增加cloudformation自动缩放组中的根设备大小

I am trying to increase the hard disk space on my ebs backed ec2 instance from my cloudformation AutoScaling::LaunchConfiguration. Initially the root device starts with 8GB. I'd like to increase this to 40GB. I am under the impression I can do this based on this I am trying to increase the hard disk space on