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fault-tolerant consensus for collaborative services in edge computing","volume":"72","author":"Jing","year":"2023","journal-title":"IEEE Trans Comput"},{"key":"ref47","first-page":"101097","article-title":"LESP: a fault-aware internet of things service placement in fog computing","volume":"30","author":"Apat","year":"2025","journal-title":"Sustain Comput Inf Syst"},{"key":"ref48","doi-asserted-by":"crossref","first-page":"4543","DOI":"10.1007\/s11276-020-02359-3","article-title":"Efficient fault-tolerant routing in IoT wireless sensor networks based on path graph flow modeling with marchenko-pastur distribution (EFT-PMD)","volume":"26","author":"Sivakumar","year":"2020","journal-title":"Wirel Netw"},{"key":"ref49","first-page":"3766","article-title":"Fault-tolerant temperature control algorithm for IoT networks in smart buildings","volume":"18","author":"Casado-Vara","year":"2018","journal-title":"Sensors"},{"key":"ref50","doi-asserted-by":"crossref","first-page":"80","DOI":"10.1109\/MC.2016.238","article-title":"Toward a new approach to IoT fault tolerance","volume":"49","author":"Terry","year":"2016","journal-title":"Computer"},{"key":"ref51","series-title":"Proceedings of the 16th ACM Conference on Embedded Networked Sensor Systems (SenSys\u201918)","first-page":"95","article-title":"Fall-curve: a novel primitive for IoT fault detection and isolation","author":"Chakraborty","year":"2018 Nov 4\u20137"},{"key":"ref52","first-page":"325","author":"Sharma","year":"2020","journal-title":"Swarm intelligence optimization: algorithms and applications"},{"key":"ref53","first-page":"42","author":"Bounceur","year":"2018 Jun 18\u201320","journal-title":"International Conference on Mobile, Secure, and Programmable Networking"},{"key":"ref54","doi-asserted-by":"crossref","first-page":"322","DOI":"10.1016\/j.future.2020.08.010","article-title":"A framework for anomaly detection and classification in multiple IoT scenarios","volume":"114","author":"Cauteruccio","year":"2021","journal-title":"Fut Gener Comput Syst"},{"key":"ref55","series-title":"SERP4IoT\u201922: Proceedings of the 4th International Workshop on Software Engineering Research and Practice for the IoT","first-page":"9","article-title":"Evaluation of IoT self-healing mechanisms using fault-injection in message brokers","author":"Duarte","year":"2022 May 19"},{"key":"ref56","series-title":"Proceedings of the 20th IEEE International Symposium on Network Computing and Applications (NCA)","first-page":"1","article-title":"Fault-tolerant ant colony based routing in many-to-many IoT sensor networks","author":"Grosso","year":"2021 Nov 23\u201326"},{"key":"ref57","doi-asserted-by":"crossref","first-page":"3757","DOI":"10.1109\/TIE.2015.2417501","article-title":"A survey of fault diagnosis and fault-tolerant techniques\u2014part I: fault diagnosis with model-based and signal-based approaches","volume":"62","author":"Gao","year":"2015","journal-title":"IEEE Trans Ind Electron"},{"key":"ref58","doi-asserted-by":"crossref","first-page":"6463","DOI":"10.1109\/JSEN.2017.2739188","article-title":"Optimizing multipath routing with guaranteed fault tolerance in Internet of Things","volume":"17","author":"Hasan","year":"2017","journal-title":"IEEE Sens J"},{"key":"ref59","series-title":"Proceedings of the IEEE Wireless Communications and Networking Conference (WCNC)","first-page":"815","article-title":"An adaptive learning approach for fault-tolerant routing in Internet of Things","author":"Misra","year":"2012 Apr 1\u20134"},{"key":"ref60","series-title":"2014 16th International Telecommunications Network Strategy and Planning Symposium (Networks)","first-page":"1","article-title":"Trust management in mobile ad hoc networks","author":"Chatzidakis","year":"2014 Sep 17\u201319"},{"key":"ref61","doi-asserted-by":"crossref","first-page":"e4970","DOI":"10.1002\/dac.4970","article-title":"An intelligent fault-tolerant routing scheme for internet of things-enabled wireless sensor networks","volume":"34","author":"Chanak","year":"2021","journal-title":"Int J Commun Syst"},{"key":"ref62","series-title":"Proceedings of the 2016 IEEE\/ACM International Conference on Computer-Aided Design (ICCAD)","first-page":"1","article-title":"Energy-efficient fault tolerance approach for Internet of Things applications","author":"Xu","year":"2016 Nov 7\u201310"},{"key":"ref63","doi-asserted-by":"crossref","first-page":"9326","DOI":"10.1109\/JIOT.2019.2933518","article-title":"A comprehensive study on the trust management techniques in the