Replace the battery. If it's more than a couple of years old. If a year or less, it's in warranty, get a new one from Acer.
You can try to run or download and install any Acer power management programs for your model, some programs have a battery conditioning option that will cycle charge/discharge to get it working it's best. But for a battery that's already failing that probably won't help.