Unlikely to be either the big bad 'capacitors' or the power transformer. Your amp needs to be diagnosed properly, which won't happen across the internet, to discover what is wrong.
What tools do you have like a scope and Digital multimeter and what skills do you have working with electronics? Do you have the units schematic and if so can your read it?