ALEXANDRIA, Va., Nov. 3 -- United States Patent no. 12,783,595, issued on Nov. 3, was assigned to Tata Consultancy Services Ltd. (Mumbai, India).

"Machine learning based prediction of fastest solver combination for solution of matrix equations" was invented by Hrishikesh Nilkanth Kulkarni (Pune, India) and Dilshad Ahmad (Pune, India).

According to the abstract* released by the U.S. Patent & Trademark Office: "Machine Learning approaches in literature for determining optimal solver-preconditioner-smoother for solving matrix equations in computer modelling of any systems are directly dependent on matrix property calculation as an intermediate step. However, in CFD domain, this matrix system is generated from simulation input parameters. Als...