The engine wouldn't fail with a flat battery; once it's running it's just a blowtorch with no ignition [let's ignore auto relight etc]. As long as the engine driven fuel pump can suck up the fuel the engine will run. More advanced engines with electronic fuel computers will also run as they have dedicated engine driven generators to power the computer...if they don't they wouldn't be...more advanced..