This paper presents a new approach for dimension reduction of data observed on spherical surfaces. Several techniques have been developed in recent years non-euclidean analysis. As pioneer work, (Hauberg 2016) attempted to implement principal curves Riemannian manifolds. However, this uses approximations process manifolds, resulting distorted results. study proposes project onto continuous curv...