The most common trees grown in the parks are the English oak, Norway maple, green ash, silver birch, Siberian larch, blue spruce, crack willow, limes, and poplars.
From the en.wikipedia.org
It takes several thumps of the willow to render a zombie supine, before a final crack over the head finishes them off, but when they arrive in a group your best bet is to run.