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As cyber attackers become more sophisticated and adaptive, they can outsmart traditional intrusion detection and prevention systems, compromising the integrity and availability of these critical networks. Recognising the inevitability of cyber attacks and their potentially severe impacts, researchers have shifted from purely preventive security measures to a resilience-focused approach that prioritises rapid response and recovery to minimise disruptions. A comprehensive and standardised framework, developed based on the specific and unique requirements of IoT networks, can serve as a theoretical and practical foundation for designing and implementing effective and resilient mechanisms.<\/jats:p>\n                  <jats:p>This survey examines the concept of cyber resilience in IoT networks, with a focus on both framework development and the critique of proposed mechanisms. It introduces a customised cyber resilience framework tailored for IoT networks, based on the Cyber Resilience Framework by the National Institute of Standards and Technology (NIST). Also, it provides a roadmap and structured development process to facilitate the implementation of resilience mechanisms. The survey categorises existing cyber resilience mechanisms for IoT networks based on the techniques and approaches used and evaluates their effectiveness in achieving cyber resilience goals using the customised framework.<\/jats:p>","DOI":"10.1145\/3818682","type":"journal-article","created":{"date-parts":[[2026,5,30]],"date-time":"2026-05-30T10:01:56Z","timestamp":1780135316000},"page":"1-45","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Cyber Resilience in IoT Networks Revisited: Frameworks, Mechanisms, and Future Directions"],"prefix":"10.1145","volume":"58","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0418-1024","authenticated-orcid":false,"given":"Foroozan","family":"Darbandeh","sequence":"first","affiliation":[{"name":"University of Surrey","place":["Guildford, United Kingdom of Great Britain and Northern Ireland"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9607-376X","authenticated-orcid":false,"given":"Muhammad Rizwan","family":"Asghar","sequence":"additional","affiliation":[{"name":"University of Surrey","place":["Guildford, United Kingdom of Great Britain and Northern Ireland"]},{"name":"The University of Auckland","place":["Guildford, United Kingdom of Great Britain and Northern Ireland"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2680-4907","authenticated-orcid":false,"given":"Liqun","family":"Chen","sequence":"additional","affiliation":[{"name":"University of Surrey","place":["Guildford, United Kingdom of Great Britain and Northern Ireland"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2026,6,26]]},"reference":[{"key":"e_1_3_2_2_2","volume-title":"Architectural Considerations in Smart Object Networking","author":"Shelby Z.","year":"2015","unstructured":"Z. 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Retrieved from https:\/\/csrc.nist.gov\/pubs\/sp\/800\/37\/r2\/final","journal-title":"NIST SP 800-37 Rev. 2"},{"key":"e_1_3_2_32_2","volume-title":"Proceedings of the International Symposium on Telecommunications","author":"Ghaffari Fariba","year":"2018","unstructured":"Fariba Ghaffari and Abouzar Arabsorkhi. 2018. A new adaptive cyber-security capability maturity model. In Proceedings of the International Symposium on Telecommunications. Retrieved from https:\/\/www.energy.gov\/ceser\/cybersecurity-capability-maturity-model-c2m2"},{"issue":"1","key":"e_1_3_2_33_2","first-page":"1","article-title":"IoT cyber risk: A holistic analysis of cyber risk assessment frameworks, risk vectors, and risk ranking process","volume":"2020","author":"Kandasamy Kamalanathan","year":"2020","unstructured":"Kamalanathan Kandasamy, Sethuraman Srinivas, Krishnashree Achuthan, and Venkat P. Rangan. 2020. 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IEEE, 1\u20138."