GreatMod - Framework
Introduction
GreatMod represents a new way of facing the modeling analysis, exploiting the high-level graphical formalism, called Petri Net (PN), and its generalizations, which provide a compact, parametric and intuitive graphical description of the system and automatically derivation of the low-level mathematical processes (either deterministic and stochastic) characterizing the system dynamics. The framework strengths can be summarized into four points:
- the use of a graphical formalism to simplify the model creation phase exploiting the GreatSPN GUI;
- the implementation of an R package, EPIMOD, providing a friendly interface to access the analysis techniques (from the sensitivity analysis and calibration of the parameters to the model simulation);
- a high level of portability and reproducibility granted by the containerization of all analysis techniques implemented in the framework;
- a well-defined schema and related infrastructure to allow users to easily integrate their own analysis workflow in the framework.
The following image shows the framework schema depicting its modules and its functionalities from a user point of view.