MUMBAI, India, July 7 -- Intellectual Property India has published a patent application (202641079576 A) filed by Cmr Engineering College on June 29, 2026, for Machine Learning Enabled User Authentication System Using Behavioral Pattern Analysis.
Inventors include Mr. S Sai Bhushanam; Mr. D. Sivaraja Kumar; Ms. Sravani Nadigottu; Mrs. Tulluri Usha; Mr. Sunil Kumar Singh; Mr. B. Kumaraswamy; and Mrs. K. Vani.
The application for the patent was published on July 03, 2026, under issue no. 27/2026.
Abstract: Abstract A user authentication system is disclosed for use in a digital access platform requiring continuous or login-stage user authentication. The system comprises a processor, memory, a communication interface, an input acquisition module, a preprocessing module, an analysis engine, and an output control module. The communication interface receives keystroke timing, pointer movement, device usage sequence, session metadata, login context, and historical user behaviour profiles. The preprocessing module validates and normalizes received input records before the analysis engine performs behavioural user authentication using stored rules, profiles, policies, model parameters, or reference records. The output control module compares a generated decision value with a stored threshold or policy condition and generates authentication approvals, step-up challenges, access denials, risk alerts, and profile update records. The system stores an audit record linking source identity, validation state, decision value, and selected output action. The arrangement provides a controlled technical data path from input capture Fig. 1 Dated June 23, 2026 / Mungalpara Jigneshbhai Chhaganbhai IN/PA-2640 Agent for the Applicant
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