PHYSICS · Multi-part · Fermi University Physics · Mathematical Methods for Physics · Probability, statistics and stochastic methods · Probability, statistics and stochastic methods
Error, Chance and the Machine, Ch Estimators and the information in data
Problem
A fluorescent dye has decay lifetime τ=15.0ns. A detector records the arrival time of each emitted photon after excitation, but only within a window of length T starting at t=0; photons arriving after T are discarded. With x=T/τ, the fraction of the untruncated Fisher information about τ that survives the truncation is I(∞)I(T)=1−(1−e−x)2x2e−x,I(∞)=τ21.
((a)) Evaluate this fraction for windows T=15, 30 and 60ns.
((b)) For an experiment recording N=500 photons within each such window, use the fraction from part (a) to give the Cramér-Rao bound on the standard deviation of τ^ for each window length.
((c)) State in one sentence how the precision changes as the window is lengthened, and why this model (which ignores background and dead time) always favours a longer window.