If I recall correctly, there are no internal batteries on that particular model.
Make sure to update firmware to the latest version available. If the TS1 continues to cause trouble, the latest firmware supports the newer TS2 keypad.
It might be good to try a factory reset of the TS1. This is done by pressing and holding the two face buttons until the keypad screen turns off and back on again.