Change kernel parameters in Grub2

sudo gedit /etc/default/grub

add the kernel parameter to the GRUB_CMDLINE_LINUX_DEFAULT="quiet splash" line, between the quotations.

then run in a terminal:

sudo update-grub

e.g. for running ubuntu 12.04 on old hardware add

acpi=off