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This is achieved by analyzing the general problem with n outputs, m inputs and 1 disturbance.
Within this range, the ANN architecture having 8 inputs and 1 hidden layer with 3 nodes gives the best choice.
For examples, let us design a system for 2 inputs and 1 output.
Most industries have a large inefficiency based on 3 inputs and 1 input (IT).
(18) Fig. 5 An architecture of the NAE with 4 s inputs and 1 output.
Since the dataset has 8 input variables and 1 output variable, sub cluster constructs a FIS with 8 inputs and 1 output.
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Hence, our system is with 2 inputs and 3 outputs.
The analysis determined that the optimum configuration consisted of 34 inputs and 37 neurons, achieving accuracies of 74 to 87%.
The nozzle-ASR/tube-ASR ratio for extinction was ≥3 for <50% H2 inputs, 2.74 ± 0.03 for 50 to 100% H2 inputs, and 2.83 for methane-air.
This new model having 14 inputs and 29 outputs, is suitably reduced by aggregation method.
The model is square specifically contains 5 inputs and 5 outputs.
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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