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System identification results are shown on the dynamics by using the measured input and output data.
An errors-in-variables case is considered, i.e. both measured input and output signals are affected by noise.
The ARX model provides the necessary discrete-time Markov parameters from the measured input and output data, and then the equivalent state system matrices are identified from discrete-time Markov parameters by using the ERA.
The latter is implemented using a cost function that directly evaluates the performance of the controllers (in and out of the feedback loop) using measured input and output data.
The non-parametric frequency response functions of a MIMO open-loop plant including all additional dynamics such as sensor, amplifier, and discretization are estimated from measured input and output signals of the closed-loop plant.
This paper describes a new method for the design of model predictive control (MPC) using non-minimal state space models, in which the state variables are chosen as the set of measured input and output variables and their past values.
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At the turn of the century, with the pressure of measurable impact, the Agency moved toward more easily measured inputs and away from the longer-term system strengthening activities of the previous two decades.
These input files include measured inputs and outputs parameters for our correlation.
A particular way of capturing the proper functioning of the speech chain is by measuring input and output [ 3], that is, by comparing the speech stimulus as it was originally uttered by the speaker to the way it is understood by the listener in the so-called stimulus-repetition tasks.
No matter the locale, Roberts measures inputs and outputs.
If anything, I suspect we're probably doing a slightly better job measuring inputs and 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