The eigenvalues and eigenvectors of a matrix (linear operator)capture the directions in which vectors can grow or shrink. Location in the eigenvalue spectrum determines whether a mode grows (unstable: \(Re(λ) > 0\)), decays (stable: \(Re(λ) < 0\)) or oscillates (complex frequency: \(Im(λ) \uparrow\))
1Modal Analysis of Fluid Flows: An Overview. Kunihiko Taira, Steven L. Brunton, Scott T. M. Dawson, Clarence W. Rowley, Tim Colonius, Beverley J. McKeon, Oliver T. Schmidt, Stanislav Gordeyev, Vassilios Theofilis, and Lawrence S. Ukeiley. AIAA Journal 2017 55:12, 4013-4041