Pradeep Raj is an aerospace engineer whose work concerns computational fluid dynamics in aircraft design. His Virginia Tech profile records a 1976 doctorate in aerospace engineering and describes teaching in aircraft design and applied computational fluid dynamics. Its account emphasizes using calculated forces and torques as inputs to structural and control design, while recognizing credibility problems in strongly separated flows.[ref]
His account of simulation-driven design identifies an important distinction: a virtual prototype can be inexpensive to change, but it helps engineering only if its predictions correspond sufficiently well to the real system. Faster calculations alone do not establish model validation.[ref]
An original uncertainty calculation illustrates the issue. Suppose a stipulated aircraft model requires and a computation predicts drag . Its predicted lift-to-drag ratio is . A second design predicted to have appears better, with . If either actual drag can independently differ from its prediction by up to , their intervals overlap and either ordering is possible. The nominal 5% drag reduction is not by itself a verified improvement.
Experiments addressing the relevant Reynolds number, Mach number and flow separation can test that comparison. Computational fluid dynamics and wind tunnel measurements have different limitations; their agreement is informative only when geometry, operating conditions and measurement definitions are comparable. This is a reason to study predictive credibility alongside numerical efficiency.
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