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In order to avoid overfitting, regularization terms are usually added to the objective function to modify the squared error.
In this study to satisfy all constraints, some penalty terms are added to the objective function to guide searching process to the feasible region.
The IA constraints are added to the objective function and combined with the desired signal power via the Courant penalty function technique.
Throughout the inversion, we do not introduce any regularization (either spatial or temporal) in the form of a norm added to the objective function.
Since a relatively low penalty is added to the objective function to minimize equation (27), the contribution of the smoothness part becomes relatively negligible, which leads to a rough estimate of first and second derivatives of the cubic spline estimator.
Therefore, the NPV term of power loss could easily be added to the objective function as a realistic term to find the overall cost of the electrical interconnection system.
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In addition to this, (ell _1 -regularization term is also added to the objective functions of RSM and RBM to enforce sparseness of the final representation.
In this work all the inequality constraints are transformed to the penalty functions and are added to the main objective function to construct the final fitness function to be minimized.
We therefore constructed a new objective function to mimic metabolic activity during nitrogen fixation in bacteria, it now integrated by where boldface letters indicate those metabolites that were added to the previous objective function.
In addition, other objective functions could be added to the present objective functions to cover real-world problems.
The coordination constraint including fuse recloser and recloser relay schemes is added to the multi-objective function in an augmented fitness function.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com