We develop several mathematical approaches to solve a series of questions of interdisciplinary research interests. New distance functions are designed for the verification of meteorological forecasts. Modern active contour method is applied to the forecasting of rotating storms. For hierarchical clustering, we design a new method to represent a group of points with a single point and the algorithm is applied to the construction of 3-branch hierarchical diagram.