Defining the entropy of a continuous system, such as the electromagnetic field, poses challenges due to the infinite dimensionality of phase space. Traditional methods like the log of phase space volume are inadequate, as they lead to infinite energy issues. Instead, entropy density, which is the entropy per unit volume, offers a viable approach, although it is not conserved outside reversible processes. The discussion emphasizes the need to consider each infinitesimal volume element as an open equilibrated system to calculate total entropy by integrating the entropy density across the entire volume. This method accounts for the rate of entropy creation due to irreversible processes, providing a more statistical framework for understanding entropy in continuous systems.