bamboo spreading out of control

I need advice of how to get rid of a chinese type bamboo(reed) that is spreading through the garden from two clumps. The bed is covered with a membrane with pebbles on top of the membrane. the runners are under the membrane with the shoots coming through, that makes it impossible to pull out by hand.