“…In the fire engineering discipline, great attempts have been made to evaluate the behavior of construction materials, such as concrete [ 38 , 39 , 40 , 41 , 42 , 43 , 44 , 45 ], steel [ 46 , 47 , 48 , 49 , 50 , 51 , 52 , 53 ], timber [ 54 , 55 , 56 , 57 , 58 ], and composites [ 59 , 60 , 61 , 62 , 63 , 64 , 65 , 66 , 67 ], exposed to fire conditions by conducting experimental programs. However, since many resources, such as budget and time, to perform experiments are required, AI-based models have emerged as powerful tools used to predict the temperature-related properties of a variety of materials.…”