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The advantages and disadvantages of the relatively simpler potential flow approaches against the more time consuming CFD methods are discussed with reference to accuracy, modeling nonlinear effects, ease of modeling and of coupling with structural assessment procedures, suitability for long term response prediction and suitability for integration within design and operational decision making.
Generalized additive models (GAM) provide a powerful class of models for modeling nonlinear effects of continuous covariates in regression models with non-Gaussian responses.
Modeling nonlinear effects in longitudinal survival data: implications for the physiological dynamics of biological systems.
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In the FE model, nonlinear effects caused by the geometric stiffness and stress stiffening were included.
We used Tanh functions for modeling nonlinear responses as regulatory effects of microbes.
To model nonlinear confounder effects, we used penalized regression splines to optimize the degree of smoothness.
The application of Markov Chain Monte Carlo (MCMC) methods to modeling the nonlinear effects of genes and environment in MZ and DZ twins is outlined.
Proportional hazards modeling technique is developed to model the nonlinear effect of multiple influencing factors on system reliability.
A combined incremental and total formulation for determining member resistance is employed in this nonlinear solution procedure for the efficient modeling of nonlinear effects.
Having said this, the hierarchical form of the generative models allows for fairly graceful modelling of nonlinear effects (such as shadows and occlusions).
We used a natural cubic spline with three degrees of freedom to model the nonlinear effect of temperature and relative humidity.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com