MUMBAI, India, July 13 -- Intellectual Property India has published a patent application (202641079452 A) filed by Cmr Engineering College on June 27, 2026, for Machine Learning Based Adaptive Firewall System For Dynamic Network Security Policy Enforcement.

Inventors include Mrs. M. Sabitha; Mr. B. Mahender; Dr. Kande Archana; Mrs. Venna Sravanikumari; Mr. E. Kumar; Dr. V. Mani Sharma; and Dr. B. Papachary.

The application for the patent was published on July 10, 2026, under issue no. 28/2026.

Abstract: Abstract A adaptive firewall system is disclosed for use in a network security environment requiring policy enforcement at a gateway, firewall appliance, or virtual network function. 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 network packets, flow records, application identifiers, device reputation values, threat intelligence indicators, and prior enforcement outcomes. The preprocessing module validates and normalizes received input records before the analysis engine performs adaptive firewall policy enforcement 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 allow rules, block rules, rate-limit instructions, policy update records, and administrator alerts. The system stores an audit record linking source identity, validation state, decision value, and selected output action. The arrangement provides a Fig. 1 Dated June 23, 2026 / Mungalpara Jigneshbhai Chhaganbhai IN/PA-2640 Agent for the Applicant

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