Establishment of Secure Network using Reinforcement Learning

Abstract

In this paper, the Establishment of Secure Network using Reinforcement Learning concept is presented in a nutshell. The main aim of our project is to develop a system which provides a secure connection between one device to another device, in a public network. The key takeaway from this project is to learn and develop a system which can provide a private network within a public network environment. Our approach to this mini-project is to make an extensive use of Diffie Hellman Technique used across the globe. Diffie Hellman Technique is one of the most trusted network algorithms, used to establish a shared secret-key that can be used for secret communications while exchanging data over a public network. The protocol is considered secure against eavesdroppers. of eavesdroppers and unauthorized access to a private network, the reinforcement learning based (machine learning based) model which can be used to secure the connection and fight against discrepancies in the private keys along with the optimizing the bandwidth and power used for this connection. Reinforcement techniques are used by us for secured communication, and are an essential aspect of modern communication systems. By leveraging machine learning algorithms and dynamic parameter adjustments, these techniques can significantly enhance the security and resilience of communication channels, protecting sensitive information from unauthorized access and interception. A combination of these two technologies can be bridged and put together through an API (Application Program Interface) which is easier to use for the businesses /user to exchange sensitive information with a clean UI. The work done & presented in this paper is the result of the mini-project work that has been done by the sixth sem engineering students of the college and as such there is little novelty in it and the references are being taken from various sources from the internet, the paper is being written by the students to test their writing skills in the starting of their engineering career and also to test the presentation skills during their mini-project presentation.