The most intuitive example of an orbit (Section 1) is Carnot's cycle represented on the ${p, V}$ plane: it is a path formed by time-ordered ${p, V}$ pairs. Since the \underline{model} of the Carnot engine is known, then the orbit is a \underline{model-driven} result. Examples provided herewith are either model-driven or \underline{data-driven}. The latter are met whenever no model is available of the process which produces the data. Section 2 deals with application to single-cell mRNA sequencing: data have been heuristically represented by many Authors on a phase plane in order to display the dynamics of cell differentiation; the author's contribution consisted of synthesising a dynamical system which could explain the process, thus providing a model-driven application. Section 3 describes an application to groundwater hydraulics: sequences of water column data collected by a hydrometer network are put into orbit; the response of two seepage wells to a rainstorm can be compared. Applications to Public Health include the display of data from the SARS-CoV-2-caused disease (Subsection 4.1) and the dynamics of drinking water contaminants (Subsection 4.2). Finally, an application to Economics (Section 5): normalised balance of payments data from Italy and Germany are compared. In conclusion (Section 6), putting experimental data into orbit may add further insight and suggest a model of the underlying process. However, not all models are systems of just two ordinary differential equations: problems posed by higher dimensional systems are outlined.

Crosta, G. (2021). Putting Data into Orbit. Part One: Examples from (almost-)everyday Life [Working paper].

Putting Data into Orbit. Part One: Examples from (almost-)everyday Life

Crosta Giovanni Franco
Primo
2021

Abstract

The most intuitive example of an orbit (Section 1) is Carnot's cycle represented on the ${p, V}$ plane: it is a path formed by time-ordered ${p, V}$ pairs. Since the \underline{model} of the Carnot engine is known, then the orbit is a \underline{model-driven} result. Examples provided herewith are either model-driven or \underline{data-driven}. The latter are met whenever no model is available of the process which produces the data. Section 2 deals with application to single-cell mRNA sequencing: data have been heuristically represented by many Authors on a phase plane in order to display the dynamics of cell differentiation; the author's contribution consisted of synthesising a dynamical system which could explain the process, thus providing a model-driven application. Section 3 describes an application to groundwater hydraulics: sequences of water column data collected by a hydrometer network are put into orbit; the response of two seepage wells to a rainstorm can be compared. Applications to Public Health include the display of data from the SARS-CoV-2-caused disease (Subsection 4.1) and the dynamics of drinking water contaminants (Subsection 4.2). Finally, an application to Economics (Section 5): normalised balance of payments data from Italy and Germany are compared. In conclusion (Section 6), putting experimental data into orbit may add further insight and suggest a model of the underlying process. However, not all models are systems of just two ordinary differential equations: problems posed by higher dimensional systems are outlined.
Working paper
Raccolta di esempi ove sequenze storiche di dati vengono rappresentate nel piano di fase di un sistema dinamico
Dynamical systems, model-driven method, data-driven method, phase portrait, Carnot cycle, single-cell genomics, cell differentiation, groundwater hydrology, seepage well, infection rate, death rate, drinking water contamination, volatile halocarbons, balance of payments, EURO-zone
English
11-gen-2021
2021
1
9
Article submitted to Consiglio Nazionale degli Ingegneri in application for the qualifying title of ``Expert in Mathematical and physical models of complex systems'' on 2021 January 13.
Crosta, G. (2021). Putting Data into Orbit. Part One: Examples from (almost-)everyday Life [Working paper].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10281/298784
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