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A Novel IoT Architecture, Assessment of Threats and Their Classification withMachine Learning Solutions

Journal on Internet of Things 2023年第1期5卷 13-43页

作者： Oliva Debnath Saptarshi Debnath Sreyashi Karmakar md tausifmallick Himadri Nath Saha Department of Computer Science and Engineering Institute of Engineering&ManagementKolkata700091India Department of Information Technology RCC Institute of Information TechnologyKolkata700015India Department of AK Choudhury School of Information TechnologyUniversity of CalcuttaKolkata700098India Department of Computer Science Surendranath Evening CollegeUniversity of CalcuttaKolkata700009India

The Internet of Things(IoT)will significantly impact our social and economic lives in the near *** Internet of Things(IoT)applications aim to automate multiple tasks so inactive physical objects can behave independently of *** devices,however,are also vulnerable,mostly because they lack the essential built-in security to thwart *** is essential to perform the necessary adjustments in the structure of the IoT systems in order to create an end-to-end secure IoT *** a result,the IoT designs that are now in use do not completely support all of the advancements that have been made to include sophisticated features in IoT,such as Cloud computing,machine learning techniques,and lightweight encryption *** paper presents a detailed analysis of the security requirements,attack surfaces,and security solutions available for IoT networks and suggests an innovative IoT *** Seven-Layer Architecture in IoT provides decent attack detection *** to the level of risk they pose,the security threats in each of these layers have been properly categorized,and the essential evaluation criteria have been developed to evaluate the various ***,Machine Learning algorithms like Random Forest and Support Vector Machines,etc.,and Deep Learning algorithms like Artificial Neural Networks,Q Learning models,etc.,are implemented to overcome the most damaging threats posing security breaches to the different IoT architecture layers.

关键词： Internet of Things(IoT) layered architecture threat assessment security machine learning attack detection attack mitigation

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