With the continuous pursuit of improved performance and efficiency of building components in structural engineering, fiber-reinforced polymer (FRP) composites have emerged as a promising alternative to traditional construction materials, yet challenges like uneven confining pressure effects on non-circular columns and insufficient research on elliptical double-skin tubular columns (DSTCs) persist. Meanwhile, the application of finite element method (FEM) and machine learning (ML) techniques in s