The researchers used a flood classification forecast method to improve flood control at Qinghe reservoir. By categorizing floods based on their causes and using different forecast models, they were able to increase the accuracy and effectiveness of flood predictions. This approach helped in dealing with the challenges of forecasting historical and short-term floods, reducing errors in flood forecasts, and enhancing flood operation efficiency.