzcu, V. (2016) · Pervasive and Mobile Computing · doi:10.1016/j.pmcj.2016.08.004 · Cited by 39 · see citing works
Attacks on fitness trackers revisited: a case-study of unfit firmware securityPreprint
Rieck, J. (2016) · Sicherheit · doi:10.48550/arxiv.1604.03313 · Cited by 37 · see citing works
A Hybrid Security Mechanism for Intra-WBAN and Inter-WBAN Communications
Irum, S., Ali, A., Khan, F. A., & Abbas, H. (2013) · International Journal of Distributed Sensor Networks · doi:10.1155/2013/842608 · Cited by 35 · see citing works
Self-citationEnergy Optimization of ZigBee Based WBAN for Patient Monitoring
Pathak, S., Kumar, M. A., Mohan, A., et al. (2015) · Procedia Computer Science · doi:10.1016/j.procs.2015.10.055 · Cited by 33 · see citing works
Miao, F., Bao, S., & Li, Y. (2013) · IET Information Security · doi:10.1049/iet-ifs.2012.0104 · Cited by 32 · see citing works
Security Requirements, Counterattacks and Projects in Healthcare Applications Using WSNs - A ReviewPreprint
Fatema, N., & Brad, R. (2014) · arXiv (Cornell University) · doi:10.48550/arxiv.1406.1795 · Cited by 30 · see citing works
Machine-Learning Classifiers for Security in Connected Medical Devices
Gao, S., & Thamilarasu, G. (2017) · International Conference on Computer Communication and Networks (ICCCN) · doi:10.1109/icccn.2017.8038507 · Cited by 29 · see citing works
Security analysis of bluetooth low energy based smart wristbands
Zhang, Q., & Liang, Z. (2017) · International Conference on Frontiers of Sensors Technologies (ICFST) · doi:10.1109/icfst.2017.8210548 · Cited by 29 · see citing works
Characterization of early smartwatch apps
Chauhan, J., Seneviratne, S., Kâafar, M. A., et al. (2016) · IEEE International Conference on Pervasive Computing and Communication Workshops (PerCom Workshops) · doi:10.1109/percomw.2016.7457170 · Cited by 27 · see citing works
Towards trustworthy medical devices and body area networks
Zhang, M., Raghunathan, A., & Jha, N. K. (2013) · Proceedings - ACM IEEE Design Automation Conference · doi:10.1145/2463209.2488751 · Cited by 26 · see citing works
Assessing Pairing and Data Exchange Mechanism Security in the Wearable Internet of Things
Lotfy, K., & Hale, M. L. (2016) · IEEE International Conference on Mobile Services · doi:10.1109/mobserv.2016.15 · Cited by 24 · see citing works
ELPA: A new key agreement scheme based on linear prediction of ECG features for WBAN
Zaghouani, E. K., Jemai, A., Benzina, A., et al. (2015) · European Signal Processing Conference (EUSIPCO) · doi:10.1109/eusipco.2015.7362349 · Cited by 22 · see citing works
Know Your Enemy: Characteristics of Cyber-Attacks on Medical Imaging DevicesPreprint
Mahler, T., Nissim, N., Shalom, E., et al. (2018) · arXiv (Cornell University) · doi:10.48550/arxiv.1801.05583 · Cited by 22 · see citing works
Security of implantable medical devices: limits, requirements, and proposals
Ellouze, N., Allouche, M., Ahmed, H. B., Rekhis, S., & Boudriga, N. A. (2013) · Security and Communication Networks · doi:10.1002/sec.939 · Cited by 21 · see citing works
Security for Wireless Implantable Medical Devices
Hei, X., & Du, X. (2013) · SpringerBriefs in computer science · doi:10.1007/978-1-4614-7153-0 · Cited by 20 · see citing works
Security and Privacy Issues in Wireless Sensor Networks for Healthcare
Agrawal, V. (2015) · Lecture notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering · doi:10.1007/978-3-319-19656-5_32 · Cited by 19 · see citing works
Improving Google glass security and privacy by changing the physical and software structure
Safavi, S. (2015) · Figshare · doi:10.6084/m9.figshare.1284005 · Cited by 19 · see citing works
Securing the exocortex: A twenty-first century cybernetics challenge
Bonaci, T., Herron, J. A., Matlack, C., et al. (2014) · IEEE Conference on Norbert Wiener in the 21st Century (21CW) · doi:10.1109/norbert.2014.6893912 · Cited by 18 · see citing works
