Thank you ZapperZ. Maybe my expression on noise was unclear. Actually, for simplicity, I consider two kinds of noise: 1) shot noise of incident photon, meaning that even the power of incident light is exactly constant, the number of photon still fluctuates over time, 2) dark durrent of PMT.
If...