ABSTRACT The purpose of this study was to examine the application of artificial neural networks to predict the compressive strength of lightweight concrete after exposure to heat, and density before and after exposure to heat. To achieve this goal, an experiment was carried out by testing ligthweight concrete as many as 144 samples. The dimensions of the sample are 10x10x10 cm. Before bein…