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In the supervised setting, neural networks have proven to be effective because of their rich representational power, their compact representation and the fact that they can be optimized effectively using gradient-based optimization; because of this, many useful models like convolutional and recurrent networks have been developed.
Pelletization process in high shear mixer can be optimized effectively by central composite design.
The radiation characteristics of simulator are improved and the optimized effectively irradiation surface is expanded up to 81.6%.
It is clearly shown that the above performance characteristics in laser cutting process can be optimized effectively through this approach.
Finally we show that a concentric imaging spectrometer for use with a CCD detector can be optimized effectively in the neighborhood of a stigmatic condition.
Simulations revealed that the HOSMC design parameters can be optimized effectively and easily using the parameter determination strategy based on an improved hybrid PSO algorithm.
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Furthermore, the searching sequence of particles is optimized to effectively reduce fluctuation of voltage and suppress output voltage spike.
With these statistical models, the geometrical parameters of the structure could be optimized to effectively reduce the thermally induced stresses in the partial SOI structures.
Parametric optimization of the TLD is carried out based on the one-mode model, and the optimized damper effectively improves the dynamic response of wind turbine blades.
The thermal treatment on the pristine CNTs support at this optimized temperature effectively removed the oxygen-containing functional groups on the surface of CNTs, simultaneously keeping the integrity of CNTs walls.
In order to rapidly lyse the moving cells and completely transport cellular contents into the detection channel, the angle of the side-flow channels, the asymmetric design of the channels, and the number, shape and layout of micro-obstacles were optimized for effectively redistributing and mixing the laminar flows of single cells suspension, cell lysing reagent and detection buffer.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com