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Using a mixture of GEK models to approximate the drag coefficients gives approximation errors of less than 5% with fewer than 150 samples, whereas the adaptive sampling fails to converge when training a global model.
Most IB simulations represent their structures with piecewise linear approximations and utilize Hookean spring models to approximate structural forces.
A vigorous use of probabilistic models to approximate real-life situations in Finance, Operations Management, Economics, and Operations Research.
The development of this finding is described along with analytical models to approximate these vibration signals.
The use of surrogate models to approximate computationally expensive simulation models, e.g., large comprehensive finite element models, is widespread.
To overcome these problems coarse-grid simulations can be used with supplementary constitutive sub-grid models to approximate the unresolved physics.
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Vibrational contact damping is modeled to approximate contact-dependent sound dissipation.
The model employs the k-ε turbulence model to approximate unsteady Reynolds-averaged Navier-Stokes equations.
Studies have also shifted toward systematic modeling to approximate adsorber design parameters.
The method employs a Gaussian mixture distribution model to approximate the probabilistic distribution of a nonlinear system response.
... In this work, we use a spiking neural network model to approximate the free energy of a restricted Boltzmann machine and apply it to the solution of PORL (partially observable reinforcement learning) problems with high-dimensional observations.
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