A Coarse-Grained Molecular Dynamics (CGMD) framework was employed in LAMMPS simulations software to model the behavior of the system, relying on interactions among individual particles represented as beads, utilizing fitted FFs. These interactions account for the materials involved in the slurry-based manufacturing process. The carbon-binder domain (CBD) represents a geometrical domain within the model, encapsulating carbon additives, binder, and, in the case of the slurry, the solvent. The density (ρCBD) of the CBD constitutes an effective parameter utilized for further model optimization and Force Field (FF) parameterization. The FF utilized are the Lennard-Jones (LJ) and Gaussian-Hertzian (GH) which are available in the LAMMPS software and employed to model the entire manufacturing process.