I have a setup very similar to yours, but I am going with a 1400mAH on each. In my experience 600 mA does not have enough capacity for this size project. Contact Evan he has a lot of experience with RCS140 and probably he can give a better advice.
http://www.homestead.com/evoshangar/home.html