},{"issue":"1","key":"e_1_3_2_41_2","doi-asserted-by":"crossref","first-page":"1000","DOI":"10.1109\/TITS.2022.3188671","article-title":"An explainable deep learning framework for resilient intrusion detection in IoT-enabled transportation networks","volume":"24","author":"Oseni Ayodeji","year":"2022","unstructured":"Ayodeji Oseni, Nour Moustafa, Gideon Creech, Nasrin Sohrabi, Andrew Strelzoff, Zahir Tari, and Igor Linkov. 2022. An explainable deep learning framework for resilient intrusion detection in IoT-enabled transportation networks. 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(2021) 347\u2013369.","DOI":"10.1007\/978-3-030-76653-5_19"},{"key":"e_1_3_2_44_2","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1016\/j.comcom.2021.07.009","article-title":"Blockchain management and machine learning adaptation for IoT environment in 5G and beyond networks: A systematic review","volume":"178","author":"Miglani Arzoo","year":"2021","unstructured":"Arzoo Miglani and Neeraj Kumar. 2021. Blockchain management and machine learning adaptation for IoT environment in 5G and beyond networks: A systematic review. Computer Communications 178 (2021), 37\u201363.","journal-title":"Computer Communications"},{"key":"e_1_3_2_45_2","first-page":"230","volume-title":"Proceedings of the 2019 22nd Conference on Innovation in Clouds, Internet and Networks and Workshops (ICIN)","author":"Ozeer Umar","year":"2019","unstructured":"Umar Ozeer, Lo\u00efc Letondeur, Fran\u00e7ois-Ga\u00ebl Ottogalli, Gwen Sala\u00fcn, and Jean-Marc Vincent. 2019. Designing and implementing resilient IoT applications in the fog: A smart home use case. In Proceedings of the 2019 22nd Conference on Innovation in Clouds, Internet and Networks and Workshops (ICIN). IEEE, 230\u2013232."},{"key":"e_1_3_2_46_2","first-page":"1","volume-title":"2017 9th International Workshop on Resilient Networks Design and Modeling (RNDM)","author":"Sterbenz James P. G.","year":"2017","unstructured":"James P. G. Sterbenz. 2017. Smart city and IoT resilience, survivability, and disruption tolerance: Challenges, modelling, and a survey of research opportunities. In 2017 9th International Workshop on Resilient Networks Design and Modeling (RNDM). IEEE, 1\u20136."},{"key":"e_1_3_2_47_2","first-page":"8","volume-title":"Proceedings of the 1st ACM Workshop on the Internet of Safe Things","author":"Kim Hokeun","year":"2017","unstructured":"Hokeun Kim, Eunsuk Kang, David Broman, and Edward A. Lee. 2017. An architectural mechanism for resilient IoT services. In Proceedings of the 1st ACM Workshop on the Internet of Safe Things. 8\u201313."},{"key":"e_1_3_2_48_2","doi-asserted-by":"crossref","first-page":"19616","DOI":"10.1109\/ACCESS.2019.2897095","article-title":"ARCA-IoT: An attack-resilient cloud-assisted IoT system","volume":"7","author":"Javaid Sabeen","year":"2019","unstructured":"Sabeen Javaid, Hammad Afzal, Muhammad Babar, Fahim Arif, Zhiyuan Tan, and Mian Ahmad Jan. 2019. ARCA-IoT: An attack-resilient cloud-assisted IoT system. IEEE Access 7 (2019), 19616\u201319630.","journal-title":"IEEE Access"},{"key":"e_1_3_2_49_2","first-page":"344","volume-title":"Proceedings of the 2019 7th International Conference on Information Technology: IoT and Smart City","author":"Yassin Warusia","year":"2019","unstructured":"Warusia Yassin, Raihana Abdullah, Mohd Faizal Abdollah, Zaki Mas\u2019 ud, and Farah Adeliena Bakhari. 2019. An IoT botnet prediction model using frequency based dependency graph: Proof-of-concept. In Proceedings of the 2019 7th International Conference on Information Technology: IoT and Smart City. 344\u2013352."},{"key":"e_1_3_2_50_2","volume-title":"Proceedings of the 2017 IEEE International Conference on Internet of Things","author":"Fan Kai","year":"2017","unstructured":"Kai Fan, Jiapeng Lu, Dazhen Sun, and Yong Jin. 2017. Failure resilient routing via IoT networks. In Proceedings of the 2017 IEEE International Conference on Internet of Things. IEEE."},{"issue":"6","key":"e_1_3_2_51_2","first-page":"10","article-title":"IoMT: A driven eHealth care systems, key applications, and challenges","volume":"8","author":"Wazid Mohammad","year":"2019","unstructured":"Mohammad Wazid, Ashok Kumar Das, Razi Hussain, Giancarlo Succi, and Joel J. P. C. Rodrigues. 2019. IoMT: A driven eHealth care systems, key applications, and challenges. 