Network Intrusion Detection for IoT Security based on Learning Techniques

Abstract-Pervasive growth of Internet of Things (IoT) is visible across the globe. The 2016 Dyn cyberattack exposed the critical fault-lines among smart networks. Security of Internet of Things (IoT) has become a critical concern. The danger exposed by infested Internet-connected things not only affects the security of IoT, but also threatens the complete Internet ecosystem which can possibly exploit the vulnerable Things (smart devices) deployed as botnets. Mirai malware compromised the video surveillance devices and paralyzed Internet via distributed denial of service (DDoS) attacks. In the recent past, security attack vectors have evolved bothways, in terms of complexity and diversity. Hence, to identify and prevent or detect novel attacks, it is important to analyze techniques in IoT context. This survey classifies the IoT security threats and challenges for IoT networks by evaluating existing defense techniques. Our main focus is on Network Intrusion Detection Systems (NIDS); hence, this paper reviews existing NIDS implementation tools and datasets as well as free & open-source network sniffing software. Then, it surveys, analyzes and compares state-of-the-art NIDS proposals in the IoT context in terms of architecture, detection methodologies, validation strategies, treated threats and algorithm deployments. The review deals with both traditional and machine learning (ML) NIDS techniques and discusses future directions.

Abstract-Online Book Shopping Website acts as a central database containing various books in stock along with their title, author and cost. This project is a website that acts as a central bookstore. This web project is developed using vb.net as the front end and sql as a back-end. The sql database stores various book related details. A user visiting the website can see a wide range of books arranged in respective categories. The user may select desired book and view its price. The user may even search for specific books on the website. Once the user selects a book, he then has to fill in a form and the book is booked for the user. Online book store project is a web application which is implemented in Vb.Net platform.