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This proposed two-layer contractive encoder potentially poses a more difficult optimization problem, and we further propose to linearly transform hidden neurons of the encoder to make learning easier.
The higher variance and evident outliers in the RMSEm values associated with the AO and NPO scenarios confirm that incomplete and/or misinterpreted measurements lead to more difficult optimization tasks.
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Optimization to low water activity and low temperature may be more difficult than optimization to low temperature alone.
It calls for the solution of more difficult parametric optimization problems with linear differential equations embedded, whose critical regions are potentially nonconvex.
However, while the method performs reliably for many bacteria, the MALDI-TOF MS-based identification of fungi is often more difficult and requires optimization of extraction and data acquisition protocols.
Furthermore, the method performs reliably for many bacteria, while the MALDI-TOF MS-based identification of fungi is often more difficult and requires optimization of extraction and data acquisition protocols.
The design of actuators is transformed into an easier size optimization from a more difficult shape and topology optimization.
The original more difficult shape and topology optimization driven by the Hamilton Jacobi partial differential equation (PDE) is transferred into a relatively easier parametric (size) optimization, to which many well-founded optimization algorithms can be applied.
In doing so, the originally more difficult shape and topology optimization, driven by the temporal and spatial Hamilton Jacobi partial differential equation (PDE), is transformed into a relatively easier size optimization of the expansion coefficients of the basis functions.
In general, it is much more difficult to solve the discrete optimization problem than to solve the continuous version of the optimization problem.
Distributed droop control enables a completely decentralized architecture but, the energy storage optimization becomes more difficult.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com