Infrared thermographic imaging based real-time layer height estimation during directed energy deposition

•Thermophysical properties of the melt pool (cooling rate, heating rate) negatively correlated with the layer height.•The layer height can be estimated in real-time using the printing process variable, melt pool thermal characteristics, and artificial neural network.•The relationship between the melt pool characteristics and the layer height was validated experimentally and numerically.