Secure Data Transmission in IoT Networks using Machine Learning-based Encryption Techniques
Khudhair Abed Thamer, Saadaldeen Rashid Ahmed, Mohammed Thakir Mahmood Almashhadany, Sarah G. Abdulqader, Wameedh Riyadh Abdul‐Adheem, Sameer Algburi
Abstract
The penetration of Internet of Things (IoT) appliances by day leads to the escalation of security protocols in data transmission as the topic of the highest priority level. While traditional admission procedures grow on the stream of innovative internet linked technology, they lack countering the fluctuation caused by the innovation. This study explicitly focuses on the area of ML encryption algorithms, believed to be renovators of the essential principles of IoT security. The ability of machine learning to make humans ready to constantly update the algorithms doing programming and harness the wisdom given by real-time data examination engenders a masterpiece (tapestry) of solutions that can reject the continuous evolution of cybersecurity menaces among IoT networks. An exploration experience is endured in deep, to the hearts, experiments, which then disclose the courses that networks in transit, encrypted ones, follow across the full collection of state-of-the art machine learning algorithms. Tender as the artificial neural network may be, it perseveres and finally overshadows the naysayers near the conclusion of the scene when it replaces the flawed analyzing method. These measurements of validation toll like a sacrament, quivering with the resounding acclaim that testifies the latent power that lurks at the center of those approaches. Like an angelic cry of the arena, this remark stimulates and uplifts IoT ecosystem security within sacred limits. The waves that arise from these findings expand and assault activities played by many, which serves as a reminder of the essential role played by blending the most modern machine learning technologies with tailored solutions unique to the demands of IoT devices. This traversal through the historical chapters of the study imputes onto the realm of IoT security a mantle with an increased drive for expansion that is intended at further creating a new story that will determine the future route for this vital component.