I'm a Chemical Engineer by training, but I started out in my PhD as a scientist. I started my research career writing some modelling software (DynamOMD.com). I was “only” a scientist as these simulations were not directly a real object, but some test of the theories of them (think ideal gas theory and beyond).
I'm the guy sitting on the roof at the back of the plane, my simulation is in the top right, and the bottom right is the high-speed video of an experiment.
Scientists discover the world that exists; engineers create the world that never was. - Theodore Von Karman
Approximation 1: Engineers make things to make money.
Approximation 2: Good engineers need to make things that work, because the things are then valuable and can be sold.
Approximation 3: Great engineers need to be certain that what they make will work as expected/is reliable. Certainty is only available in the world of mathematics, not in the real world so engineers must translate the world into mathematics. This skill makes the engineer and their work valuable.
Approximation 4: An excellent engineer translates
approximates the part of the world they are remaking with
mathematics, so that they can perform
design calculations. These balance the quality of the
design against the available budget and time (and time is money).
They will use iteration when its cheaper to build and test instead
of design, which allows them to use science to explore the
flaws/error in their approximations; however, to make use of this
feedback they must understand the limitations of their mathematics
and their design.
Check out the merging branch, note the flow accelerates after the flows join.
See how the flow accelerates after the convergence!
Analytical results of Transport Phenomena are usually limited to simple geometries and problems:
As engineers, we'll use simple analytical results as design equations, and lean on numerics/CFD for more complex questions.