Creating a Simulation System of Orthopedic Insoles Based on Data from Three-Dimensional Scan of the Feet

The article describes a software package for creating a spatial model of orthopedic insoles for patients of specialized orthopedic clinics. Methods of artificial intelligence and methods of processing input data used in the basic algorithm of the software complex are considered in detail. The features of working with various categories of three-dimensional images used for modeling insoles are considered, conclusions about the requirements for the quality and quantity of initial data are given. A series of experiments on modeling insoles based on the clinical data set were carried out and analyzed. The algorithm is based on the generative adversarial network (GAN) of the Pix2Pix architecture, modified by the authors. The software modules that implement the main functions of the software complex are described: the module for loading the initial data, the module for preparing and processing input data, the module for the main modeling kernel, and the module for visualizing the results. A 3D point cloud is used as a display format for input and output files. The goals and objectives for expanding the basic functionality of the software package have been analyzed and formulated.