MUMBAI, India, May 1 -- Intellectual Property India has published a patent application (202641050000 A) filed by Srm Institute Of Science And Technology; Ashwin V; Vishal J; Vigneshwaran S; and Mrs. S. Abirami, Chennai, Tamil Nadu, on April 20, for 'adaptive intrusion detection device utilizing multi-feature extraction and weighted ensemble gradient boosting.'

Inventor(s) include Ashwin V; Vishal J; Vigneshwaran S; and Mrs. S. Abirami.

The application for the patent was published on May 1, under issue no. 18/2026.

According to the abstract released by the Intellectual Property India: "The Adaptive Intrusion Detection Device is a new frontier in cyber defense technology. It merges advanced physical elements and systems technology to protect new network systems. The technology employs a dual layered computational design. It employs features of Multi-Feature Extraction, and, as a result, details raw network data into constituent data elements. The second domain of the dual-layered computational model operates a Weighted Ensemble Gradient Boosting model to classify data as a threat. The proprietary ensemble technique allows the device to make dual-layered predictions and classify networks as low-evaded techniques. The system focuses on identifying and eliminating false positives, and identifying and eliminating previously unexploited zero-day vulnerabilities. The overwhelming majority of threats to networks and systems do not have exploitable signatures. The device's physical structure is as transparent as it is sturdy. The central visual interface is a window into real time telemetry providing administrators with real time feeds on threat and device metrics. The device's status is indicated through separate visual indicators and the nature of control is immediately manual in the event of a security crisis. The device is built with high-speed connectivity elements that merge and integrate into the existing network design and topologies. The design of the device allows for maximum oversight of the network with minimal additions to the network, which aids in the elimination of pre-existing latency. The design of the device itself demanded a high standard of thermal management in order to support the high calculation demands gradient boosting employs. The management system is advanced and ensures stability under load. The ambient lighting elements of the design serve a dual purpose of visual cues of detection intensity or system health. The system uses the hardware to the maximum degree of the robust system, and the elements of adaptive technology to create real time solutions for highly advanced systems which evolve with the threats created to protect against."

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