Design of Wearable Health Monitoring Systems: An Overview of Techniques and Technologies
Boulemtafes, A., & Badache, N. (2015) · Annals of information systems · doi:10.1007/978-3-319-23341-3_6 · Cited by 18 · see citing works
Medical Device Regulation: Time to Improve Performance
Dhruva, S. S., & Redberg, R. F. (2012) · PLoS Medicine · doi:10.1371/journal.pmed.1001277 · Cited by 17 · see citing works
Reliability and security of implantable and wearable medical devices
Kim, Y., Lee, W., Raghunathan, A., Raghunathan, V., & Jha, N. K. (2015) · Elsevier eBooks · doi:10.1016/b978-0-323-26208-8.00008-x · Cited by 16 · see citing works
Design of real-time encryption module for secure data protection of wearable healthcare devices
Kim, J., Lee, B. J., & Yoo, S. K. (2013) · doi:10.1109/embc.2013.6609993 · Cited by 16 · see citing works
Assessment of security vulnerabilities in wearable devices
Cusack, B. O., Antony, B., Ward, G., et al. (2017) · Australasian Journal of Paramedicine · doi:10.4225/75/5a84e6c295b44 · Cited by 16 · see citing works
A Value Blueprint Approach to Cybersecurity in Networked Medical Devices
Tanev, G., Tzolov, P., & Apiafi, R. (2015) · Technology Innovation Management Review · doi:10.22215/timreview/903 · Cited by 14 · see citing works
Lack of Security of Networked Medical Equipment in Radiology
Moses, V., & Korah, I. (2015) · American Journal of Roentgenology · doi:10.2214/ajr.14.12882 · Cited by 14 · see citing works
BurnFit: Analyzing and Exploiting Wearable Devices
Kim, D., Park, S., Choi, K., & Kim, Y. (2016) · Lecture notes in computer science · doi:10.1007/978-3-319-31875-2_19 · Cited by 14 · see citing works
New Plain-Text Authentication Secure Scheme for Implantable Medical Devices with Remote Control
Belkhouja, T., Du, X., Mohamed, A. M. S., et al. (2017) · Globecom · doi:10.1109/glocom.2017.8255015 · Cited by 14 · see citing works
Pairing and Authentication Security Technologies in Low-Power Bluetooth
Xu, J., Zhang, T., Dong, L. R., Mao, Y., Liu, X., Chen, S., Shao, S., Tian, B., & Yi, S. (2013) · IEEE International Conference on Internet of Things (iThings) and IEEE Green Computing and Communications (GreenCom) and IEEE Cyber, Physical and Social Computing (CPSCom) and IEEE Smart Data (SmartData) · doi:10.1109/greencom-ithings-cpscom.2013.185 · Cited by 13 · see citing works
Semantic attacks on wireless medical devices
Yan, R., Xu, T., & Potkonjak, M. (2014) · Proceedings of IEEE Sensors/Proceedings of IEEE Sensors ... · doi:10.1109/icsens.2014.6985040 · Cited by 12 · see citing works
Physiological-Signal-Based Key Negotiation Protocols for Body Sensor Networks: A Survey
Zhao, H., Xu, R., Shu, M., et al. (2015) · IEEE International Symposium on Autonomous Decentralized Systems (ISADS) · doi:10.1109/isads.2015.13 · Cited by 10 · see citing works
OpSecure: A Secure Unidirectional Optical Channel for Implantable Medical Devices
Mosenia, A., & Jha, N. K. (2017) · IEEE Transactions on Multi-Scale Computing Systems · doi:10.1109/tmscs.2017.2771347 · Cited by 10 · see citing works
Feasibility analysis for deploying national healthcare information system (NHIS) for Pakistan
Yaqoob, T., Mir, F., Abbas, H., Shahid, W. B., Shafqat, N., & Amjad, M. F. (2017) · IEEE International Conference on e-Health Networking, Applications and Services (Healthcom) · doi:10.1109/healthcom.2017.8210836 · Cited by 10 · see citing works
Self-citationAn authentication protocol for wearable medical devices
Long, W. J., & Lin, W. (2017) · International Conference & Expo on Emerging Technologies for a Smarter World (CEWIT) · doi:10.1109/cewit.2017.8263140 · Cited by 10 · see citing works
Wireless Sensor Networks: A Medical Perspective
Emary, I. M. M. E., & Ramakrishnan, S. (2013) · CRC Press eBooks · doi:10.1201/b15425-29 · Cited by 9 · see citing works
Fouad, M. M., El-Bendary, N., Ramadan, R. Α., et al. (2013) · CRC Press eBooks · doi:10.1201/b15425-32 · Cited by 8 · see citing works
