NKT... the technical reply, of course, has a number of "It Depends On" answers. So, here is a very elementary approach, depending on how the 12Vdc is derived:
a) Half-wave rectification (1 diode) but a lot of ripple effect.
b) Full-wave rectification (2 diodes) but less ripple effect.
c) Full-wave diode-bridge (4 diodes) least ripple effect.
Neglecting power supply losses, then only diode losses have to be added. Typically, diode-loss is,
Wd =(Idc)^2 x Rd x T, where,
o Wd = loss (Watts).
o Idc = load current (Amperes).
o Rd = forward conduction resistance of diode (Ohms)
o Td = Diode conduction time for a full AC-cycle (decimal).
The values for Td are: 0.5 for a); 1.0 for b); and 2.0 for case c).