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If there is nonlinearity present, we would expect the nonlinear method to show an improvement over the linear method.
Multivariate polynomial regression (MPR) captures nonlinearities in data to some extent and is considered a low-order nonlinear method (Singh et al. 2010).
Sudhoff S. D. et al proposed a nonlinear method [28].
The nonlinear method has also less restrictive stability conditions.
The dimension reduction methods can be divided into two categories: linear method and nonlinear method.
The confidence intervals from linear Tikhonov-PSO are more reasonable than that from nonlinear method.
Moreover, we establish analytically and numerically that the nonlinear method is conditionally stable.
Based on the integrated analysis program of iSIGHT and MATLAB, the mounting system parameters are optimized using a nonlinear method.
Four isotherm models (Freundlich, Langmuir, Redlich Peterson and Sips) were tested for modeling the adsorption isotherms by nonlinear method.
Here we use a nonlinear method based on the maximum entropy principle.
The direct nonlinear method adopted in the study is more fitful for nonlinear response of soil layers under severe earthquake.
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