As a consequence of the experimental results, some important simplifications on both the fixed carbon loss, q^4 and conduction heat loss,q^5 are considered. At the same time, attention has also been focused to obtain the needed statistical models, with a high level of confidence but keeping them as simple as possible, in order to ease the efficiency evaluation of the boilers by engineers at the sugar mill factory.