•The performance of an irreversible Miller cycle is investigated using FFT.
•The effects of design parameters on the performance of the cycle are investigated.
•ANN is applied to predict the thermal efficiency and the power output values.
•There is an excellent correlation between FTT and ANN data.
•ANN can be applied to predict data where FTT analysis has not been performed.