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In Proceedings of the 9th ACM Conference on Security & Privacy in Wireless and Mobile Networks. 171\u2013182."},{"issue":"19","key":"e_1_3_2_55_2","doi-asserted-by":"crossref","first-page":"6463","DOI":"10.1109\/JSEN.2017.2739188","article-title":"Optimising multipath routing with guaranteed fault tolerance in Internet of Things","volume":"17","author":"Hasan Mohammed Zaki","year":"2017","unstructured":"Mohammed Zaki Hasan and Fadi Al-Turjman. 2017. Optimising multipath routing with guaranteed fault tolerance in Internet of Things. 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Pathirana, Aruna Seneviratne, Jun Li, and H. Vincent Poor. 2021. Federated learning for cyber security in Internet of Things: A comprehensive survey. IEEE communications surveys & tutorials 23, 3 (2021), 1622\u20131658.","journal-title":"IEEE communications surveys & tutorials"},{"key":"e_1_3_2_58_2","doi-asserted-by":"publisher","DOI":"10.6028\/NIST.SP.800-207"},{"key":"e_1_3_2_59_2","first-page":"3940","article-title":"An attack-resilient architecture for the Internet of Things","volume":"15","author":"Almohri Hussain M. J.","year":"2020","unstructured":"Hussain M. J. Almohri, Layne T. Watson, and David Evans. 2020. An attack-resilient architecture for the Internet of Things. 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Brands, Peter Doliwa, Jerry den Hartog, Erik Kraft, Marcel Medwed, Ventzislav Nikov, Joost Renes, Martin Rosso, Tobias Schneider, et\u00a0al. 2022. Cyber resilience for the Internet of Things: Implementations with resilience engines and attack classifications. IEEE Transactions on Emerging Topics in Computing 12, 2 (2024), 583\u2013600.","journal-title":"IEEE Transactions on Emerging Topics in Computing"},{"key":"e_1_3_2_67_2","first-page":"545","volume-title":"Proceedings of the 2015 IEEE International Conference on Intelligent Computer Communication and Processing (ICCP)","author":"Sandor Hunor","year":"2015","unstructured":"Hunor Sandor, Bela Genge, and Gheorghe Sebestyen-Pal. 2015. Resilience in the internet of things: The software defined networking approach. In Proceedings of the 2015 IEEE International Conference on Intelligent Computer Communication and Processing (ICCP). IEEE, 545\u2013552."},{"issue":"1","key":"e_1_3_2_68_2","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1007\/s12243-016-0530-y","article-title":"A resilient Internet of Things architecture for smart cities","volume":"72","author":"Abreu David Perez","year":"2017","unstructured":"David Perez Abreu, Karima Velasquez, Marilia Curado, and Edmundo Monteiro. 2017. A resilient Internet of Things architecture for smart cities. Annals of Telecommunications 72, 1 (2017), 19\u201330.","journal-title":"Annals of Telecommunications"},{"key":"e_1_3_2_69_2","doi-asserted-by":"crossref","first-page":"261","DOI":"10.1109\/MILCOM.2017.8170858","volume-title":"Proceedings of the 2017 IEEE Military Communications Conference (MILCOM)","author":"Liang Xueping","year":"2017","unstructured":"Xueping Liang, Juan Zhao, Sachin Shetty, and Danyi Li. 2017. Towards data assurance and resilience in IoT using blockchain. In Proceedings of the 2017 IEEE Military Communications Conference (MILCOM). IEEE, 261\u2013266."},{"key":"e_1_3_2_70_2","first-page":"1","volume-title":"2017 9th International Workshop on Resilient Networks Design and Modeling (RNDM)","author":"Modarresi Amir","year":"2017","unstructured":"Amir Modarresi, Siddharth Gangadhar, and James P. G. Sterbenz. 2017. A framework for improving network resilience using SDN and fog nodes. In 2017 9th International Workshop on Resilient Networks Design and Modeling (RNDM). IEEE, 1\u20137."},{"key":"e_1_3_2_71_2","doi-asserted-by":"crossref","first-page":"813","DOI":"10.1109\/WF-IoT.2018.8355149","volume-title":"2018 IEEE 4th World Forum on Internet of Things (WF-IoT)","author":"Javed Asad","year":"2018","unstructured":"Asad Javed, Keijo Heljanko, Andrea Buda, and Kary Fr\u00e4mling. 2018. CEFIoT: A fault-tolerant IoT architecture for edge and cloud. In 2018 IEEE 4th World Forum on Internet of Things (WF-IoT). IEEE, 813\u2013818."