Does this only happen when you are low on fuel (1/4 tank or less) ?
If so you could have rust particles in your tank, and when fuel is low they are concentrated and clog the filter/strainer on the end of the pick up tube in the tank. Even if it is one of the plastic tanks this is a possibility due to buying cut rate gas or using older gas stations that still have the old steel storage tanks.