In the ideal case, the PA output reproduces the input signal y ′ without distortions: (y = {mathcal {H}} x ={mathcal {H}} {mathcal {H}}^{-1} y').
The task of parameter identification then becomes an optimization problem: find the parameter values for which the model output reproduces the training data as well as possible.
Following the construction phase of the networks, the output was reproduced (network output) and the network was trained on input and output data until the deviation of the network output from the actual output was very small.
Tango [52] and Waltz [55] output was reproduced from www.tango.embl.de; PASTA output was taken from www.protein.cribi.unipd.it/pasta [54].
b The highly-stretchable composite film-based nanogenerator and its output performance (reproduced from ref. [33] with permission, Elsevier).
e The large-area NCG device fabricated by a bar-coating technique and the measured output performance (reproduced from ref. [26] with permission, Wiley VCH).
In both cases, model output closely reproduced the data within Cohort E, including quantitative shedding frequency, as well as episode rate, median initiation to peak and peak to termination slopes, durations, and first, last, and peak HSV DNA copy numbers.
Vertical scanning on the screen of the photographic output device reproduces these lines one after another according to these parameters.
Apart from the numerical-ANN combination discussed above an attempt was made to see if ANNs can learn the numerical output and reproduce it for future.
After further improvement, the developed micro manufacturing system could take computer-aided design (CAD) output to reproduce 3-D heterogeneous micro-components from a wide selection of materials.
