MUMBAI, India, Jan. 8 -- Intellectual Property India has published a patent application (202511104607 A) filed by Lovely Professional University, Phagwara, Punjab, on Oct. 30, 2025, for 'hybrid framework for real-timemedical data classification in iot- enabled healthcare systems.'
Inventor(s) include Tara Singla; Sami Anand; Sanjay Sood; and Dr. Navneet Khurana.
The application for the patent was published on Dec. 12, under issue no. 50/2025.
According to the abstract released by the Intellectual Property India: "A hybrid framework for real-time medical data 101 classification in IoT-enabled healthcare systems includes a data acquisition module collecting high-dimensional, heterogeneous physiological and clinical data from IoT patient monitors. A preprocessing 102 unit reduces noise, balances data, and removes redundant features. The Lionized Heap Optimizer extracts key features for computational efficiency. The Hierarchy Golden Eagle-Based Self-Constructing Neural Fuzzy classifier 103 predicts diseases such as COVID-19, heart disease, diabetes, kidney disorders, and cancer. Performance evaluation calculates metrics including Accuracy, Precision, Sensitivity, Specificity, AUC, F-measure, MCC, and NPV, validated via k-fold cross- validation 104 and multiple-run averaging. A comparative module benchmarks against PSO-DNN, WOA-BRNN, and Adaptive E-Bat DBN. The modular architecture supports edge deployment for real-time decision-making and continuous monitoring 106, enhancing healthcare outcomes and efficiency."
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