Floating voltage sources are power supplies that are not connected to a common ground reference in a circuit. This means that their voltage levels can vary independently from the ground potential, leading to unique analysis and operational characteristics in electrical circuits. Understanding floating voltage sources is crucial when analyzing circuits, especially in nodal analysis, as they can influence the potential differences across nodes without affecting the reference point.