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Optimization and Computational Fluid Dynamics - Department of ...

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10 Dominique Thévenin<br />

Parameter 2<br />

feasible but<br />

non-optimal<br />

configurations<br />

POF: ensemble <strong>of</strong> all optimal solutions<br />

in the sense <strong>of</strong> Pareto<br />

unfeasible configurations<br />

Parameter 1<br />

Fig. 1.6 Schematic representation <strong>of</strong> the concept <strong>of</strong> Pareto Optimal Frontier<br />

After having introduced these notions, the practical limits <strong>of</strong> CFD-O in<br />

terms <strong>of</strong> computer requirements have to be discussed: what can be investigated<br />

today using CFD-O, <strong>and</strong> how can it be done? In order to investigate<br />

this point, the natural reference point for discussing the requirements in terms<br />

<strong>of</strong> computing time (CPU) <strong>and</strong> computer memory is <strong>of</strong> course the corresponding<br />

requirement for a single evaluation, i.e., for us one CFD simulation <strong>of</strong> the<br />

considered configuration. Admittedly, each CFD evaluation will usually lead<br />

to slightly different numerical costs (needed computing time <strong>and</strong> computer<br />

memory), but the variations are normally negligible. On the other h<strong>and</strong>, the<br />

typical cost <strong>of</strong> a single CFD evaluation depends tremendously on the considered<br />

problem. Looking for example at the examples presented in the next<br />

chapter <strong>of</strong> this book:<br />

• one simulation <strong>of</strong> the burner considering multispecies transport <strong>and</strong> combustion<br />

takes typically about 20 hours <strong>of</strong> computing time <strong>and</strong> 1.8 Gigabytes<br />

(GB) <strong>of</strong> computer memory;<br />

• one simplified simulation <strong>of</strong> the turbulent channel flows requires less than 5<br />

seconds <strong>of</strong> computing time <strong>and</strong> 10 Megabytes (MB) <strong>of</strong> computer memory.<br />

In other words, the computing times vary by 5 orders <strong>of</strong> magnitude <strong>and</strong> the<br />

computer memory by 3 orders <strong>of</strong> magnitude. This is typical <strong>of</strong> what will be<br />

found in practice: simple CFD problems can be solved within seconds on a<br />

st<strong>and</strong>ard PC; high-end CFD problems can require weeks <strong>of</strong> computing times

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