Internet of Things","volume":"6","author":"Pourghebleh","year":"2019","journal-title":"IEEE Internet Things J"},{"key":"ref64","first-page":"e4217","article-title":"Blockchain technology for energy-aware mobile crowd sensing approaches in Internet of Things","volume":"32","author":"Sisi","year":"2021","journal-title":"Trans Emerg Telecomm Technol"},{"key":"ref65","doi-asserted-by":"crossref","first-page":"2329","DOI":"10.1007\/s11276-019-02121-4","article-title":"Genetic algorithm based adaptive offloading for improving IoT device communication efficiency","volume":"26","author":"Hussain","year":"2020","journal-title":"Wirel Netw"},{"key":"ref66","doi-asserted-by":"crossref","first-page":"145363","DOI":"10.1109\/ACCESS.2021.3121033","article-title":"An energy-aware, highly available, and fault-tolerant method for reliable IoT systems","volume":"9","author":"Bukhsh","year":"2021","journal-title":"IEEE Access"},{"key":"ref67","doi-asserted-by":"crossref","first-page":"3665","DOI":"10.3390\/app13063665","article-title":"Trust-aware fog-based IoT environments: artificial reasoning approach","volume":"13","author":"Ghaleb","year":"2023","journal-title":"Appl Sci"},{"key":"ref68","doi-asserted-by":"crossref","first-page":"9148","DOI":"10.1007\/s10489-022-03875-9","article-title":"Balancing the trade-off between cost and reliability for wireless sensor networks: a multi-objective optimized deployment method","volume":"53","author":"Chen","year":"2023","journal-title":"Appl Intell"},{"key":"ref69","doi-asserted-by":"crossref","first-page":"100889","DOI":"10.1016\/j.iot.2023.100889","article-title":"Availability evaluation of IoT systems with byzantine fault-tolerance for mission-critical applications","volume":"24","author":"Marcozzi","year":"2023","journal-title":"Internet Things"},{"key":"ref70","series-title":"2021 IEEE International Conference on Services Computing (SCC)","first-page":"213","article-title":"A resilient Fog-IoT framework for seamless microservice execution","author":"Whaiduzzaman","year":"2021 Sep 5\u201310"},{"key":"ref71","first-page":"7053","article-title":"FATMLPGS: design of a fault-aware trust establishment model for low-power IoT deployments via generic lightweight sidechains","volume":"44","author":"Choudhary","year":"2023","journal-title":"J Intell Fuzzy Syst"},{"key":"ref72","doi-asserted-by":"crossref","first-page":"5578","DOI":"10.1109\/TII.2021.3133347","article-title":"An intelligent fault tolerant data routing scheme for wireless sensor network-assisted industrial Internet of Things","volume":"18","author":"Kaur","year":"2022","journal-title":"IEEE Trans Ind Inform"},{"key":"ref73","doi-asserted-by":"crossref","first-page":"1828","DOI":"10.1007\/s11227-018-2290-0","article-title":"Dependability evaluation of a disaster recovery solution for IoT infrastructures","volume":"76","author":"Andrade","year":"2020","journal-title":"J Supercomput"},{"key":"ref74","doi-asserted-by":"crossref","first-page":"58722","DOI":"10.1109\/ACCESS.2022.3179004","article-title":"A fault-tolerant and secure architecture for key management in LoRaWAN based on permissioned blockchain","volume":"10","author":"Ribeiro","year":"2022","journal-title":"IEEE Access"},{"key":"ref75","doi-asserted-by":"crossref","first-page":"8411","DOI":"10.3390\/s22218411","article-title":"A fault-tolerant surveillance system for fire detection and prevention using LoRaWAN in smart buildings","volume":"22","author":"Safi","year":"2022","journal-title":"Sensors"},{"key":"ref76","series-title":"2023 International Conference on Information and Digital Technologies (IDT)","first-page":"139","article-title":"Fault tolerance solutions in IoT and smart city","author":"Papan","year":"2023 Jun 20\u201322"},{"key":"ref77","series-title":"Proceedings of the 2023 USENIX Annual Technical Conference (ATC)","first-page":"295","article-title":"Comosum: an extensible, reconfigurable, and fault-tolerant IoT platform for digital agriculture","author":"Rubambiza","year":"2023 Jul 10\u201312"},{"key":"ref78","doi-asserted-by":"crossref","first-page":"146","DOI":"10.1016\/j.comnet.2014.11.008","article-title":"Security, privacy and trust in Internet of Things: the road ahead","volume":"76","author":"Sicari","year":"2015","journal-title":"Comput Netw"},{"key":"ref79","doi-asserted-by":"crossref","first-page":"9350","DOI":"10.3390\/en15249350","article-title":"Fault-tolerant secure data aggregation schemes in smart grids: techniques, design challenges, and future