Weather forecasting requires very powerful computers, since the amounts of data are huge. A model of the climate, for example, might have data on a grid for the entire planet surface, and store information about wind speed, direction, air temperature, humidity and pressure for a number of layers in the atmosphere.
Whereas a typical PC has only a single microprocessor chip, the supercomputers used for weather forecasting are built with multiple processors, and can have many thousands.