Synchronous machine dynamics involve the study of the behavior and performance of synchronous machines under various operating conditions, focusing on their stability and response to disturbances. These dynamics are crucial for understanding the interaction between mechanical and electrical systems in power grids, ensuring reliable and efficient operation of power systems.