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I took it apart after the battery door's latch snapped off...the circuit board's photographable if anyone needs a pic
The lithium AAs have about a 1.7v output x2 for 3.4 volts. The NiMH cells are about 1.2v x2 for 2.4 volts. So, the voltage is probably too low on NiMH cells and that's why it stops after 15 minutes.
I was thinking about buying one of these, and modding it to use a 2D cell holder. So, instead of getting one charge from a set of AA cells, you could probably get 4-5 charges from 2 D cells, which is more useful.
Toshi