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A neural network model is developed for predicting, with sufficient approximation, relationship between the factors affecting resilient modulus (inputs: curing time, cement addition level, and residual asphalt content) and the resilient modulus (output) of emulsified asphalt mixture.
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The natural frequency of the dominant closed-loop poles is chosen such that the modulus of the output sensitivity function lies within the robustness bounds.
The proposed artificial neural network received CNT content, test temperature and loading frequency as the input and provided the complex modulus as the output.
Experiments showed that when the modulus of the output sensitivity function is kept within the robustness bounds, chattering can be avoided and the contour errors resulting from vibrations can be reduced.
A database of 40,960 datasets, including vertical stress (σz), horizontal to vertical stresses ratio (k), Poisson's ratio, radius of circular tunnel (r) and wall displacement of circular tunnel on the horizontal diameter (d) for input parameters and modulus of deformation for output, was established.
The samples were placed in a luminometer (LUMAC Biocounter M2500 or Modulus microplate, Turner Biosystems) and light output was determined over a 10 second interval.
However, the corresponding optimization problem (P3) or (P4) will in general not output a unit-modulus solution.
Consequently, the benchmark method reduces to a Viterbi algorithm (VTA), whose cost metric is based on the squared modulus of raw matched filter outputs (the reader is referred to [8] for details).
In NVIS conditions, this combiner with weighing factors equal to +/−j appears as an optimal polarization filter: one circularly polarized incoming wave induces one of the output signals with a modulus doubled if compared to each individual acquisition and the other with a modulus equal to zero, the respective role of x1 t) and x2 t) depending on the sense of rotation.
The false peaks appear in the output waveform of accelerometer modulus values.
Parameters that were evaluated include strain output (ε3) and elastic modulus (E3H).
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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