Devices, systems, and methods recurrent graph neural networks in accelerated, variable load finite element analysis

A system for vehicular component design, the system comprising:

• a control system including at least one processor configured for executing instructions stored on memory to conduct operations including:
• providing a graphical representation of a finite element mesh;
• entering the graphical representation as an input to a recurrent neural network (RNN);
• developing a time series mesh (TSM) as an output from the RNN;
• and
• providing indication of adaption for design of the vehicular component based on the TSM.

A method of accelerated, variable load finite element analysis, the method comprising:

• providing a graphical representation of a finite element mesh;
• entering the graphical representation as an input to a recurrent neural network (RNN);
• and
• developing a time series mesh (TSM) as an output from the RNN.