The REASON your unit is shutting-down is that it has internal protection circuitry and/or devices that are intended
to protect the sensitive circuitry within.
The more often you try to bypass this protective circuitry to do troubleshooting, the greater the chance that you do more
damage to the unit than is what is actually there already. (ie: don't keep trying to cycle power just to see what happens. Try to determine the existing failure first).
The fact that the unit does not power-on, indicates an 'open' circuit within the unit. Something burned open-circuit.
Most receivers have speaker output fuses to protect speakers, but you said your unit will not power-on, so that's
not this particular problem.
You have the service manual. It should have a troubleshooting guide that you should follow first.
You said the fault (what the unit is programmed to display anyway), is 'DC output of the power amp abnormal'.
I'd sure try to find causes for that in your troubleshooting section.
My initial GUESS would be that you're already on the right track, assuming that one or more power output transistors has failed. Your service manual should list the expected voltages at those transistor outputs, helping you to isolate
the problem.