Abstract
In this final chapter, we illustrate different steps of the procedure of modelling from time series in more detail. For that, we use examples from the fields of electronics (Sect. 13.1), physiology (Sect. 13.2) and climatology (Sect. 13.3). They are presented in the order of decreasing amount of a priori information about an object: an appropriate model structure is completely known and only model parameters are estimated from data (Sect. 13.1); an appropriate model structure is partly known (Sect. 13.2); no specific ideas about suitable model equations are available (Sect. 13.3). For the sake of unity, we formulate the same purpose of empirical modelling in all the three cases, namely identification of directional couplings between the processes under study. This task has also been considered in the previous chapter, where a compact and more technical description of several techniques and applications has been given.
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Bezruchko, B.P., Smirnov, D.A. (2010). Outdoor Examples. In: Extracting Knowledge From Time Series. Springer Series in Synergetics. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-12601-7_13
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