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Metalearning can help to reduce the amount of experimentation by providing dynamic advice in form of assistants, decrease the time that has to be spent on introducing, tuning and maintaining models and help to promote machine learning outside of an academic environment.
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Thereby, a late lumping approach is used in order to design the injected correction functions in the observer equations and to introduce tuning parameters with a physical meaning.
Parameterizations should preferably be based on first principles, that is, they should rely on rigorous laws of physics rather than on a set of empirically introduced (tuning) parameters.
Chaotic behavior of the introduced tuned mass is investigated in terms of the existing parameters in the system.
A recently introduced tuned galvanostatic mode of measurements with ion-selective electrodes (ISEs) is utilized to perform analytical measurements in the nanomolar concentration range with the same or better selectivity than within the traditional ISE working range.
In this framework, an optimal fault detection algorithm is presented by introducing the tuning parameter such that the residual is as sensitive as possible to the fault.
The overparametrization and partial overparametrization problems were soon eliminated by elegantly introducing the tuning functions [33, 35].
To further improve the previous results, in this paper, a new delay-dependent observer design is presented such that the estimation error system is stable, and the fault can be detected and estimated through a threshold by introducing the tuning parameter and slack variable.
This could be achieved by introducing or tuning a constitutive source of y output (i.e., one that is not regulated by the input signal x).
And Bob Dylan deliberately mangled it in "Talkin' Hava Negeilah Blues" after introducing the tune as "a foreign song I learned in Utah".
In The Merry Widow (1905), with libretto by Viktor Léon and Leo Stein, Lehár created a new style of Viennese operetta, introducing waltz tunes and imitations of the Parisian cancan dances as well as a certain satirical element.
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