How do I disable wifi auto connect for a particular wifi network?

I recently connected my iPad to a wifi network with weak signal strength. Now my emails get stuck in my outbox instead of being sent. I can turn off wifi and use 3g, but then I have to remember to turn it back on when I leave. How do I stop the iPad from auto-connecting to the faulty wifi?

J