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This "weakest path" model can reproduce the mean and coefficient of variation of FSFEM approximately without costly simulation when it is appropriately calibrated.
Our method simplifies selection estimation and avoids the need for costly simulation procedure.
The majority of such trainings are designed for and implemented in well-resourced countries utilizing costly simulation technologies [ 10, 11].
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Such numerically costly simulations are beyond the scope of this work.
To avoid excessive numbers of costly simulations while exploring the design space, we use a surrogate management framework that combines derivative-free pattern search optimization with automated construction of a low-fidelity surrogate model, requiring only a handful of high-fidelity FSI simulations.
The fourth approach deals with using regression methods like support vector regression (SVR) and neural networks to create a model-based equivalent representation as a replacement for simulators and costly detailed simulation runs.
Validation is performed by comparison with a direct (and costly) temporal simulation as well as Rice's formulas.
TDDM is another model decomposition-based method, which avoids costly ODE simulations by estimating the slopes of smooth piecewise polynomial functions that interpolate observed data.
Such FEM-CFD coupling required long and costly transient simulations.
The temperature distribution calculated with the IGFEM on coarse meshes agrees with that obtained using significantly more complex and costly ANSYS FLUENT simulations.
The use of approximation strategies is designed to reduce the number of detailed, costly computer simulations required during optimization while maintaining the pertinent features of the design problem.
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