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The SEEK provides a common interface to display and preserve links between data and models, allowing modellers to record which data was used for model construction and which for validation.
The observed NmF2 and IRI-2007 model predictions (left panels) and the percentage deviation between data and models (right panels) at Chiang Mai station for different seasons.
One method of achieving this, which should be pioneered using EISCAT_3D, is to make a very strong connection between data and models, with radar (and other) data being assimilated to models in real time and used to predict the future development of the geophysical processes which, in turn, will trigger new modes of observation.
Therefore, the maximum possibility can be used to evaluate consistency and detect errors (inconsistencies between data and models).
Experimental results and previous work feed into mathematical models, which in turn feed back into future experimental design, creating an iterative cycle between data and models.
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These plots correspond to direct comparison between data and model shown in Figs. 4 6.
The joint analysis reveals large interdependencies between data and model evaluations.
The Bartlett processor (linear MFP) is typically the cross-correlation between data and model predictions for that data resulting in a scalar output indicating the agreement between data and model.
A single iteration determines the test set I/O pair with the largest deviation between data and model.
Then, a perfect matching between data and model is useless when the errors of the data are comparably large or small.
This also has the effect of making the co-estimation of the observatory biases easier by maintaining the linear relationship between data and model coefficients.
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