Here is an animation of the changes in global rainfall patterns from 1870 until 2100 based on the Hadley Centre's climate model predications and a warming scenario known as A1B. This is what's known as a mid-range emissions scenario and you can find more details about this in the IPCC's Special Report on Emissions Scenarios. The animation shows changes in rainfall in mm per hour.