MUMBAI, India, May 1 -- Intellectual Property India has published a patent application (202621028683 A) filed by Ms. Ami Mehta; and Dr. Kajal S. Patel, Ahmedabad, Gujarat, on March 11, for 'lstm-based climate-aware dengue forecasting system.'
Inventor(s) include Ms. Ami Mehta; and Dr. Kajal S. Patel.
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: "A LSTM-based climate-aware dengue forecasting system is described herein. The system comprises a data input interface module configured to receive dengue case counts and meteorological variables including temperature, rainfall, humidity, and vegetation indices. A preprocessing and temporal harmonization module performs missing value imputation, feature normalization, temporal resolution detection, and lag feature generation. A feature selection module identifies significant predictors using correlation analysis, Least Absolute Shrinkage and Selection Operator (LASSO) regression, and Recursive Feature Elimination techniques. Selected predictors are provided to a prediction engine comprising one or more Long Short-Term Memory (LSTM) neural network layers configured to learn temporal relationships between climatic variables and dengue incidence. An output constraint module applies a non-negative transformation to prediction outputs to ensure epidemiologically valid forecasts."
Disclaimer: Curated by HT Syndication.
