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The impact of IoT and sensor integration on real-time weather monitoring systems: a systematic review. [cited 2025 Jan 1]. Available from: 10.21203\/rs.3.rs-3579172\/v1."},{"key":"ref36","doi-asserted-by":"crossref","unstructured":"Dhinakaran D, Joe Prathap PM. Preserving data confidentiality in association rule mining using data share allocator algorithm. arXiv:230414605. 2023. doi:10.32604\/iasc.2022.024509.","DOI":"10.32604\/iasc.2022.024509"},{"key":"ref37","doi-asserted-by":"crossref","unstructured":"Dhinakaran D, Sankar S, Selvaraj D, Raja SE. 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Outsourced analysis of encrypted graphs in the cloud with privacy protection. arXiv:230410833. 2023. doi:10.14445\/23488379\/ijeee-v10i1p105.","DOI":"10.14445\/23488379\/IJEEE-V10I1P105"},{"key":"ref41","series-title":"Proceedings of the 2018 ACM SIGSAC Conference on Computer and Communications Security","article-title":"Labeled PSI from fully homomorphic encryption with malicious security","author":"Chen","year":"2018 Oct 15\u201319"},{"key":"ref42","unstructured":"Mkpa A. A dynamic configurable model for addressing trust and privacy in IoT networks: anglia ruskin research online (ARRO) [master\u2019s thesis]. Cambridge, UK: Anglia Ruskin University; 2024."},{"key":"ref43","first-page":"105","author":"Awotunde","year":"2021","journal-title":"The fusion of internet of things, artificial intelligence, and cloud computing in health care"},{"key":"ref44","doi-asserted-by":"crossref","first-page":"1809","DOI":"10.3390\/s21051809","article-title":"Internet of Things: evolution, concerns and security challenges","volume":"21","author":"Malhotra","year":"2021","journal-title":"Sensors"},{"key":"ref45","doi-asserted-by":"crossref","first-page":"e378","DOI":"10.1002\/spy2.378","article-title":"Cryptography algorithms for improving the security of cloud-based Internet of Things","volume":"7","author":"Ali Qasem","year":"2024","journal-title":"Secur Priv"},{"key":"ref46","series-title":"2024 International Conference on Advances in Computing, Communication and Applied Informatics (ACCAI)","article-title":"Advancing security: exploring AI-driven data encryption solutions for wireless sensor 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Contin"},{"key":"ref98","doi-asserted-by":"crossref","first-page":"98427","DOI":"10.1109\/ACCESS.2022.3206367","article-title":"Anomaly detection based on CNN and regularization techniques against zero-day attacks in IoT networks","volume":"10","author":"Hairab","year":"2022","journal-title":"IEEE Access"},{"key":"ref99","doi-asserted-by":"crossref","first-page":"105","DOI":"10.12700\/APH.20.2.2023.2.6","article-title":"DDoS attack intrusion detection system based on hybridization of CNN and LSTM","volume":"20","author":"Ahmed Issa","year":"2023","journal-title":"Acta Polytech Hung"},{"key":"ref100","series-title":"2025 IEEE 23rd World Symposium on Applied Machine Intelligence and Informatics (SAMI)","article-title":"Feature selection methods for intrusion detection systems in IoT","author":"Saadallah","year":"2025 Jan 23\u201325"},{"key":"ref101","doi-asserted-by":"crossref","first-page":"389","DOI":"10.3390\/fi16110389","article-title":"Health IoT threats: survey of risks and vulnerabilities","volume":"16","author":"Madanian","year":"2024","journal-title":"Future Internet"},{"key":"ref102","doi-asserted-by":"crossref","first-page":"135","DOI":"10.58496\/MJAIH\/2024\/016","article-title":"A comprehensive review on cryptographic techniques for securing Internet of medical things: a state-of-the-art, applications, security attacks, mitigation measures, and future research direction","volume":"2024","author":"Robert","year":"2024","journal-title":"Mesopotamian J Artif Intell Healthc"},{"key":"ref103","first-page":"52","article-title":"Mitigation of DDOS and MiTM attacks using belief based secure correlation approach in SDN-based IoT networks","volume":"14","author":"Cherian","year":"2021","journal-title":"Int J Comput Netw Inf Secur"},{"key":"ref104","series-title":"2024 IEEE International Workshop on Metrology for Industry 4.0 & IoT (MetroInd4.0 & IoT)","article-title":"Security issues in industrial