},{"key":"e_1_3_2_72_2","doi-asserted-by":"crossref","first-page":"47","DOI":"10.1016\/j.compind.2018.10.004","article-title":"Cyber resilience protection for industrial Internet of Things: A software-defined networking approach","volume":"104","author":"Babiceanu Radu F.","year":"2019","unstructured":"Radu F. Babiceanu and Remzi Seker. 2019. Cyber resilience protection for industrial Internet of Things: A software-defined networking approach. Computers in Industry 104 (2019), 47\u201358.","journal-title":"Computers in Industry"},{"key":"e_1_3_2_73_2","doi-asserted-by":"crossref","first-page":"86","DOI":"10.1016\/j.osn.2018.10.001","article-title":"Software defined survivable optical interconnect for data centers","volume":"31","author":"Chandna Sonali","year":"2019","unstructured":"Sonali Chandna, Nabil Naas, and Hussein Mouftah. 2019. Software defined survivable optical interconnect for data centers. Optical Switching and Networking 31 (2019), 86\u201399.","journal-title":"Optical Switching and Networking"},{"issue":"3","key":"e_1_3_2_74_2","first-page":"1110","article-title":"LEDGE: Leveraging edge computing for resilient access management of mobile IoT","volume":"20","author":"Wu Di","year":"2019","unstructured":"Di Wu, Xin Huang, Xiaofeng Xie, Xiang Nie, Lichun Bao, and Zhijin Qin. 2019. LEDGE: Leveraging edge computing for resilient access management of mobile IoT. IEEE Transactions on Mobile Computing 20, 3 (2019), 1110\u20131125.","journal-title":"IEEE Transactions on Mobile Computing"},{"key":"e_1_3_2_75_2","first-page":"1","volume-title":"Proceedings of the 2020 7th International Conference on Internet of Things: Systems, Management and Security (IOTSMS)","author":"Ahmed Safuriyawu","year":"2020","unstructured":"Safuriyawu Ahmed, Fr\u00e9d\u00e9ric Le Mou\u00ebl, and Nicolas Stouls. 2020. Resilient IoT-based monitoring system for crude oil pipelines. In Proceedings of the 2020 7th International Conference on Internet of Things: Systems, Management and Security (IOTSMS). IEEE, 1\u20137."},{"issue":"8","key":"e_1_3_2_76_2","doi-asserted-by":"crossref","first-page":"7112","DOI":"10.1109\/JIOT.2020.2983401","article-title":"On the resilience of DAG-based distributed ledgers in IoT applications","volume":"7","author":"Cullen Andrew","year":"2020","unstructured":"Andrew Cullen and Pietro Ferraro. 2020. On the resilience of DAG-based distributed ledgers in IoT applications. 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IANVS: A moving target defence framework for a resilient Internet of Things. In 2020 IEEE Symposium on Computers and Communications (ISCC). IEEE, 1\u20136."},{"issue":"1","key":"e_1_3_2_79_2","first-page":"1","article-title":"Resilient authentication and authorisation for the Internet of Things (IoT) using edge computing","volume":"1","author":"Kim Hokeun","year":"2020","unstructured":"Hokeun Kim, Eunsuk Kang, David Broman, and Edward A. Lee. 2020. Resilient authentication and authorisation for the Internet of Things (IoT) using edge computing. ACM Transactions on Internet of Things 1, 1 (2020), 1\u201327.","journal-title":"ACM Transactions on Internet of Things"},{"key":"e_1_3_2_80_2","doi-asserted-by":"crossref","first-page":"253","DOI":"10.1145\/3419111.3421278","volume-title":"Proceedings of the ACM Symposium on Cloud Computing","author":"Harchol Yotam","year":"2020","unstructured":"Yotam Harchol, Aisha Mushtaq, Vivian Fang, and James McCauley. 2020. Making edge-computing resilient. In Proceedings of the ACM Symposium on Cloud Computing. 253\u2013266."},{"issue":"3","key":"e_1_3_2_81_2","doi-asserted-by":"crossref","first-page":"725","DOI":"10.1007\/s00146-020-01023-w","article-title":"IIoT and cyber-resilience: Could blockchain have thwarted the Stuxnet attack?","volume":"36","author":"Gajek Sebastian","year":"2021","unstructured":"Sebastian Gajek, Michael Lees, and Christoph Jansen. 2021. IIoT and cyber-resilience: Could blockchain have thwarted the Stuxnet attack? AI & society 36, 3 (2021), 725\u2013735.","journal-title":"AI & society"},{"key":"e_1_3_2_82_2","first-page":"1","volume-title":"Proceedings of the ICC 2021-IEEE International Conference on Communications","author":"Kelli Vasiliki","year":"2021","unstructured":"Vasiliki Kelli, Panagiotis Sarigiannidis, Vasileios Argyriou, Thomas Lagkas, and Vasileios Vitsas. 