Machine Learning At Simulation - Case Study
We have a process now running from years, geometry model, applying mesh, load/bc and job set up run through a solver to get your - stress, deformation results. Require through knowledge of cae applications and minimum knowledge of FEM and simulation concepts. Well. we have resources to do and invest in people but these people capable of doing many things rather sitting idle in-front of computer system while running long time job and repetitive process until we get best and accurate results.
System and Process need change in it’s life style, this is possible with the machine learning methods implementation on the model. Model to be trained to do the job and give us the better results. When it comes to CAD model designed from any cad system and bring into CAE system, solve the model and get the results. This results may not be the best or as you wanted to be, now leave the job to machine, let train this simulation model to machine learning model.
The machine learning model controls the input parameter such as material, meshing etc, apply them from different perspective and bless you with an accurate results. The user will be given with the options of results, choose the - accurate one.
Once the machine learning model is ready, make it as a template so in future you may not go through the process and deeper knowledge to understand the model, it is templates makes your life easier to understand and run them as and when required.
CAE is an important software package in the world of technologies. Tell me where you do not find or not require the simulation, Automobile, Aerospace, Shipping industry, Medical, Manufacturing etc everywhere you need Computer Aided Engineering Software to make your predictions looks closer to actual results.
No one want to invest in prototyping the real model and test in real scenario! waist of money and resources! Future is to ease the things and CAE is not far away. Wait and Watch it for couple more years to change you see in process and completely automated CAE software.
No wonder if CAD/CAE predicts the life of a human!