Internet-of-things: threats, attacks and solutions","author":"Cec\u00edlio","year":"2024 May 29\u201331"},{"key":"ref105","first-page":"d346","article-title":"A methodical analysis of medical Internet of Things (MIoT) security and privacy in current and future trends","volume":"9","author":"Perwej","year":"2022","journal-title":"J Emerg Technol Innov Res"},{"key":"ref106","series-title":"KDD 2020 AIoT Workshop","article-title":"Man-in-the-middle attacks on mqtt-based IoT using bert-based adversarial message generation","author":"Wong","year":"2020 Aug 24"},{"key":"ref107","series-title":"Proceedings of the 14th Cyber Security Experimentation and Test Workshop","article-title":"Through the spyglass: towards IoT companion app man-in-the-middle attacks","author":"OConnor","year":"2021 Aug 9"},{"key":"ref108","doi-asserted-by":"crossref","first-page":"8191","DOI":"10.3390\/s23198191","article-title":"Meta-learner-based approach for detecting attacks on Internet of Things networks","volume":"23","author":"Rihan","year":"2023","journal-title":"Sensors"},{"key":"ref109","doi-asserted-by":"crossref","first-page":"e13263","DOI":"10.1111\/exsy.13263","article-title":"A novel intelligent approach for man-in-the-middle attacks detection over Internet of Things environments based on message queuing telemetry transport","volume":"41","author":"Michelena","year":"2024","journal-title":"Expert Syst"},{"key":"ref110","doi-asserted-by":"crossref","first-page":"5","DOI":"10.3390\/network5010005","article-title":"Signature-based security analysis and detection of IoT threats in advanced message queuing protocol","volume":"5","author":"Hashimyar","year":"2025","journal-title":"Network"},{"key":"ref111","series-title":"2020 IEEE Applied Imagery Pattern Recognition Workshop (AIPR)","article-title":"Monitoring and detection time optimization of man in the middle attacks using machine learning","author":"Toutsop","year":"2020 Oct 13\u201315"},{"key":"ref112","doi-asserted-by":"crossref","first-page":"7342","DOI":"10.3390\/s23177342","article-title":"Approach for detecting attacks on IoT networks based on ensemble feature selection and deep learning models","volume":"23","author":"Rihan","year":"2023","journal-title":"Sensors"},{"key":"ref113","doi-asserted-by":"crossref","first-page":"30","DOI":"10.9734\/ajrcos\/2021\/v9i230218","article-title":"Attack and anomaly detection in IoT networks using machine learning techniques: a review","volume":"9","author":"Haji","year":"2021","journal-title":"Asian J Res Comput Sci"},{"key":"ref114","doi-asserted-by":"crossref","first-page":"550","DOI":"10.3390\/info14100550","article-title":"A deep learning methodology for predicting cybersecurity attacks on the Internet of Things","volume":"14","author":"Alkhudaydi","year":"2023","journal-title":"Information"},{"key":"ref115","doi-asserted-by":"crossref","first-page":"102994","DOI":"10.1016\/j.scs.2021.102994","article-title":"A new distributed architecture for evaluating AI-based security systems at the edge: network TON_IoT datasets","volume":"72","author":"Moustafa","year":"2021","journal-title":"Sustain Cities Soc"},{"key":"ref116","author":"Rane","year":"2024","journal-title":"Artificial intelligence, machine learning, and deep learning for sustainable Industry 5.0"},{"key":"ref117","doi-asserted-by":"crossref","first-page":"921","DOI":"10.1016\/j.jksuci.2018.08.014","article-title":"Resource management in pervasive Internet of Things: a survey","volume":"33","author":"Zahoor","year":"2021","journal-title":"J King Saud Univ Comput Inf Sci"},{"key":"ref118","first-page":"253","article-title":"An improved crow search based intuitionistic fuzzy clustering algorithm for healthcare applications","volume":"26","author":"Parvathavarthini","year":"2020","journal-title":"Intell Autom Soft Comput"},{"key":"ref119","doi-asserted-by":"crossref","first-page":"21947","DOI":"10.1109\/JSEN.2021.3101146","article-title":"A smart, low cost, wearable technology for remote patient monitoring","volume":"21","author":"Babar","year":"2021","journal-title":"IEEE Sens J"},{"key":"ref120","doi-asserted-by":"crossref","first-page":"411","DOI":"10.32604\/csse.2020.35.411","article-title":"Internet of Things in healthcare: architecture, applications, challenges, and solutions","volume":"35","author":"Naresh","year":"2020","journal-title":"Comput Syst Sci Eng"},{"key":"ref121","first-page":"743","article-title":"An application review of artificial intelligence in prevention and cure of COVID-19 pandemic","volume":"65","author":"Yu","year":"2020","journal-title":"Comput Mater Contin"},{"key":"ref122","doi-asserted-by":"crossref","first-page":"62","DOI":"10.1016\/j.jnca.2019.02.027","article-title":"Blockchain in healthcare applications: research challenges and opportunities","volume":"135","author":"McGhin","year":"2019","journal-title":"J Netw Comput Appl"},{"key":"ref123","doi-asserted-by":"crossref","first-page":"113","DOI":"10.2174\/1573405617666210215143503","article-title":"COVID-19: challenges and its technological solutions using IoT","volume":"18","author":"Ajaz","year":"2022","journal-title":"Curr Med Imaging"},{"key":"ref124","doi-asserted-by":"crossref","first-page":"2926","DOI":"10.1007\/s12083-021-01151-0","article-title":"Blockchain-a promising solution to Internet of Things: a comprehensive analysis, opportunities, challenges and future research issues","volume":"14","author":"Paul","year":"2021","journal-title":"Peer Peer Netw Appl"},{"key":"ref125","doi-asserted-by":"crossref","first-page":"1628","DOI":"10.1109\/JIOT.2019.2898113","article-title":"IoT big data security and privacy versus innovation","volume":"6","author":"Sollins","year":"2019","journal-title":"IEEE Internet Things J"},{"key":"ref126","doi-asserted-by":"crossref","first-page":"e4946","DOI":"10.1002\/cpe.4946","article-title":"An overview of Internet of Things (IoT): architectural aspects, challenges, and protocols","volume":"32","author":"Gupta","year":"2020","journal-title":"Concurr Comput Pract Exp"},{"key":"ref127","doi-asserted-by":"crossref","first-page":"14302","DOI":"10.1109\/ACCESS.2020.2966147","article-title":"Fast and reliable alert delivery in mission-critical Wi-Fi HaLow sensor networks","volume":"8","author":"Khorov","year":"2020","journal-title":"IEEE Access"},{"key":"ref128","doi-asserted-by":"crossref","first-page":"210","DOI":"10.1108\/JARHE-06-2018-0099","article-title":"Use of e-learning at higher educational institutions in Bangladesh: opportunities and challenges","volume":"11","author":"Sarker","year":"2019","journal-title":"J Appl Res High Educ"},{"key":"ref129","doi-asserted-by":"crossref","first-page":"1191","DOI":"10.1109\/COMST.2019.2962586","article-title":"A survey on the Internet of Things (IoT) forensics: challenges, approaches, and open issues","volume":"22","author":"Stoyanova","year":"2020","journal-title":"IEEE Commun Surv Tutor"},{"key":"ref130","first-page":"275","article-title":"Understanding the role of digital technologies in education: a review","volume":"3","author":"Haleem","year":"2022","journal-title":"Sustain Oper Comput"},{"key":"ref131","doi-asserted-by":"crossref","first-page":"1293","DOI":"10.1007\/s12652-017-0520-6","article-title":"Cloud-centric IoT based student healthcare monitoring framework","volume":"9","author":"Verma","year":"2018","journal-title":"J Ambient Intell Humaniz 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Intell"},{"key":"ref136","first-page":"20220155","article-title":"Deep learning in distributed denial-of-service attacks detection method for Internet of Things networks","volume":"32","author":"Aswad","year":"2023","journal-title":"J Intell Syst"},{"key":"ref137","doi-asserted-by":"crossref","first-page":"12077","DOI":"10.1038\/s41598-024-62861-y","article-title":"Using machine learning algorithms to enhance IoT system security","volume":"14","author":"El-Sofany","year":"2024","journal-title":"Sci Rep"},{"key":"ref138","doi-asserted-by":"crossref","first-page":"721","DOI":"10.1016\/j.future.2019.09.002","article-title":"BlockIoTIntelligence: a blockchain-enabled intelligent IoT architecture with artificial intelligence","volume":"110","author":"Singh","year":"2020","journal-title":"Future Gener Comput Syst"},{"key":"ref139","doi-asserted-by":"crossref","first-page":"274","DOI":"10.1016\/j.comcom.2021.09.029","article-title":"AI-empowered, blockchain and SDN integrated security 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