2021. A cyber resilience framework for NG-IoT healthcare using machine learning and blockchain. In Proceedings of the ICC 2021-IEEE International Conference on Communications. IEEE, 1\u20136."},{"issue":"1","key":"e_1_3_2_83_2","doi-asserted-by":"crossref","first-page":"107751","DOI":"10.1016\/j.comnet.2020.107751","article-title":"Physical resilience to insider attacks in IoT networks: Independent cryptographically secure sequences for DSSS anti-jamming","volume":"187","author":"Navas Renzo E.","year":"2021","unstructured":"Renzo E. Navas, Fr\u00e9d\u00e9ric Cuppens, Nora Boulahia Cuppens, Laurent Toutain, and Georgios Z. Papadopoulos. 2021. Physical resilience to insider attacks in IoT networks: Independent cryptographically secure sequences for DSSS anti-jamming. Computer Networks 187, 1 (2021), 107751.","journal-title":"Computer Networks"},{"key":"e_1_3_2_84_2","doi-asserted-by":"crossref","first-page":"296","DOI":"10.1109\/ICCPS54341.2022.00039","volume-title":"Proceedings of the 2022 ACM\/IEEE 13th International Conference on Cyber-Physical Systems (ICCPS)","author":"Sudharsan Bharath","year":"2022","unstructured":"Bharath Sudharsan, Panchakarla S. Rahul, Piyush Yadav, Suneet Kumar Gupta, Vimal Kumar, Duc-Duy Nguyen, Muhammad Intizar Ali, and John G. Breslin. 2022. RIS-IoT: Towards resilient, interoperable, scalable IoT. In Proceedings of the 2022 ACM\/IEEE 13th International Conference on Cyber-Physical Systems (ICCPS). IEEE, 296\u2013297."},{"key":"e_1_3_2_85_2","doi-asserted-by":"crossref","first-page":"100268","DOI":"10.1016\/j.rico.2023.100268","article-title":"Cyber resilience and cyber security issues of intelligent cloud computing systems","volume":"12","author":"Abdullayeva Fargana","year":"2023","unstructured":"Fargana Abdullayeva. 2023. Cyber resilience and cyber security issues of intelligent cloud computing systems. Results in Control and Optimization 12 (2023), 100268.","journal-title":"Results in Control and Optimization"},{"key":"e_1_3_2_86_2","first-page":"72","volume-title":"Proceedings of the 2018 IEEE\/ACM 3rd International Conference on Internet-of-Things Design and Implementation (IoTDI)","author":"Benson Kyle E","year":"2018","unstructured":"Kyle E Benson, Guoxi Wang, Nalini Venkatasubramanian, and Young-Jin Kim. 2018. Ride: A resilient IoT data exchange middleware leveraging SDN and edge cloud resources. In Proceedings of the 2018 IEEE\/ACM 3rd International Conference on Internet-of-Things Design and Implementation (IoTDI). IEEE, 72\u201383."},{"issue":"10","key":"e_1_3_2_87_2","doi-asserted-by":"crossref","first-page":"1178","DOI":"10.14778\/3231751.3231767","article-title":"Frontier: Resilient edge processing for the Internet of Things","volume":"11","author":"O\u2019Keeffe Dan","year":"2018","unstructured":"Dan O\u2019Keeffe, Theodoros Salonidis, and Peter Pietzuch. 2018. Frontier: Resilient edge processing for the Internet of Things. Proceedings of the VLDB Endowment 11, 10 (2018), 1178\u20131191.","journal-title":"Proceedings of the VLDB Endowment"},{"issue":"12","key":"e_1_3_2_88_2","doi-asserted-by":"crossref","first-page":"4262","DOI":"10.1109\/TITS.2018.2883766","article-title":"Resilience of transportation systems: Concepts and comprehensive review","volume":"20","author":"Zhou Yaoming","year":"2019","unstructured":"Yaoming Zhou, Junwei Wang, and Hai Yang. 2019. Resilience of transportation systems: Concepts and comprehensive review. IEEE Transactions on Intelligent Transportation Systems 20, 12 (2019), 4262\u20134276.","journal-title":"IEEE Transactions on Intelligent Transportation Systems"},{"key":"e_1_3_2_89_2","first-page":"160","volume-title":"Proceedings of the 2021 IEEE International Conference on Cyber Security and Resilience (CSR)","author":"Medwed Marcel","year":"2021","unstructured":"Marcel Medwed, Ventzislav Nikov, Joost Renes, Tobias Schneider, and Nikita Veshchikov. 2021. Cyber resilience for self-monitoring IoT devices. In Proceedings of the 2021 IEEE International Conference on Cyber Security and Resilience (CSR). IEEE, 160\u2013167."