Towards an Inherently Secure Run-Time Environment for Medical Devices
Bresch, C., Chollet, S., & Hély, D. (2018) · IEEE International Congress on Internet of Things (ICIOT) · doi:10.1109/iciot.2018.00027 · Cited by 6 · see citing works
Barlas, S. (2017) · PubMed · Cited by 6 · see citing works
Program Anomaly Detection Against Data-Oriented Attacks
Long, C. (2018) · VTechWorks (Virginia Tech) · Cited by 5 · see citing works
Principles of Data Flow Integrity: Specification and Enforcement
Ramezanifarkhani, T., & Razzazi, M. (2015) · doi:10.6688/jise.2015.31.2.9 · Cited by 4 · see citing works
Jagannathan, S., & Sorini, A. (2016) · IEEE Symposium on Product Compliance Engineering (ISPCE) · doi:10.1109/ispce.2016.7492841 · Cited by 4 · see citing works
DEMİR, A., & Tatlı, E. İ. (2018) · Bilişim Teknolojileri Dergisi · doi:10.17671/gazibtd.301668 · Cited by 2 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
IoMT amid COVID-19 pandemic: Application, architecture, technology, and security
Mohd Aman, A. H., Hassan, W. H., Sameen, S., Attarbashi, Z. S., Alizadeh, M., & Latiff, L. A. (2021) · Journal of Network and Computer Applications · doi:10.1016/j.jnca.2020.102886 · Cited by 237 · see citing works
A Survey on Security and Privacy Issues in Modern Healthcare Systems: Attacks and Defenses
Newaz, A. I., Sikder, A. K., Rahman, M. A., & Uluagac, A. S. (2021) · ACM Transactions on Computing for Healthcare · doi:10.1145/3453176 · Cited by 225 · see citing works
Rasool, R. U., Ahmad, H. F., Rafique, W., Qayyum, A., & Qadir, J. (2022) · Journal of Network and Computer Applications · doi:10.1016/j.jnca.2022.103332 · Cited by 177 · see citing works
Security of Blockchain and AI-Empowered Smart Healthcare: Application-Based Analysis
Alabdulatif, A., Khalil, I., & Saidur Rahman, M. (2022) · Applied Sciences · doi:10.3390/app122111039 · Cited by 117 · see citing works
Dew-Cloud-Based Hierarchical Federated Learning for Intrusion Detection in IoMT
Singh, P., Gaba, G. S., Kaur, A., Hedabou, M., & Gurtov, A. (2023) · IEEE Journal of Biomedical and Health Informatics · doi:10.1109/jbhi.2022.3186250 · Cited by 103 · see citing works
Blockchain Enabled Anonymous Privacy-Preserving Authentication Scheme for Internet of Health Things
Rajasekaran, A. S., Maria, A., Rajagopal, M., & Lorincz, J. (2022) · Sensors · doi:10.3390/s23010240 · Cited by 26 · see citing works
Boussi Rahmouni, H., Hassine, N. B. E. H., Chouchen, M., Ceylan, H. İ., Muntean, R. I., Bragazzi, N. L., & Dergaa, I. (2025) · Healthcare · doi:10.3390/healthcare13202553 · Cited by 25 · see citing works
Hong, A. E., Malinovsky, P. P., & Damodaran, S. K. (2024) · Digital Threats: Research and Practice · doi:10.1145/3604434 · Cited by 11 · see citing works
- Authors
- Yaqoob, T., Abbas, H., & Atiquzzaman, M.
- Affiliations
- National University of Sciences and Technology (PK)
- University of Oklahoma (US)
- Venue
- IEEE Communications Surveys & Tutorials
- Published
- 2019
- Volume
- 21
- Issue
- 4
- Pages
- 3723-3768
- ISSN
- 1553-877X (ISSN-L)
- 2373-745X
- OpenAlex
- W2943017035
- Cited by
- 236
- References
- 115
- Citations by year
- 2026: 21 · 2025: 40 · 2024: 40 · 2023: 43 · 2022: 33 · 2021: 38 · 2020: 19 · 2019: 2
- FWCI
- 12.59
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- Locations
- IEEE Communications Surveys & Tutorials (publishedVersion)
- Funders
- Higher Education Commission, Pakistan (2(1078)/HEC/M&E/2018/707)
- Topics
- Physical Sciences › Computer Science › Computer Networks and Communications › IoT and Edge/Fog Computing
- Physical Sciences › Computer Science › Information Systems › Internet of Things and AI
- Physical Sciences › Computer Science › Information Systems › Information and Cyber Security
- Keywords
- networked medical devices, medical device security, security vulnerabilities, security countermeasures, healthcare cybersecurity, biotelemetry, security regulations
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review