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His lab's "empirical dynamic modeling" techniques use time-series data to look at the invisible ways these complicated systems are connected: like plucking one string out of a jumbled network and seeing which other strings echo back.
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Empirical dynamic models were then developed, using state space canonical variates analysis, to predict the voltage response of the two systems from measurements of cell voltage and current.
Because of insufficient knowledge and a lack of proper data, different process models were developed: a semi-empirical dynamic model based on chemical kinetics laws, and several experimental black-box models.
In this study, a semi-empirical dynamic model of energy balance was developed to predict temperatures (air, plants, greenhouse cover and soil) in a naturally ventilated greenhouse with a polypropylene mulch covering the soil in a Mediterranean climate.
An Equivalent Circuit Model (ECM) of a lithium ion (Li-ion) battery is an empirical, linear dynamic model and the bandwidth of the input current signal and level of non-linearity in the voltage response are important for the model's validity.
Most mathematical models for predicting the effects of drug combinations relies on empirical cellular dynamic models, such as those based on signaling pathways or metabolic networks.
The study covers from model development, optimum multivariable iterative learning control (ILC), optimum sensor location, to reduced-order controller design, but the main emphasis was placed on a new ILC technique based on a semi-empirical dynamic radiation model named as T4-model.
In this paper, a semi-empirical dynamic voltage model of HT-PEMFC is developed for controller design purpose via fitting the experimental data and validated with experimental results.
The unsteady aerodynamic pitching moment is obtained via a semi-empirical dynamic stall model; comparison between the predicted pitching moment and experimental values is reasonable.
Thus, our models seem to be less ideological or at least not more ideological than the standard (empirical and theoretical) dynamic models.
A finite element analysis model using the derived time history function based on the empirical dynamic wheel load was used to predict the train-induced track displacement.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com