},{"issue":"15","key":"e_1_3_2_90_2","doi-asserted-by":"crossref","first-page":"13223","DOI":"10.1109\/JIOT.2022.3144937","article-title":"Moving target defense for cyber\u2013physical systems using IoT-enabled data replication","volume":"9","author":"Giraldo Jairo A","year":"2022","unstructured":"Jairo A Giraldo, Mohamad El Hariri, and Masood Parvania. 2022. Moving target defense for cyber\u2013physical systems using IoT-enabled data replication. IEEE Internet of Things Journal 9, 15 (2022), 13223\u201313232.","journal-title":"IEEE Internet of Things Journal"},{"key":"e_1_3_2_91_2","doi-asserted-by":"crossref","first-page":"100715","DOI":"10.1016\/j.iot.2023.100715","article-title":"Securing massive IoT in 6G: Recent solutions, architectures, future directions","volume":"22","author":"Alotaibi Asma","year":"2023","unstructured":"Asma Alotaibi and Ahmed Barnawi. 2023. Securing massive IoT in 6G: Recent solutions, architectures, future directions. Internet of Things 22 (2023), 100715.","journal-title":"Internet of Things"},{"key":"e_1_3_2_92_2","doi-asserted-by":"crossref","first-page":"101611","DOI":"10.1016\/j.atech.2025.101611","article-title":"I-Canopy: A Resilient IoT Platform for Adaptive Environmental Monitoring at the Edge","volume":"12","author":"Garc\u00eda Lorena Castro","year":"2025","unstructured":"Lorena Castro Garc\u00eda, Jun Wang, Sheng Wang, Xin Qiao, Spencer Kuhl, Huanxin Zhang, Rafael Rangel de la Tejera, and Student Daniel Reed. 2025. I-Canopy: A Resilient IoT Platform for Adaptive Environmental Monitoring at the Edge. Smart Agricultural Technology 12 (2025), 101611.","journal-title":"Smart Agricultural Technology"},{"issue":"16","key":"e_1_3_2_93_2","doi-asserted-by":"crossref","first-page":"27295","DOI":"10.1109\/JIOT.2024.3398413","article-title":"Dynamic resource allocation in IoT enhanced by digital twins and intelligent reflecting surfaces","volume":"11","author":"Tariq Muhammad","year":"2024","unstructured":"Muhammad Tariq, Sohail Ahmad, and H. Vincent Poor. 2024. Dynamic resource allocation in IoT enhanced by digital twins and intelligent reflecting surfaces. IEEE Internet of Things Journal 11, 16 (2024), 27295\u201327302.","journal-title":"IEEE Internet of Things Journal"},{"key":"e_1_3_2_94_2","doi-asserted-by":"crossref","first-page":"5292","DOI":"10.23919\/ACC.2018.8430776","volume-title":"Proceedings of the 2018 Annual American Control Conference (ACC)","author":"Farooq Muhammad Junaid","year":"2018","unstructured":"Muhammad Junaid Farooq and Quanyan Zhu. 2018. Adaptive and resilient revenue maximising dynamic resource allocation and pricing for cloud-enabled IoT systems. In Proceedings of the 2018 Annual American Control Conference (ACC). IEEE, 5292\u20135297."},{"issue":"8","key":"e_1_3_2_95_2","doi-asserted-by":"crossref","first-page":"7025","DOI":"10.1109\/TIE.2019.2938462","article-title":"Physical unclonable function-based key sharing via machine learning for IoT security","volume":"67","author":"Zhang Jiliang","year":"2019","unstructured":"Jiliang Zhang and Gang Qu. 2019. Physical unclonable function-based key sharing via machine learning for IoT security. 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In Proceedings of the 2016 IEEE 41st Conference on Local Computer Networks (LCN). IEEE, 583\u2013586."},{"issue":"7","key":"e_1_3_2_98_2","first-page":"1","article-title":"Scalable and configurable end-to-end collection and analysis of IoT security data","volume":"54","author":"Roukounaki Aikaterini","year":"2022","unstructured":"Aikaterini Roukounaki, Sofoklis Efremidis, John Soldatos, Juergen Neises, Thomas Walloschke, and Nikos Theologou. 2022. Scalable and configurable end-to-end collection and analysis of IoT security data. ACM Computing Surveys 54, 7 (2022), 1\u201339.","journal-title":"ACM Computing Surveys"},{"issue":"11","key":"e_1_3_2_99_2","first-page":"1","article-title":"Iotcandyjar: Towards an intelligent-interaction honeypot for iot devices","volume":"1","author":"Luo Tongbo","year":"2017","unstructured":"Tongbo Luo, Zhaoyan Xu, Xing Jin, Yanhui Jia, and Xin Ouyang. 