Two Fold Authentication Handwritten Pattern Techniques in Mobile Device

Abstract

Ensuring safe authentication systems is crucial given the growing newlinedependence on mobile devices for both personal and business tasks. Convenience newlineand security are limited in traditional authentication techniques including PINs, newlinepasswords, and biometric recognition. This work introduces a Two-Fold newlineAuthentication Handwritten Pattern Technique as a fresh mobile security method. newlineThe suggested approach combines a secondary biometric element or a time-sensitive newlinedynamic challenge with handwriting pattern recognition in an extra layer of newlineidentification. Users of the first tier must create a distinctive pattern on the newlinetouchscreen that is examined using stroke dynamics, pressure, and speed. Second newlinelayer includes security, using behavioral increases a supplementary verification newlinesystem. User-friendly authentication, this Two -layered technique would parallelly newlineincreases protection against unlawful access. Shoulder surfing, spoofing assaults and newlinebrute-force efforts are challenging point for traditional authentication methods. newlineResearch finding shows that this enhanced CNN algorithm overcome the online newlinedigital attacks. The article improvement in digital security introduces the novel two newlinefold Authentication system that significantly combines time sensitive QR based newlineauthentication utilizing fingerprint newline