trends","volume":"15","author":"Khan","year":"2022","journal-title":"Energies"},{"key":"ref80","doi-asserted-by":"crossref","first-page":"62","DOI":"10.1177\/08854122231199462","article-title":"Is a smart city framework the key to disaster resilience? A systematic review","volume":"39","author":"Seong","year":"2024","journal-title":"J Plan Lit"},{"key":"ref81","doi-asserted-by":"crossref","first-page":"245","DOI":"10.1016\/j.comcom.2022.06.007","article-title":"Resiliency-aware analysis of complex IoT process chains","volume":"192","author":"Abadeh","year":"2022","journal-title":"Comput Commun"},{"key":"ref82","series-title":"International Conference on Computational Science; 2024 Jul 2\u20134; M\u00e1laga, Spain","first-page":"239","article-title":"\u03bc Chaos: moving chaos engineering to IoT devices","author":"Kalka","year":"2024"},{"key":"ref83","doi-asserted-by":"crossref","first-page":"70850","DOI":"10.1109\/ACCESS.2022.3188311","article-title":"Toward software-defined networking-based IoT frameworks: a systematic literature review, taxonomy, open challenges, and prospects","volume":"10","author":"Mahmoud","year":"2022","journal-title":"IEEE Access"},{"key":"ref84","doi-asserted-by":"crossref","first-page":"100528","DOI":"10.1016\/j.iot.2022.100528","article-title":"Smart city data science: towards data-driven smart cities with open research issues","volume":"19","author":"Sarker","year":"2022","journal-title":"Internet Things"},{"key":"ref85","unstructured":"Yang SR, Yuan SC, Lin YC, Yang IF. Edge intelligence for empowering IoT-based healthcare systems. arXiv: 2103.12144. 2021."},{"key":"ref86","doi-asserted-by":"crossref","first-page":"14022","DOI":"10.1109\/ACCESS.2019.2894002","article-title":"Efficient fault-tolerant routing in IoT wireless sensor networks based on bipartite-flow graph modeling","volume":"7","author":"Lin","year":"2019","journal-title":"IEEE Access"},{"key":"ref87","series-title":"Proceedings of 5th International Conference on Computer Networks and Inventive Communication Technologies (ICCNCT)","first-page":"475","article-title":"Efficient data flow graph modeling using free poisson law for fault-tolerant routing in internet of things","author":"Pankajavalli","year":"2022 Jul 6\u20137"},{"key":"ref88","series-title":"Proceedings of the 9th International Conference on the Internet of Things","first-page":"1","article-title":"Providing fault tolerance via complex event processing and machine learning for IoT systems","author":"Power","year":"2019 Oct 22\u201325"},{"key":"ref89","doi-asserted-by":"crossref","first-page":"103548","DOI":"10.1016\/j.compind.2021.103548","article-title":"Towards zero defect manufacturing paradigm: a review of the state-of-the-art methods and open challenges","volume":"134","author":"Caiazzo","year":"2022","journal-title":"Comput Ind"},{"key":"ref90","doi-asserted-by":"crossref","first-page":"787","DOI":"10.1109\/JSEN.2022.3223671","article-title":"FLOODWALL: a real-time flash flood monitoring and forecasting system using IoT","volume":"23","author":"Prakash","year":"2022","journal-title":"IEEE Sens J"},{"key":"ref91","doi-asserted-by":"crossref","first-page":"4032","DOI":"10.3390\/s23084032","article-title":"Implementing dual base stations within an IoT network for sustaining the fault tolerance of an IoT network through an efficient path finding algorithm","volume":"23","author":"Sastry","year":"2023","journal-title":"Sensors"},{"key":"ref92","doi-asserted-by":"crossref","first-page":"24","DOI":"10.3390\/infrastructures6020024","article-title":"A study on the integration of resilience and smart city concepts in Urban systems","volume":"6","author":"Tzioutziou","year":"2021","journal-title":"Infrastructures"},{"key":"ref93","first-page":"76","article-title":"Enhancing the fault tolerance of a multi-layered IoT network through rectangular and interstitial mesh in the gateway layer","volume":"12","author":"Jammalamadaka","year":"2022","journal-title":"J Low Power Electron Appl"},{"key":"ref94","first-page":"351","article-title":"A fault tolerance data aggregation scheme for fog computing networks","volume":"3","author":"Zeng","year":"2022","journal-title":"Int J Inform Comput Secur"},{"key":"ref95","doi-asserted-by":"crossref","first-page":"295","DOI":"10.1080\/01441649308716854","article-title":"The GLIDE system\u2014Singapore\u2019s Urban traffic control system","volume":"13","author":"Keong","year":"1993","journal-title":"Transp Rev"},{"key":"ref96","doi-asserted-by":"crossref","first-page":"715","DOI":"10.2166\/ws.2009.372","article-title":"Pressure sensor distribution for leak detection in Barcelona water distribution