2017. Iotcandyjar: Towards an intelligent-interaction honeypot for iot devices. 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IEEE Journal on Selected Areas in Communications 38, 6 (2020), 1262\u20131277.","journal-title":"IEEE Journal on Selected Areas in Communications"},{"key":"e_1_3_2_101_2","first-page":"1","volume-title":"Proceedings of the 15th International Conference on Availability, Reliability and Security","author":"Tanabe Rui","year":"2020","unstructured":"Rui Tanabe, Tatsuya Tamai, Akira Fujita, Ryoichi Isawa, Katsunari Yoshioka, Tsutomu Matsumoto, Carlos Ga\u00f1\u00e1n, and Michel Van Eeten. 2020. Disposable botnets: Examining the anatomy of iot botnet infrastructure. In Proceedings of the 15th International Conference on Availability, Reliability and Security. 1\u201310."},{"key":"e_1_3_2_102_2","doi-asserted-by":"crossref","first-page":"109918","DOI":"10.1016\/j.rser.2020.109918","article-title":"Measuring smart grid resilience: Methods, challenges and opportunities","volume":"130","author":"Das Laya","year":"2020","unstructured":"Laya Das and Sai Munikoti. 2020. Measuring smart grid resilience: Methods, challenges and opportunities. Renewable and Sustainable Energy Reviews 130 (2020), 109918.","journal-title":"Renewable and Sustainable Energy Reviews"},{"key":"e_1_3_2_103_2","doi-asserted-by":"crossref","first-page":"62","DOI":"10.1016\/j.ijcip.2019.02.002","article-title":"A framework for modeling and assessing system resilience using a Bayesian network: A case study of an interdependent electrical infrastructure system","volume":"25","author":"Hossain Niamat Ullah Ibne","year":"2019","unstructured":"Niamat Ullah Ibne Hossain, Raed Jaradat, Seyedmohsen Hosseini, and Marufuzzaman. 2019. A framework for modeling and assessing system resilience using a Bayesian network: A case study of an interdependent electrical infrastructure system. International Journal of Critical Infrastructure Protection 25 (2019), 62\u201383.","journal-title":"International Journal of Critical Infrastructure Protection"},{"key":"e_1_3_2_104_2","doi-asserted-by":"crossref","first-page":"110446","DOI":"10.1016\/j.comnet.2024.110446","article-title":"Towards a cyber resilience quantification framework (CRQF) for IT Infrastructure","volume":"247","author":"AlHidaifi Saleh Mohamed","year":"2024","unstructured":"Saleh Mohamed AlHidaifi, Muhammad Rizwan Asghar, and Imran Shafique Ansari. 2024. Towards a cyber resilience quantification framework (CRQF) for IT Infrastructure. Computer Networks 247 (2024), 110446.","journal-title":"Computer Networks"},{"key":"e_1_3_2_105_2","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-030-05318-5","volume-title":"Automated Machine Learning: Methods, Systems, Challenges","author":"Hutter Frank","year":"2019","unstructured":"Frank Hutter, Lars Kotthoff, and Joaquin Vanschoren. 2019. Automated Machine Learning: Methods, Systems, Challenges. Springer Nature Switzerland AG."},{"key":"e_1_3_2_106_2","doi-asserted-by":"crossref","unstructured":"Xing Liu Hansong Xu Weixian Liao and Wei Yu. 2019. Reinforcement learning for cyber-physical system resilience. (2019) 318\u2013327.","DOI":"10.1109\/ICII.2019.00063"},{"key":"e_1_3_2_107_2","doi-asserted-by":"crossref","first-page":"100270","DOI":"10.1016\/j.cosrev.2020.100270","article-title":"A survey of safety and trustworthiness of deep neural networks","volume":"37","author":"Huang Xiaowei","year":"2020","unstructured":"Xiaowei Huang, Daniel Kroening, Wenjie Ruan, James Sharp, Youcheng Sun, Emese Thamo, Min Wu, and Xinping Yi. 2020. A survey of safety and trustworthiness of deep neural networks. Computer Science Review 37 (2020), 100270.","journal-title":"Computer Science Review"},{"key":"e_1_3_2_108_2","unstructured":"Lingjuan Lyu Han Yu and Qiang Yang. 2020. Threats to federated learning: A survey. arXiv:2003.02133. Retrieved from https:\/\/arxiv.org\/abs\/2003.02133 (2020)."},{"key":"e_1_3_2_109_2","first-page":"1886","volume-title":"Proceedings of the 35th ACM\/SIGAPP Symposium on Applied Computing","author":"Dietz Marietheres","year":"2020","unstructured":"Marietheres Dietz and G\u00fcnther Pernul. 