MUMBAI, India, March 13 -- Intellectual Property India has published a patent application (202641024961 A) filed by Chilakapati Anil Kumar, Vijayawada, Andhra Pradesh, on March 3, for 'passenger navigation certainty prediction engine using multivariable behavioural and spatial metrics.'

Inventor(s) include Chilakapati Anil Kumar; and Prof. Dr Ramesh Srikonda.

The application for the patent was published on March 13, under issue no. 11/2026.

According to the abstract released by the Intellectual Property India: "A system and method for predicting passenger navigation certainty in complex indoor environments, such as railway stations and airport terminals, are disclosed. The invention applies binary logistic regression to multivariate behavioral and spatial inputs including navigated time, distance, speed, user attributes, spatial attractiveness, human projection density, and closeness to central spaces to generate a calibrated certainty probability score at decision points. The certainty scores support real-time wayfinding optimization, dynamic signage control, targeted passenger assistance, and facility design improvements. The engine utilizes multimodal sensor data and ensures privacy compliance through anonymized processing of personal features. Validation demonstrates operational suitability for predictive accuracy and deployment in large-scale transportation infrastructures."

Disclaimer: Curated by HT Syndication.