Where is the entrance to the blood furnace? 

I have been around hellfire citadel, and know where the shattered halls gate and the ramparts entrances are, but where is the blood furnace 'steps' and portal entrance?

Any detailed description on how to get to it would be amazing.

Thanks in advance