Discontinuous Dynamical Systems are characterized by their evolution over time being described by differential equations that are not smooth or continuous, leading to sudden changes in system behavior. These systems are crucial for modeling real-world phenomena where abrupt transitions occur, such as in mechanical systems with impacts or in biological systems with sudden changes in state.