Addition becoming multiplication is simply the difference between linear and gamma encoded space. Gamma curves are mostly log based since it maximizes bit usage

Addition becoming multiplication is simply the difference between linear and gamma encoded space. Gamma curves are mostly log based since it maximizes bit usage in formats, and given 2 linear colors A,B, and an addition operator, applying it in gamma space is logA + logB = log(A*B).