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The behaviour of this system is described in detail using experimental data to fit the key parameters of the model.
To arrive at these conclusions, Lin worked from fundamental principles to understand the physical mechanisms governing conjugated polymers, rather than using experimental data to develop hypotheses about how they worked.
Using experimental data to investigate the underlying physics is also essential, particularly when simulations and experiments are not consistent with each other.
After using experimental data to train and test it, the model was applied to new data for prediction of the occurrence of wrinkling.
The iterative process of using experimental data to improve a computational model, and using predictions from the model to design additional experiments strengthened our understanding of how TLR signaling differs between normal white blood cells and tumor cells.
In this study, the application of a dynamic neural network for this purpose is investigated, where a Layered Digital Dynamic Neural (LDDN) type network is trained using experimental data to approximate the outlet fluid temperature of a latent heat storage system given inlet fluid temperature and mass flow rate.
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Finally, we use experimental data to propose an objective metrics to evaluate the intrusiveness level of the elements analyzed.
We used experimental data to perform a parameter identification and found that the employed micromorphic model is suitable to forecast the dissipative behavior of the material.
This model uses experimental data to determine two empirical constants to predict time to failure for various complex random vibration profiles.
We then used experimental data to drive inputs to the models and to tune parameters; inputs were derived from sensory neuron responses during natural odorant sampling (sniffing) in awake rats, and model output was compared to recordings of MC responses to odorants sampled with the same sniff waveforms.
It uses experimental data to establish ΔK-parameter life curves similar to the stress–life S–N curve prototype in fatigue and to validate crack initiation for various geometric configurations under various load conditions.
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