Traffic oscillations refer to the repetitive wave-like patterns of speed and density that occur in vehicular flow, often caused by interactions among drivers and vehicles on the road. These oscillations can lead to disruptions in traffic flow, resulting in stop-and-go conditions that affect travel times and increase congestion. Understanding these patterns is critical for traffic management and design as they highlight the dynamic nature of road usage and vehicle interactions.