Just order 2 TSU9600 batteries from Ebay. They should run you maybe $15USD per battery.
[Link: ebay.com]I would recommend you not buy the 3000mah battery but instead by the 2200mah battery as that is what was in the remote to begin with.
Not sure of any charging specs/changes that might be required for the 3000mah battery.