Suppose an experimenter wishes to measure the value of a quantity, say the acceleration due to gravity of Earth, whose true value happens to be \mu .
Instead of n repeated measurements with one instrument, if the experimenter makes n of the same quantity with n different instruments with varying quality of measurements, then there is no reason to expect the different \sigma_i to be the same.