Intellectual Property India Publishes Patent Application for A Machine Learning-Based Dissolved Oxygen Forecasting System Using Differential Evolution Optimization For Smart Aquaculture

MUMBAI, India, Sept. 28 -- Intellectual Property India has published a patent application (202641112615 A) filed by Vallurupalli Nageswara Rao Vignana Jyothi Institute Of Engineering And Technology on September 19, 2026, for A Machine Learning-Based Dissolved Oxygen Forecasting System Using Differential Evolution Optimization For Smart Aquaculture.

Inventor includes V Sahiti Yellanki.

The application for the patent was published on September 25, 2026, under issue no. 39/2026.

Abstract: ABSTRACT [0019] The present invention provides a sensor-driven predictive framework that combines Light Gradient Boosting Machine with Differential Evolution optimization to forecast dissolved oxygen levels in intensive aquaculture systems with high precis...