Yes a bad cap could cause this, so could about 5-10 other things. Most probable is in the power supply area but could be something else.
You should download the service manual, hifiengine is safe, you will need to create an account. Need some feedback on your skills level
and tools available (multimeter?, are you confident taking voltage measurements on a live amp?). As a first step you should first disconnect
the amp from all power/remove power plug and remove the outer case. Inspect what components you can, taking photo's of any suspect
parts. The main candidates are the capacitors, look for any shape distortion or leakage (not to be confused with glue). Start with the main
filter capacitors (12000uf/58V from manual)