MUMBAI, India, Jan. 2 -- Intellectual Property India has published a patent application (202541122754 A) filed by Konduru Tanuja Alekhya, Hyderabad, Telangana, on Dec. 5, 2025, for 'a system and a method for ai-based real-time monitoring of machine performance.'
Inventor(s) include Konduru Tanuja Alekhya.
The application for the patent was published on Jan. 2, under issue no. 01/2026.
According to the abstract released by the Intellectual Property India: "A system and a method for AI-based real-time monitoring of machine performance is disclosed. The system includes sensors on industrial machines, a processor, and memory with instructions to: receive data via protocols; refresh and validate datasets; preprocess (FFT, denoise, normalize, grayscale, fuse); apply CNN-BiLSTM inference; invoke a model-zoo to train/register/evaluate models; rank models by configurable metrics and select or ensemble top models; switch to CNN-only under load or uncertainty; post-process outputs (calibrate, threshold, smooth, hysteresis); determine safety levels from fault severity and operational risk; detect drift (population stability index, Kullback-Leibler divergence) and trigger retraining; monitor trends and flag hazards pre-threshold; store datasets, artifacts, parameters, reports and deployment records with version IDs and audit logs in a database; generate alerts, dashboards and maintenance recommendations via the user interface; generate feature-attribution explanations using explainability algorithms; and operate as a plug-and-play platform across cloud, edge and on-premises environment."
Disclaimer: Curated by HT Syndication.
