How Do I Remove Out of Control Bromeliads?

I am trying to regain control of a planting area that has been overrun by a variety of bromeliad. I dug most of them up several years ago, but they are back!

What is the best way to clear areas of this pesky plant and keep them under control in the future?

By Lou K. from Melrose, FL