MUMBAI, India, June 26 -- Intellectual Property India has published a patent application (202641053267 A) filed by Alan George; and Dr. Natchimuthu N on April 27, 2026, for Dl-Based Dynamic Investment And Volatility Triggered Ethical Hedging Prediction For Retail Investors.
Inventors include Alan George; and Dr. Natchimuthu N.
The application for the patent was published on June 19, 2026, under issue no. 25/2026.
Abstract: The present invention discloses an integrated deep learning system and method for enabling retail investors to participate in Indian equity markets through a prediction- guided, risk-managed investment framework. The system comprises a dual deep learning prediction engine combining a Long Short-Term Memory (LSTM) neural network and a one-dimensional Convolutional Neural Network (CNN) for mutually confirmed directional market prediction; an India VIX-based binary comparator module that activates a protective hedging pipeline when VIX 14; an automated At- The-Money (ATM) options hedging module that simultaneously places CALL and PUT contracts on Nifty 50 F&O instruments; and a seven- trading-day mandatory liquidation enforcer. Investment is made in NIFTYBEES ETF units upon dual-model confirmation. Portfolio outcomes arc classified as Curated/Secured Returns (hedge active) or Unsecured Returns (no hedge), producing a Risk- Adjusted Return measure. The system provides a fully automated, rule-driven, SEBI-compliant investment and hedging pipeline that eliminates subjective human intervention in the prediction, hedging, and liquidation cycle, creating a novel and technically effective solution for retail investor risk management in Indian equity markets.
Disclaimer: Curated by HT Syndication.
