Neural networks are one of the methods used in system identification problems. In this study. a NARX network with a serial-parallel structure was used to identify an unknown aerial delivery system with a ram-air parachute. The dataset was created using the software-in-the-loop method (Software in the loop). https://allfixelectricales.shop/product-category/fuse/