Siemens aktiengesellschaft (20250111902). TRANSIENT PREDICTIONS IN REACTING FLUID FLOW SIMULATIONS
TRANSIENT PREDICTIONS IN REACTING FLUID FLOW SIMULATIONS
Organization Name
Inventor(s)
Meghesh Mukundan of BANGALORE IN
TRANSIENT PREDICTIONS IN REACTING FLUID FLOW SIMULATIONS
This abstract first appeared for US patent application 20250111902 titled 'TRANSIENT PREDICTIONS IN REACTING FLUID FLOW SIMULATIONS
Original Abstract Submitted
systems and methods for transient predictions in reacting flow simulations. in one embodiment, the method includes generating an initial simulation of the reactive flows, by using a simulation technique, for a first time duration. the method includes predicting, by a machine learning model, a behavior of the reactive flows during a second time duration based on the initial simulation. the second time duration is consecutive to the first time duration. the method includes generating a subsequent simulation for the reactive flows for a subsequent time duration. the method includes providing data corresponding to the predicted behavior and the subsequent simulation as an input to the machine learning model to predict the behavior of the reactive flows for the subsequent time periods. in addition, the method includes repeating generating the subsequent simulation and predicting behavior of the reactive flows for one or more successive time durations, until the reaction of the reactive flows is completed.