MUMBAI, India, Sept. 14 -- Intellectual Property India has published a patent application (202641105424 A) filed by Mrs. Mansi B; and Dr. Shubhangi D. C. on September 01, 2026, for System And Method For Machine-Learning-Based Assessment Of Maternal Health Risk And Adaptive Pregnancy Care Support.
Inventors include Mrs. Mansi B; and Dr. Shubhangi D. C..
The application for the patent was published on September 11, 2026, under issue no. 37/2026.
Abstract: An adaptive channel allocation and resource management system is disclosed for managing communication channels and associated finite resources among a plurality of managed nodes. The system acquires time-associated channel, traffic, interference, congestion and resource-state information and generates a correlated resource- state digital map. A demand profiler determines near-term demand together with prediction confidence, while a predictive reservation controller determines a bounded reserve resource margin according to forecast demand and confidence. An allocation engine generates admissible channel-resource assignments under resource, fairness and policy constraints and selects an assignment using a composite criterion including expected service utility and a stability penalty representing reassignment cost. An enforcement controller applies the selected assignment, and a feedback unit compares measured post-allocation performance with expected performance to update prediction confidence, contention information and allocation parameters. The closed-loop arrangement reduces unnecessary switching, enables anticipatory congestion management and improves utilisation of shared communication and computing resources.
Disclaimer: Curated by HT Syndication.
