MUMBAI, India, Aug. 12 -- Intellectual Property India has published a patent application (202611072105 A) filed by Prof. Dr Vandana Raghava; Dr. Swati Gupta; Dr Meenakshi Kharb; Dr. Richa Gupta; Dr. Jatin Kumar Lamba; Dr. Samriti Mahajan; Dr. Priyanka Mittal Agarwal; Dr. Neha Singh; Prof Dr Indira Bhardwaj; and Dr Sarika Takhar on June 10, 2026, for An Intelligent Ai Framework For Real-Time Behavioural Market Equilibrium Prediction And Economic Trend Analysis.

Inventors include Prof. Dr Vandana Raghava; Dr. Swati Gupta; Dr Meenakshi Kharb; Dr. Richa Gupta; Dr. Jatin Kumar Lamba; Dr. Samriti Mahajan; Dr. Priyanka Mittal Agarwal; Dr. Neha Singh; Prof Dr Indira Bhardwaj; and Dr Sarika Takhar.

The application for the patent was published on August 07, 2026, under issue no. 32/2026.

Abstract: ABSTRACT TITLE: AN INTELLIGENT AI FRAMEWORK FOR REAL-TIME BEHAVIOURAL MARKET EQUILIBRIUM PREDICTION AND ECONOMIC TREND ANALYSIS A hardware-secured behavioural market equilibrium prediction system (100) comprising a secure data ingestion subsystem (110) with a bus firewall (112) that filters bus transactions by master identifier using a master-ID verification circuit (116) and hardware-latched policy registers (114), a behavioural feature extraction accelerator (120) implemented on a field-programmable gate array with a pipeline processing unit (122) governed by a finite state machine controller (124) and model parameters stored in write-protected block RAM (126) secured by a hardware write-lock latch (128), and an equilibrium inference engine (130) that commits equilibrium state transitions through a monotonic counter unit (132) and attestation module (134) to a write-protected index table. The bus firewall (112) grant signal gates the pipeline clock enable and the accelerator (120) produces a validity flag verified by the inference engine (130) before commitment, establishing an unbroken hardware-enforced trust boundary for tamper-evident deterministic market equilibrium prediction.

Disclaimer: Curated by HT Syndication.