2020. Integrating digital twins with IoT-based cyber-physical systems for cyber resilience. In Proceedings of the 35th ACM\/SIGAPP Symposium on Applied Computing. 1886\u20131895."},{"key":"e_1_3_2_110_2","doi-asserted-by":"crossref","first-page":"17001","DOI":"10.1109\/ACCESS.2019.2893141","article-title":"Evolving rule-based explainable artificial intelligence for unmanned aerial vehicles","volume":"7","author":"Keneni Berhane M.","year":"2019","unstructured":"Berhane M. Keneni and Devinder Kaur. 2019. Evolving rule-based explainable artificial intelligence for unmanned aerial vehicles. 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IEEE, 1\u20136."},{"key":"e_1_3_2_113_2","volume-title":"Proceedings of the USENIX Security","author":"Chen Huiying","year":"2022","unstructured":"Huiying Chen. 2022. Devil is in the details: Towards adversarially robust and interpretable explanations. In Proceedings of the USENIX Security."},{"issue":"2","key":"e_1_3_2_114_2","first-page":"1563","article-title":"Dataset security for machine learning: Data poisoning, backdoor attacks, and defenses","volume":"45","author":"Goldstein. Micah Goldblum, Dimitris Tsipras, Chulin Xie, Xinyun Chen, Avi Schwarzschild, Dawn Song, Aleksander Madry, Bo Li, and Tom","year":"2022","unstructured":"Micah Goldblum, Dimitris Tsipras, Chulin Xie, Xinyun Chen, Avi Schwarzschild, Dawn Song, Aleksander Madry, Bo Li, and Tom Goldstein.. 2022. Dataset security for machine learning: Data poisoning, backdoor attacks, and defenses. IEEE Transactions on Pattern Analysis and Machine Intelligence 45, 2 (2022), 1563\u20131580.","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"key":"e_1_3_2_115_2","volume-title":"Proceedings of the IEEE Wireless Communications and Networking Conference (WCNC)","author":"Huang Cheng","year":"2019","unstructured":"Cheng Huang, Jiaxing Han, Xing Zhang, and Jiayong Liu. 2019. IoT honeypot: A multi-component solution for analysing and understanding IoT attacks. In Proceedings of the IEEE Wireless Communications and Networking Conference (WCNC). IEEE."},{"issue":"4","key":"e_1_3_2_116_2","first-page":"2961","article-title":"Survey on multi-access edge computing for Internet of Things","volume":"20","author":"Taleb Pawani Porambage, Jude Okwuibe, Madhusanka Liyanage, Mika Ylianttila, and Tarik","year":"2021","unstructured":"Pawani Porambage, Jude Okwuibe, Madhusanka Liyanage, Mika Ylianttila, and Tarik Taleb. 2021. 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Doers, not watchers: Intelligent autonomous agents are a path to cyber resilience. IEEE Security & Privacy 18, 3 (2020), 62\u201366.","journal-title":"IEEE Security & Privacy"},{"issue":"4","key":"e_1_3_2_119_2","doi-asserted-by":"crossref","first-page":"471","DOI":"10.1007\/s10669-013-9485-y","article-title":"Resilience metrics for cyber systems","volume":"33","author":"Linkov Igor","year":"2013","unstructured":"Igor Linkov, Daniel A. Eisenberg, Matthew E. Bates, Kenton Plourde, Thomas P. Seager, Julia Allen, and Alex Kott. 2013. Resilience metrics for cyber systems. Environment Systems and Decisions 33, 4 (2013), 471\u2013476.","journal-title":"Environment Systems and Decisions"},{"issue":"8","key":"e_1_3_2_120_2","doi-asserted-by":"crossref","first-page":"1245","DOI":"10.1016\/j.comnet.2010.03.005","article-title":"Resilience and survivability in communication networks: Strategies, principles, and survey of disciplines","volume":"54","author":"Sterbenz James P. 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Retrieved January 25 2025 from https:\/\/www.cisa.gov\/resources-tools\/resources\/cyber-resilience-review-downloadable-resources"},{"key":"e_1_3_2_122_2","doi-asserted-by":"crossref","first-page":"1268","DOI":"10.1016\/j.egyr.2023.12.040","article-title":"A review on machine learning techniques for secured cyber-physical systems in smart grid networks","volume":"11","author":"Hasan Mohammad Kamrul","year":"2024","unstructured":"Mohammad Kamrul Hasan, Rabiu Aliyu Abdulkadir, Shayla Islam, Thippa Reddy Gadekallu, and Nurhizam Safie. 2024. A review on machine learning techniques for secured cyber-physical systems in smart grid networks. 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