Deep-learning model forecasts toxic plume movement in urban environments within minutes

In 2023, a train carrying hazardous materials derailed in East Palestine, Ohio. In 2025, a series of destructive wildfires ravaged Los Angeles. In both cases, a toxic plume—a cloud of harmful airborne materials that disperse over time and space due to wind and turbulence—was released.