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The final classifier learning process minimizes the structural risk functional [117] and the marginal distribution between domains using the maximum mean discrepancy measure [10].
The present optimal design attempts to find the cross-section layout that minimizes the structural weight of a composite wing, while satisfying a series of design constraints.
The objective of the design process is to find the structural layout which minimizes the structural volume and/or the total prestressing force according to the mentioned side and behavioral constraints.
The overall goal is to find a regression function f (x, w) which minimizes the structural risk R s [6]: {R}_s= E+frac{uplambda}{2}left|right| wleft|right|^2 (14)whEre, E is the empirical risk, and ||w||2 represents the flatness of the weights of the regression function.
Approaching this analysis critically, ab initio modeling minimizes the structural energy by producing maximum interactions, which results in compacted AtpD, Atp-A, and AtpG structures (Additional file 7: Figure S6A-C) that deviate from the structures of the known homologs.
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The experimental results showed that the thickness of the organosilicon layer required in each paired structure to minimize the structural stress was closely correlated to the surface and material properties of the underlying layer.
For example, if we are designing a structure in which we minimize the structural weight and subject to constraints characterizing structural performance, we are solving a structural optimization problem that is single disciplinary.
On the basis of the 222 nm/208 nm ratio from CD spectra, all three engineered constructs with long coiled-coil attachments possess more coiled-coil structure than the parent NEMOw, which fulfills our additional aim to minimize the structural heterogeneity of apo NEMO.
The structural optimization is to minimize the structural weight by adjusting the dimensions of structural components.
Various design alternatives that will minimize the structural breakout noise are considered.
Elastomeric base isolators minimize the structural damage in moderate seismic events and prevent structural collapse in extreme conditions like earthquakes.
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minimizes the inter-cellular
minimizes the end-to-end
minimizes the total
minimizes the fractal
minimizes the effective
minimizes the regularized
minimizes the average
minimizes the potential
minimizes the ergonomic
minimizes the mean-squared
minimizes the above
minimizes the expected
minimizes the alpha -reliable
minimize the structural
reduce the structural
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