MUMBAI, India, Jan. 7 -- Intellectual Property India has published a patent application (202511104612 A) filed by Lovely Professional University, Phagwara, Punjab, on Oct. 30, 2025, for 'system for enhancing medical response efficiency in real-time large crowd environments.'
Inventor(s) include Gaurav Pushkarna; Dr. Satnam Singh; Dr. Kulwinder Singh; and Meghna Gupta.
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 system for enhancing medical response efficiency in real-time large crowd environments comprising a normalization module 101 configured to transform input crowd-related data into a structured format using min-max normalization, a feature selection module 102 implemented using a CHOA protocol to identify significant features from the normalized data; a classification module 103 comprising a bidirectional long short-term memory with an autoencoder (BiLSTM-AE) model for categorizing potential medical emergency conditions; and a parameter optimization module 104 utilizing a HOA protocol to adjust and optimize parameters of the classification module 103 for improved accuracy. The system, validated using an ecological health dataset, achieved an accuracy of 98.56%, enabling precise medical response dispatch and ensuring enhanced safety and stable ecological health during real-time large crowd events."
Disclaimer: Curated by HT Syndication.
