Machine Learning Physics Guess – Should There Exist An Energy Recognition Function?

Should There Exist An Energy Recognition Function? Like a machine learning function.

Take a video of a spinning wheel. Then calculate the energy per unit object? Like the all 3D geometry baked into the unit. I think this is possible. At least some approximations can be done.

Then could this help iterate a better battery? This from 2D or 3D model graphics?