network","volume":"9","author":"P\u00e9rez","year":"2009","journal-title":"Water Sci Technol Water Supply"},{"key":"ref97","doi-asserted-by":"crossref","first-page":"447","DOI":"10.1049\/iet-wss.2019.0081","article-title":"Detection and avoidance of water loss through municipality taps in India by using smart taps and ICT","volume":"9","author":"Mohapatra","year":"2019","journal-title":"IET Wirel Sens Syst"},{"key":"ref98","doi-asserted-by":"crossref","first-page":"123571","DOI":"10.1109\/ACCESS.2020.3005936","article-title":"Resilient service embedding in IoT networks","volume":"8","author":"Al-Shammari","year":"2020","journal-title":"IEEE Access"},{"key":"ref99","first-page":"687","article-title":"SAOA: multi-objective fault-tolerance based optimized RPL routing protocol in Internet of Things","volume":"53","author":"Sharad","year":"2022","journal-title":"Cybern Syst"},{"key":"ref100","doi-asserted-by":"crossref","first-page":"24","DOI":"10.3390\/jsan14020024","article-title":"Making IoT networks highly fault-tolerant through power fault prediction, isolation and composite networking in the device layer","volume":"14","author":"Jammalamadaka","year":"2025","journal-title":"J Sens Actuator Netw"},{"key":"ref101","doi-asserted-by":"crossref","first-page":"13260","DOI":"10.1109\/ACCESS.2019.2891969","article-title":"A roadmap toward the resilient Internet of Things for cyber-physical systems","volume":"7","author":"Ratasich","year":"2019","journal-title":"IEEE Access"},{"key":"ref102","series-title":"2021 International Conference on Innovation and Intelligence for Informatics, Computing, and Technologies (3ICT)","first-page":"57","article-title":"Socio-technical challenges in the implementation of smart city","author":"Mohapatra","year":"2021 Sep 29\u201330"},{"key":"ref103","first-page":"9","author":"Zhu","year":"2019","journal-title":"Blockchain technology in Internet of Things"},{"key":"ref104","doi-asserted-by":"crossref","first-page":"6041","DOI":"10.3390\/s22166041","article-title":"Fault tolerance structures in wireless sensor networks (WSNs): survey, classification, and future directions","volume":"22","author":"Adday","year":"2022","journal-title":"Sensors"},{"key":"ref105","doi-asserted-by":"crossref","first-page":"11972","DOI":"10.1109\/ACCESS.2019.2892905","article-title":"Distributed continuous-time fault estimation control for multiple devices in IoT networks","volume":"7","author":"Casado-Vara","year":"2019","journal-title":"IEEE Access"},{"key":"ref106","doi-asserted-by":"crossref","first-page":"3122","DOI":"10.3390\/electronics11193122","article-title":"Leveraging machine learning for fault-tolerant air pollutants monitoring for a smart city design","volume":"11","author":"Khan","year":"2022","journal-title":"Electronics"},{"key":"ref107","series-title":"Proceedings of the 1st ACM Mobile Cloud Computing Workshop (MCC)","first-page":"13","article-title":"Fog computing and its role in the Internet of Things","author":"Bonomi","year":"2012 Aug 17"},{"key":"ref108","doi-asserted-by":"crossref","first-page":"104253","DOI":"10.1016\/j.compind.2025.104253","article-title":"Collaborative fault tolerance for cyber\u2013physical systems: the detection stage","volume":"166","author":"Piardi","year":"2025","journal-title":"Comput Ind"},{"key":"ref109","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3462513","article-title":"A survey on resilience in the IoT: taxonomy, classification, and discussion of resilience mechanisms","volume":"54","author":"Berger","year":"2021","journal-title":"ACM Comput Surv"},{"key":"ref110","doi-asserted-by":"crossref","first-page":"219","DOI":"10.1504\/IJSNET.2021.119483","article-title":"An IoT based efficient multi-objective real-time smart parking system","volume":"37","author":"Mohapatra","year":"2021","journal-title":"Int J Sens Netw"},{"key":"ref111","doi-asserted-by":"crossref","first-page":"23","DOI":"10.1049\/iet-wss.2019.0106","article-title":"Fault-tolerant mechanism for wirel sensor network","volume":"10","author":"Mohapatra","year":"2020","journal-title":"IET Wire Sens Syst"},{"key":"ref112","doi-asserted-by":"crossref","first-page":"147","DOI":"10.1007\/s42486-020-00037-z","article-title":"IoT reliability: a review leading to 5 key research directions","volume":"2","author":"Moore","year":"2020","journal-title":"CCF Trans Pervas Comput Interact"},{"key":"ref113","doi-asserted-by":"crossref","first-page":"49","DOI":"10.33130\/AJCT.2021v07i01.011","article-title":"Fault tolerance in IoT: techniques and comparative 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