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However, it is impossible to learn features on entire images when the size of images becomes large because of computational expense.
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Reduction of dimensionality results in substantial savings of computational expense, enabling faster computation times or consideration of larger system sizes.
Forward and backward propagation procedures are compared in terms of computational expense.
It is also shown to be significantly more efficient in terms of computational expense than competing methodologies.
Numerical results obtained from both optimization methods are compared in terms of computational expense and model quality.
Reduced chemical kinetic models are often used in place of a detailed mechanism because of the computational expense of solving the complete set of equations describing the reacting system.
Reduced chemical kinetic models are often used to simulate the kinetics of full-scale DeNOx systems because of the computational expense of combining a detailed description of fluid dynamics and a complete mechanism of reaction.
Because of the computational expense of the oscillating yaw and turbulence computations, an investigation is carried out to study the accuracy of using the force time histories from steady yaw computation in indicial fashion to simulate the unsteady yaw cases.
Because of the computational expense of such long runs, studies have traditionally used specified CH4 mixing ratio lower boundary conditions (BCs) and then applied a simple parameterization based on the change in CH4 lifetime between the control and NOx-perturbed simulations to estimate the change in CH4 concentration induced by NOx emissions.
Because of the computational expense of the NMODE calculations, 240 snapshots were used from the last 24 ns of the molecular dynamics simulations with 100 ps time intervals.
Historically QM methods were primarily limited to smaller systems because of the computational expense, but these methods are now tenable for larger systems because of the advent of fractional QM methods.
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