The fundamental problem of distance geometry, F P DG , involves the characterization and study of sets of points based only on given values of (some of) the distances between pairs of points. This problem has a wide range of applications in various areas of mathematics, physics, chemistry, and engineering. Euclidean Distance Matrices, EDM , play an important role in F P DG . They use the squared distances and provide elegant and powerful convex relaxations for F P DG . These EDM problems are closely related to graph realization, GRL ; and graph rigidity, GRD , plays an important role. Moreover, by relaxing the embedding dimension restriction, EDM problems *