Differential Privacy for IoT-Enabled Critical Infrastructure: A Comprehensive Survey
The rapid evolution of the Internet of Things (IoT) paradigm during the last decade has lead to its adoption in critical infrastructure. However, the multitude of benefits that are derived from the IoT paradigm are short-lived due to the exponential rise in the associated security and privacy threat...
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| Veröffentlicht in: | IEEE access 2021, Vol.9, p.153276-153304 |
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| creator | Husnoo, Muhammad Akbar Anwar, Adnan Chakrabortty, Ripon K. Doss, Robin Ryan, Mike J. |
| description | The rapid evolution of the Internet of Things (IoT) paradigm during the last decade has lead to its adoption in critical infrastructure. However, the multitude of benefits that are derived from the IoT paradigm are short-lived due to the exponential rise in the associated security and privacy threats. Adversaries carry out privacy-oriented attacks to gain access to the sensitive and confidential data of critical infrastructure for various self-centered, political and commercial gains. In the past, researchers have employed several privacy preservation approaches including cryptographic encryption and k-anonymity to secure IoT-enabled critical infrastructure. However, for various reasons, those proposed solutions are not well suited for modern IoT-enabled critical infrastructure. Therefore, Dwork's differential privacy has emerged as the most viable privacy preservation strategy for IoT-enabled critical infrastructure. This paper provides a comprehensive and extensive survey of the application and implementation of differential privacy in four major application domains of IoT-enabled critical infrastructure: Smart Grids (SGs), Intelligent Transport Systems (ITSs), healthcare and medical systems, and Industrial Internet of Things (IIoT). Finally, we discuss some promising future research directions in differential privacy for IoT-enabled critical infrastructure. |
| doi_str_mv | 10.1109/ACCESS.2021.3124309 |
| format | Article |
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However, the multitude of benefits that are derived from the IoT paradigm are short-lived due to the exponential rise in the associated security and privacy threats. Adversaries carry out privacy-oriented attacks to gain access to the sensitive and confidential data of critical infrastructure for various self-centered, political and commercial gains. In the past, researchers have employed several privacy preservation approaches including cryptographic encryption and k-anonymity to secure IoT-enabled critical infrastructure. However, for various reasons, those proposed solutions are not well suited for modern IoT-enabled critical infrastructure. Therefore, Dwork's differential privacy has emerged as the most viable privacy preservation strategy for IoT-enabled critical infrastructure. This paper provides a comprehensive and extensive survey of the application and implementation of differential privacy in four major application domains of IoT-enabled critical infrastructure: Smart Grids (SGs), Intelligent Transport Systems (ITSs), healthcare and medical systems, and Industrial Internet of Things (IIoT). 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This paper provides a comprehensive and extensive survey of the application and implementation of differential privacy in four major application domains of IoT-enabled critical infrastructure: Smart Grids (SGs), Intelligent Transport Systems (ITSs), healthcare and medical systems, and Industrial Internet of Things (IIoT). Finally, we discuss some promising future research directions in differential privacy for IoT-enabled critical infrastructure.</description><subject>Critical infrastructure</subject><subject>Cryptography</subject><subject>Differential privacy</subject><subject>healthcare systems</subject><subject>Industrial applications</subject><subject>Industrial Internet of Things</subject><subject>industrial Internet of Things (IIoT)</subject><subject>Infrastructure</subject><subject>intelligent transport system (ITS)</subject><subject>Intelligent transportation systems</subject><subject>Internet of Things</subject><subject>Medical services</subject><subject>Privacy</subject><subject>privacy preservation</subject><subject>Smart grid</subject><subject>smart grid (SG)</subject><subject>Smart grids</subject><subject>the Internet of Things (IoT)</subject><issn>2169-3536</issn><issn>2169-3536</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>ESBDL</sourceid><sourceid>RIE</sourceid><sourceid>DOA</sourceid><recordid>eNpNUUtL5EAQDrILivoLvAT2nNl-pZP2NsRRB4RdmPHc9KPa7WFMj5VkYP79tkbEulRRfC_4iuKGkgWlRP1edt1qs1kwwuiCUyY4UWfFBaNSVbzm8se3-7y4HoYdydPmV91cFNu7GAIg9GM0-_IvxqNxpzIkLNdpW616Y_fgyw7jGF0GrPuAZhhxcuOEcFsuyy69HhD-QT_EI5SbCY9wuip-BrMf4PpzXxbP96tt91g9_XlYd8unyolGjFUrHQ-ECCWtMqwVVlppmkAaBp5S76ywRhHia946aKWS4AVXRhISROuU4pfFetb1yez0AeOrwZNOJuqPR8IXbTAH34OuwQI3xvmaeCGNtxzAMs6IgmzTiKz1a9Y6YHqbYBj1Lk3Y5_iaSUKlkLxlGcVnlMM0DAjhy5US_d6GntvQ723ozzYy62ZmRQD4YqhaiUbV_D_9jYX3</recordid><startdate>2021</startdate><enddate>2021</enddate><creator>Husnoo, Muhammad Akbar</creator><creator>Anwar, Adnan</creator><creator>Chakrabortty, Ripon K.</creator><creator>Doss, Robin</creator><creator>Ryan, Mike J.</creator><general>IEEE</general><general>The Institute of Electrical and Electronics Engineers, Inc. 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| source | IEEE Open Access Journals; DOAJ Directory of Open Access Journals; Elektronische Zeitschriftenbibliothek - Frei zugängliche E-Journals |
| subjects | Critical infrastructure Cryptography Differential privacy healthcare systems Industrial applications Industrial Internet of Things industrial Internet of Things (IIoT) Infrastructure intelligent transport system (ITS) Intelligent transportation systems Internet of Things Medical services Privacy privacy preservation Smart grid smart grid (SG) Smart grids the Internet of Things (IoT) |
| title | Differential Privacy for IoT-Enabled Critical Infrastructure: A Comprehensive Survey |
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