To all:
Click the server name listed in the left of the console window, then click on command tab in the right of the window. ok, now you can see the shutdown button.
Before shuting down, weblogic will do a lot of things. so i suggest not to shut with Control-C, here is the shutdown infomations when you do it, hope this can tell you all the things weblogic does while shuting down: