First, you can set the shutdown point manually. Second, check the battery graph (in Settings). Tap the graph to get to the second graph. If there's a sharp drop to 0 when it shuts down, the battery has a dendrite (a common problem with lithium technology) and has to be replaced. (See these
Lithium Battery Dendrite links for more information, if you want any.)