Calculation of the structured singular value with gradient-based optimization algorithms on a Lie group of structured unitary matrices
Jeroen Dehaene, Cheng Yi, Bart De Moor · IEEE Transactions on Automatic Control · 1997
The structured singular value problem, which is a basic problem in robustness analysis and design of multivariable controllers, can be formulated as an optimization problem over the manifold of unitary matrices with a given structure. We show how geometric optimization methods, such as the steepest ascent method and the conjugate gradient method for optimization on a Riemannian manifold, lead to algorithms giving a guaranteed nontrivial lower bound for the structured singular value.