Exact(3)
A variable penalty function was used with limits derived from the blade test and the structural layout of the turbine.
To look into this possibility, we include an additional dummy variable PENALTY in the regression.
where the parameter C > 0 controls the trade-off between the slack variable penalty and the margin.The corresponding Lagrangian is given by L ( w, b, a ) = 1 2 ∥ w ∥ 2 + C Σ n = 1 N ξ n - Σ n = 1 N a n t n y ( x n ) - 1 + ξ n - Σ n = 1 N μ n ξ n (51).
Similar(57)
In this paper, we use the default assumption of a penalty price of 5 $/MWh (as is used for wind power deviations between the day-ahead and the real-time markets in [37]), but we also run several sensitivity cases, also with variable penalties similar to the CAISO rules (as shown in Section 5.5.1).
Furthermore, this method combines relaxation technique to zero-one variable and penalty function method to transform the problem to a nonlinear continuous variable optimization one by taking into account more constraints.
This program uses variable gap penalty for structural loops and core regions using information derived from template structures.
In the case of arrayCGH data, a minor modification to the variable fusion penalty (3) is necessary to take into account the structure of the genome in chromosomes.
Hence, by varying μ from a large value to 0, we can see the effect of the variable fusion penalty on the classical L1-SVM.
This task is achieved through a variable gap penalty function that tends to place gaps in solvent exposed and curved regions, outside secondary structure segments, and between two positions that are close in space.
In addition to the torsion angle and real-value SA term, we will introduce a new variable gap-penalty model to replace the original constant gap-penalty model.
Recent progress in sequence alignment and structure prediction has suggested the importance of variable gap penalties in protein sequence alignment [51].
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