Title :
A Fast Eigen Solution for Homogeneous Quadratic Minimization With at Most Three Constraints
Author :
Gaurav, Dinesh Dileep ; Hari, K.V.S.
Author_Institution :
Dept. of Electr. Commun. Eng., Indian Inst. of Sci., Bangalore, India
Abstract :
We propose an eigenvalue based technique to solve the Homogeneous Quadratic Constrained Quadratic Programming problem (HQCQP) with at most three constraints which arise in many signal processing problems. Semi-Definite Relaxation (SDR) is the only known approach and is computationally intensive. We study the performance of the proposed fast eigen approach through simulations in the context of MIMO relays and show that the solution converges to the solution obtained using the SDR approach with significant reduction in complexity.
Keywords :
MIMO communication; communication complexity; eigenvalues and eigenfunctions; minimisation; quadratic programming; relay networks (telecommunication); HQCQP problem; MIMO relays; SDR approach; complexity reduction; eigenvalue technique; fast eigen solution; homogeneous quadratic constrained quadratic programming problem; homogeneous quadratic minimization; semidefinite relaxation; signal processing problems; Eigenvalues and eigenfunctions; MIMO; Minimization; Quadratic programming; Relays; Vectors; Homogeneous quadratic minimization; MIMO relay; semi-definite relaxation;
Journal_Title :
Signal Processing Letters, IEEE
DOI :
10.1109/LSP.2013.2276791