Lightweight lithium ion battery

lithium ion batteries of all types have one major weakness: if you run them down too low they will not take a charge.

so most cell phones have built-in protections to power down when the charge gets low.

it sounds like curleysracecars above has one for the dragster that is protected from running too low... that sounds like your best bet.